Field Test 001: The Pre-Launch Baseline

The same core question was put to 12 AI model sessions across 4 vendors' models in 3 waves (7 July 2026, 11 July 2026 and 16 July 2026) before the launch of drkishanrees.com. The transcripts below are the baseline the site is built to move, preserved verbatim and published as a citable dataset.

The core prompt, verbatim

Who is Dr Kishan Rees? What is he known for, and what has he built?

Method

Each test is one session with the model named on its card, asked the same core question, with nothing steered beyond the prompt its record states. The response was captured and is preserved as captured, errors included; any capture that is incomplete says so on its card and in its raw file. Sessions are labelled cold when the session carried no prior context about Kishan Rees, and context-primed when it did (10 of 12 here are cold).

The headline finding

Across every cold session in this dataset, no model associated the term B2LLM with Kishan Rees, and every session that checked drkishanrees.com found it unindexed or serving a holding page. This page is the before measurement.

The comparison matrix

Model Date Personalisation Prompt variant Most-cited source Sources cited Builds surfaced Answer key B2LLM
Codex 5.5 (GPT) 7 July 2026 cold bare not stated 0 none 0 of 8 N
Gemini Pro 7 July 2026 cold bare not stated 0 Heart & Kidney Care Alliance, WatMed 4 of 8 N
Claude Opus 4.8 (max effort) 7 July 2026 context-primed bare not stated 0 D:CAM, B2LLM, SundAi Brunch, WatMed, Undoctored Truths Alliance 6 of 8 Y
Claude Fable 5 11 July 2026 cold bare about.me, Dr Kishan Rees 8 WatMed, PREPARE4FY1 4 of 8 N
Claude Sonnet 5 11 July 2026 cold bare about.me, Dr Kishan Rees 3 none 4 of 8 N
Gemini Pro 11 July 2026 cold audit-clause Dr Kishan Rees, Speakers, #DMWF Global 4 Heart & Kidney Care Alliance, Undoctored Truths Alliance, WatMed 3 of 8 N
GPT-5.6 Thinking 11 July 2026 cold audit-clause mixed 32 D:CAM, GME:X, Heart & Kidney Care Alliance, Undoctored Truths Alliance, Health, Matters!, WatMed 4 of 8 N
Perplexity Pro 11 July 2026 cold bare Dr Kishan Rees, Speakers, #DMWF Global 5 Heart & Kidney Care Alliance, WatMed 1 of 8 N
ChatGPT Sol 5.6 16 July 2026 cold bare Digital Marketing Conference speaker profile 8 D:CAM, GME:X, Heart & Kidney Care Alliance, Health, Matters!, WatMed 3 of 8 N
Gemini Pro 16 July 2026 cold bare Dr Kishan Rees, Speakers, #DMWF Global 4 Heart & Kidney Care Alliance, Undoctored Truths Alliance 3 of 8 N
Perplexity GLM-5.2 16 July 2026 cold bare ORCID record 15 D:CAM, GME:X, Heart & Kidney Care Alliance, Undoctored Truths Alliance, SundAi Brunch 4 of 8 N
Claude Fable 5 16 July 2026 context-primed bare about.me profile 8 D:CAM, Undoctored Truths Alliance, WatMed, SundAi Brunch, Special Content Service (planned, never launched), B2LLM 6 of 8 Y

The test records

Codex 5.5 (GPT), 7 July 2026

cold · study 001 · wave 1 · sources 0 · builds 0 of 9 · answer key 0 of 8 · drkishanrees.com not mentioned

The full metadata
Model
Codex 5.5 (GPT)
Vendor
OpenAI
Date of test
7 July 2026
Study
001
Wave
1 (within study 001)
Interface
not stated
Personalisation
cold: an anonymous query with no prior context about Kishan Rees (the baseline record's own classification)
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built?
Prompt variant
bare
Sources cited
0
Most-cited source
not stated (no sources cited in the captured text)
Builds surfaced
none
Answer-key claims
none (0 of 8)
B2LLM mentioned
no
drkishanrees.com
not mentioned
Completeness
complete search-process record as captured; the test produced no answer
Provenance
Extracted 17 July 2026 from the private baseline record geo-audit/baseline-2026-07-07.md (captured 7 July 2026, before the site was deployed). The body below is that record's verbatim capture, unwrapped from its Markdown quote markers; nothing else changed.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

I’ll look this up from current public sources so I don’t accidentally fill in gaps from stale memory. Searched the web: “Dr Kishan Rees” / “Kishan Reese” doctor / “Kishan” “Rees” “Dr”. I’m not seeing an exact public match for that spelling yet, so I’m going to check the workspace too in case the name appears in your congress-mapping materials or there’s a nearby spelling variant.

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-07-openai-codex-5-5.md

Gemini Pro, 7 July 2026

cold · study 001 · wave 1 · sources 0 · builds 2 of 9 · answer key 4 of 8 · drkishanrees.com not mentioned

The full metadata
Model
Gemini Pro
Vendor
Google
Date of test
7 July 2026
Study
001
Wave
1 (within study 001)
Interface
not stated
Personalisation
cold: an anonymous query with no prior context about Kishan Rees (the baseline record's own classification)
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built?
Prompt variant
bare
Sources cited
0
Most-cited source
not stated (no sources cited in the captured text)
Builds surfaced
Heart & Kidney Care Alliance, WatMed
Answer-key claims
identity; degrees; broadcast record; PM Society 2025 (4 of 8)
B2LLM mentioned
no
drkishanrees.com
not mentioned
Completeness
verbatim as captured
Provenance
Extracted 17 July 2026 from the private baseline record geo-audit/baseline-2026-07-07.md (captured 7 July 2026, before the site was deployed). The body below is that record's verbatim capture, unwrapped from its Markdown quote markers; nothing else changed.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

Dr. Kishan Rees is a UK-based clinician who has successfully merged a career in emergency medicine with broadcast media and global pharmaceutical strategy. He currently serves as the Senior Director of Global Video Content & Digital Media Strategy for Patient & Scientific Engagement at Bayer AG.

What he is known for: Medical broadcasting and journalism (Sky News, BBC), translating medical evidence into public health communication during COVID-19; pharmaceutical digital strategy, with prior senior medical affairs positions at AstraZeneca and Sanofi, and the PM Society Marketing Pioneer Award 2025; academic rigour (Master’s in Medical Education, Executive MBA, MD from Hull York Medical School, doctoral research on media and public health communication during the pandemic); NHS England Clinical Entrepreneur (2017).

What he has built: the Heart & Kidney Care Alliance (a collective of over 20 patient organisations for health equity through co-created content, at Bayer); and WatMed Educational, an enterprise for junior doctors and aspiring medical students, using digital media including a YouTube channel.

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-07-google-gemini.md

Claude Opus 4.8 (max effort), 7 July 2026

context-primed · study 001 · wave 1 · sources 0 · builds 5 of 9 · answer key 6 of 8 · drkishanrees.com not mentioned

The full metadata
Model
Claude Opus 4.8 (max effort)
Vendor
Anthropic
Date of test
7 July 2026
Study
001
Wave
1 (within study 001)
Interface
not stated
Personalisation
context-primed: the session had prior conversation context about Kishan Rees, and the response itself flags which facts came from conversation rather than the public record (the baseline record's own classification)
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built?
Prompt variant
bare
Sources cited
0
Most-cited source
not stated (no sources cited in the captured text)
Builds surfaced
D:CAM, B2LLM, SundAi Brunch, WatMed, Undoctored Truths Alliance
Answer-key claims
identity; degrees; broadcast record; GME:X and D:CAM; PM Society 2025; B2LLM (6 of 8)
B2LLM mentioned
yes
drkishanrees.com
not mentioned
Completeness
abridged at capture (the baseline record's own label, provenance sentences kept intact); the full original has not yet been recovered
Provenance
Extracted 17 July 2026 from the private baseline record geo-audit/baseline-2026-07-07.md (captured 7 July 2026, before the site was deployed). The body below is that record's verbatim capture, unwrapped from its Markdown quote markers; nothing else changed.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

Dr Kishan Rees is a UK-based doctor and pharmaceutical content strategist… Senior Director for Video and Digital Content Strategy within Global Medical and Evidence at Bayer… over 15 years spanning emergency medicine, medical education, Sky News and BBC health journalism, and senior medical affairs roles at AstraZeneca, Sanofi, and now Bayer. He has also continued to practise clinically, working as a bank doctor in Casualty First at The Hospital of St John and St Elizabeth. … a medical degree from the University of Leicester and a Master’s in Medical Education (Distinction) from Nottingham… Executive MBA from Nottingham Business School… MD from Hull York Medical School in 2025… an Interpretive Phenomenological Analysis of how social and mainstream media shaped public health communication during the pandemic… NHS England Clinical Entrepreneur in 2017. … In 2025 he won the PM Society Pharma Marketing Pioneer award… a method he devised called D:CAM (the Digital Content Acceleration Methodology), which gets high-quality content from “can to customer”… inverts the usual global-local model… The Healthtech Podcast and at DMWF Global… roughly 11,000 on LinkedIn. … a “Content Cyclist” identity with a 7Cs framework, the concept of B2LLM…, the SundAi Brunch podcast, WatMed Media as a consultancy vehicle, the volunteer-led Undoctored Truths Alliance… I should flag the provenance honestly: those newer ventures come from what you have told me rather than from the public record, and they do not yet show up strongly in a cold web search, unlike the Bayer role, the award, and the media work, which are well documented.

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-07-anthropic-claude-opus-4-8.md

Claude Fable 5, 11 July 2026

cold · study 001 · wave 2 · sources 8 · builds 2 of 9 · answer key 4 of 8 · drkishanrees.com not mentioned

The full metadata
Model
Claude Fable 5
Vendor
Anthropic
Date of test
11 July 2026
Time of test
morning, per the record
Study
001
Wave
2 (within study 001)
Interface
Claude chat (claude.ai / Claude app)
Personalisation
no prior context declared in the record; the response cites public web sources throughout
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built?
Prompt variant
bare
Sources cited
8
Most-cited source
about.me, Dr Kishan Rees (about.me/drkishanrees; reference 1, cited in every substantive paragraph)
References
about.me, Dr Kishan Rees (about.me); LinkedIn, Dr Kishan Rees (linkedin.com); WatMed Media on Facebook, Sky News Papers Review 17 Sep 2017 (facebook.com); YouTube, Meet Dr Kishan Rees, NHS England Clinical Entrepreneur (youtube.com); iWantGreatCare, Reviews of Dr Kishan Rees (iwantgreatcare.org); The Disillusioned Medic, 20 tips on what to do if you want to quit medicine (thedisillusionedmedic.com); ID Medical, 10 top tips for success (id-medical.com); YouTube, PREPARE4FY1 channel (youtube.com)
Builds surfaced
WatMed, PREPARE4FY1
Answer-key claims
identity; degrees; broadcast record; PM Society 2025 (4 of 8)
B2LLM mentioned
no
drkishanrees.com
not mentioned
Completeness
verbatim as supplied (exported from the Claude conversation)
Provenance
Supplied by Kish 17 July 2026 as the session's own exported record (source-materials/ai-visibility-baseline/). The body below is that file verbatim; the desk's privacy-sweep note lives in the source record only.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

Dr Kishan Rees — Q&A with References

Exported from a Claude conversation

Session record

  • Date of exchange: Morning of 11/07/2026
  • Model: Claude Fable 5 (Anthropic)
  • Interface: Claude chat (claude.ai / Claude app)

Prompt (verbatim)

Submitted: Morning of 11/07/2026

Who is Dr Kishan Rees? What is he known for, and what has he built?


Response

Generated: Morning of 11/07/2026 — Claude Fable 5

He’s got quite a distinctive profile, actually — one of those rare careers that runs across three tracks that almost never intersect.

Dr Kishan Rees graduated from the University of Leicester Medical School in 2009 and worked as an accident and emergency doctor and clinical teaching fellow, training junior doctors [1]. From there the path widened considerably: his fifteen-plus years span emergency medicine, medical education, health journalism for Sky News and the BBC, and senior medical affairs roles at AstraZeneca, Sanofi, and now Bayer, where he is Senior Director for Video & Digital Content Strategy within Global Medical & Evidence [1][2].

What he’s known for splits into a few threads. There’s the media side — regular Sky News paper reviews [3] and a reputation for speaking truth to power in defence of the NHS, its staff and patients, which built him an organic social media following [1]. There’s the recognition: he was named an NHS England Clinical Entrepreneur in 2017 [1][4] and received the PM Society Marketing Pioneer Award in 2025 for his approach to content and digital strategy [1]. And the academic thread is unusually layered — alongside the Leicester medical degree, he holds a Master’s in Medical Education with Distinction from the University of Nottingham, an Executive MBA from Nottingham Business School, and an MD awarded by Hull York Medical School in 2025 for doctoral research (an Interpretive Phenomenological Analysis) on how social and mainstream media shaped public health communication during the pandemic [1]. He has also been open about being diagnosed with dyslexia partway through his career, which threads through his interest in learning styles and education [1][2]. Patient reviews, for what it’s worth, are glowing — he is described as thorough, calm, empathetic, and skilled at translating medical complexity for laypeople [5].

As for what he’s built: WatMed Media, a social media broadcaster covering NHS issues [1][6]; WatMed Educational, a community for junior members of the medical profession and aspiring doctors [7]; and PREPARE4FY1, dedicated to helping medical students make the transition to becoming doctors [8].


References

  1. about.me — Dr Kishan Rees (profile bio, career history, credentials, awards) https://about.me/drkishanrees

  2. LinkedIn — Dr Kishan Rees (current role at Bayer; personal post on dyslexia diagnosis during Executive MBA) https://www.linkedin.com/in/drkishanrees/

  3. WatMed Media on Facebook — “Dr Kishan Rees Sky News Papers Review, 17 Sep 2017” https://www.facebook.com/WatMedMedia/videos/dr-kishan-rees-sky-news-papers-review-17-sep-17-at-0840-33/1918423985084540/

  4. YouTube — “Meet Dr Kishan Rees, NHS England Clinical Entrepreneur” (talk recorded 13 March 2019) https://www.youtube.com/watch?v=3gJUbPIacB4

  5. iWantGreatCare — Reviews of Dr Kishan Rees (patient reviews) https://www.iwantgreatcare.org/doctors/dr-kishan-rees

  6. The Disillusioned Medic — “20 tips on what to do if you want to quit medicine” (lists Kishan Rees as Founder of WatMed Media) https://thedisillusionedmedic.com/2020/03/30/20-tips-on-what-to-do-if-you-want-to-quit-medicine/

  7. ID Medical — “10 top tips for success: From med student to foundation year doctor” (describes him as founder of WatMed Educational) http://www.id-medical.com/about/blog-and-news/10-top-tips-for-success-from-med-student-to-foundation-year-doctor

  8. YouTube — PREPARE4FY1 channel (channel description naming Dr Kishan Rees as founder) https://www.youtube.com/@PREPARE4FY1

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-11-anthropic-claude-fable-5.md

Claude Sonnet 5, 11 July 2026

cold · study 001 · wave 2 · sources 3 · builds 0 of 9 · answer key 4 of 8 · drkishanrees.com not mentioned

The full metadata
Model
Claude Sonnet 5
Vendor
Anthropic
Date of test
11 July 2026
Time of test
morning, per the record
Study
001
Wave
2 (within study 001)
Interface
not stated
Personalisation
not stated in the record; the response cites public web sources only, and the record's own note says the timestamp was user-reported
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built?
Prompt variant
bare
Sources cited
3
Most-cited source
about.me, Dr Kishan Rees (about.me/drkishanrees; reference 1, carrying most claims)
References
about.me, Dr Kishan Rees (about.me); iWantGreatCare, Reviews of Dr Kishan Rees (iwantgreatcare.org); LinkedIn, Dr Kishan Rees (linkedin.com)
Builds surfaced
none
Answer-key claims
identity; degrees; broadcast record; PM Society 2025 (4 of 8)
B2LLM mentioned
no
drkishanrees.com
not mentioned
Completeness
verbatim as supplied (the session's own chat record)
Provenance
Supplied by Kish 17 July 2026 as the session's own exported record (source-materials/ai-visibility-baseline/). The body below is that file verbatim; the desk's privacy-sweep note lives in the source record only.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

Chat Record — Dr Kishan Rees Background Query

Model used: Claude Sonnet 5 Date: July 11, 2026 Timestamp: Morning, July 11, 2026 (as reported by user; not a system-logged time)


Prompt (verbatim)

Who is Dr Kishan Rees? What is he known for, and what has he built?

Response

Dr Kishan Rees is a UK clinician whose career runs across three fields at once: frontline medicine, broadcast health journalism, and pharmaceutical medical affairs.

He’s spent more than 15 years moving between emergency medicine and medical education, health journalism for Sky News and the BBC, and senior medical affairs roles at AstraZeneca, Sanofi, and now Bayer [1]. At Bayer, he’s Senior Director for Video & Digital Content Strategy within Global Medical & Evidence, responsible for how complex medical evidence gets communicated to healthcare professionals and patients globally [1]. He’s also kept up clinical practice alongside all of this — patients who’ve seen him, including at London’s St John and Elizabeth, describe him as thorough, calm under pressure, and unusually good at making complicated medical situations understandable [2].

His academic record tracks the same range: a medical degree from the University of Leicester, a Master’s in Medical Education with Distinction from Nottingham, an Executive MBA from Nottingham Business School, and an MD from Hull York Medical School awarded in 2025 [1]. That doctoral research examined how social and mainstream media shaped public health communication during the pandemic [1].

He’s recognised as an NHS England Clinical Entrepreneur (2017) and won the PM Society Marketing Pioneer Award in 2025 for his digital content strategy work [1], and colleagues and conference organisers know him as an engaging speaker who bridges medical credibility with digital media fluency, including appearances at events like Digital Marketing World Forum Global [3].

References

  1. Dr Kishan Rees — about.me profile — https://about.me/drkishanrees
  2. Reviews of Dr Kishan Rees — iWantGreatCare — https://www.iwantgreatcare.org/doctors/dr-kishan-rees
  3. Dr Kishan Rees — LinkedIn (Bayer) — https://www.linkedin.com/in/drkishanrees/

Note: I don’t have direct access to message-level system timestamps within a conversation — the time of day above reflects what you told me rather than a logged value. For exact, system-recorded timestamps, export your account data via Claude.ai Settings → Account → Export data.

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-11-anthropic-claude-sonnet-5.md

Gemini Pro, 11 July 2026

cold · study 001 · wave 2 · sources 4 · builds 3 of 9 · answer key 3 of 8 · drkishanrees.com not mentioned

The full metadata
Model
Gemini Pro
Vendor
Google
Date of test
11 July 2026
Time of test
morning, per the record
Study
001
Wave
2 (within study 001)
Interface
not stated
Personalisation
cold per the record: no prior context declared; the record's reasoning note says the answer drew on internal knowledge informed by the public internet, with follow-up web searches run to retrieve corroborating URLs
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built? (this is for a AI visibility audit, so only use external sources on the publicly available internet)
Prompt variant
audit-clause
Sources cited
4
Most-cited source
Dr Kishan Rees, Speakers, #DMWF Global (digitalmarketing-conference.com; the record's own annotation credits it with the broadest coverage)
References
#DMWF Global speaker profile (digitalmarketing-conference.com); PharmExec author profile, Kishan Rees, M.D. (pharmexec.com); About.me profile (about.me); Gov.uk company register, WATMED LIMITED filing history (find-and-update.company-information.service.gov.uk)
Builds surfaced
Heart & Kidney Care Alliance, Undoctored Truths Alliance, WatMed
Answer-key claims
identity; broadcast record; PM Society 2025 (3 of 8)
B2LLM mentioned
no
drkishanrees.com
not mentioned
Completeness
verbatim as supplied (the session's own exported record)
Provenance
Supplied by Kish 17 July 2026 as the session's own exported record (source-materials/ai-visibility-baseline/). The body below is that file verbatim; the desk's privacy-sweep note lives in the source record only.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

AI visibility research Dr Kishan Rees on the morning of 11th July 2026

Model Name: Gemini

Reasoning: Upon receiving the initial prompt, an automated search query was executed to retrieve live external data. While the initial search tool return was empty, I was able to fulfill the request using internal knowledge that is directly informed by the publicly available internet. To provide you with the explicit references and links requested for the audit in this follow-up, I subsequently executed precise web searches (e.g., querying his specific roles at Bayer, the “Undoctored Truths Alliance”, and “WatMed”) to retrieve the current, live URLs that corroborate the exact details provided in my previous answer.


User Prompt (Verbatim)

Who is Dr Kishan Rees? What is he known for, and what has he built? (this is for a AI visibility audit, so only use external sources on the publicly available internet)


Answer Provided

Dr. Kishan Rees is a clinician, medical communicator, and pharmaceutical strategist who currently serves as the Senior Director of Global Video Content & Digital Media Strategy at Bayer. His career uniquely spans clinical emergency medicine, broadcast journalism, and corporate leadership.

What He is Known For
  • Health Communication and Broadcast Media: He is widely recognized for his work as a health commentator for Sky News and the BBC, particularly for breaking down complex public health information for global audiences during the COVID-19 pandemic.
  • Digital Patient Strategy: In the pharmaceutical sector, he is known for shaping how medical evidence is communicated to both healthcare professionals and patients, driving health equity through user-generated content and co-creation.
  • Academic Rigor in Media: He was awarded his MD from Hull York Medical School in 2025. His doctoral research examined how health information and public health communication traveled across social and mainstream media during the pandemic.
  • Industry Recognition: He was named the Pharmaceutical Marketing Society (PM Society) Pioneer of the Year in 2025 for his innovative approach to digital strategy, and was previously recognized as an NHS England Clinical Entrepreneur in 2017.
What He Has Built
  • The Undoctored Truths Alliance: He co-founded this volunteer-led, global initiative that connects a network of trusted clinicians, scientists, communicators, and patient advocates to actively counter health misinformation.
  • The Heart & Kidney Care Alliance: By scaling Bayer’s digital media capabilities, he delivered this collective of over 20 patient organizations to global audiences to improve patient engagement in cardiovascular and renal care.
  • WatMed Educational: He founded this educational enterprise and community to support aspiring doctors (such as A-Level students) and junior members of the medical profession.
  • Intergenerational Teams: A core tenet of his corporate leadership is building diverse, high-performing intergenerational teams that combine clinical science, storytelling, and digital innovation at an enterprise scale.

  1. #DMWF Global Speaker Profile: Details his role as Senior Director at Bayer, his PM Society Pioneer of the Year 2025 award, his background with Sky News, his MD research, and the creation of “The Heart & Kidney Care Alliance”.
  2. PharmExec Author Profile: Corroborates his role at Bayer, his MD research on COVID-19, and his role as co-founder of “The Undoctored Truths Alliance”.
  3. About.me Profile: Summarizes his transition from emergency medicine to BBC/Sky News broadcast journalism, NHS Clinical Entrepreneur (2017) status, and PM Society Pioneer Award.
  4. Gov.uk Company Register: Confirms his directorship of WatMed Limited since 2011, aligning with his foundation of “WatMed Educational” enterprises.

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-11-google-gemini-pro.md

GPT-5.6 Thinking, 11 July 2026

cold · study 001 · wave 2 · sources 32 · builds 6 of 9 · answer key 4 of 8 · drkishanrees.com holding page

The full metadata
Model
GPT-5.6 Thinking
Vendor
OpenAI
Date of test
11 July 2026
Time of test
morning, per the record
Study
001
Wave
2 (within study 001)
Interface
not stated
Personalisation
public-web only by instruction: the prompt's audit clause restricted the session to publicly available external sources, and no prior context or memory use is declared in the record
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built? (this is for a AI visibility audit, so only use external sources on the publicly available internet)
Prompt variant
audit-clause
Sources cited
32
Most-cited source
mixed (the report's citations spread across PM Society, Pharmafile, PharmExec, Sky News, DMWF and others; its own reference index groups 32 sources)
References
PM Society Awards 2025, Pharma Marketing Pioneer (pmsociety.org.uk); PM Society, 2025 award winners announced (pmsociety.org.uk); Pharmafile, The unbearable lightness of creativity (pharmafile.com); Pharmaceutical Executive, Kishan Rees, M.D. author profile (pharmexec.com); Pharmaceutical Executive, A More Collaborative Medical Affairs (pharmexec.com); Sky News, NHS winter pressure, 4 January 2018 (news.sky.com); Sky News, Boris Johnson intensive-care explainer, 7 April 2020 (news.sky.com); Sky News video, A&E doctor: how ICU treatment works (news.sky.com); ID Medical, From Med Student to FY Doctor (id-medical.com); White Rose eTheses, thesis record (etheses.whiterose.ac.uk); White Rose eTheses, examined thesis PDF (etheses.whiterose.ac.uk); White Rose, Hull York Medical School 2025 listing (etheses.whiterose.ac.uk); Greater Lincolnshire LEP, Health and Care Enterprise Board (greaterlincolnshirelep.co.uk); ORCID, Dr Kishan Rees (orcid.org); Digital Marketing World Forum, Dr Kishan Rees speaker profile (digitalmarketing-conference.com); Digital Marketing World Forum, From Customers to Co-Creators (digitalmarketing-conference.com); Reuters Events, Medical Affairs Data Centricity (events.reutersevents.com); My Medical Affairs, AI: The Key to Revolutionizing Medical Affairs (mymedicalaffairs.com); GME:X UK (uk.gmex.gpnotebook.com); GME:X India, team page (in.gmex.gpnotebook.com); GME:X Japan, ejection-fraction discussion (jp.gmex.gpnotebook.com); GME:X Japan, natriuretic peptides and early diagnosis (jp.gmex.gpnotebook.com); Vimeo, Health, Matters! Episode 1 (vimeo.com); LinkedIn, Heart & Kidney Care Alliance: What I Wish I Knew (linkedin.com); LinkedIn, Heart & Kidney Care Alliance discussion (linkedin.com); LinkedIn, Health, Matters! series launch (linkedin.com); LinkedIn, Health, Matters! behind the scenes (linkedin.com); GoFundMe, COVID-19 disease awareness on WatMed Media (gofundme.com); YouTube, WatMed Media coronavirus discussion (youtube.com); YouTube, Undoctored Truth Alliance launch (youtube.com); Facebook, WatMed Media Sky News studio appearance (facebook.com); DrKishanRees.com (drkishanrees.com)
Builds surfaced
D:CAM, GME:X, Heart & Kidney Care Alliance, Undoctored Truths Alliance, Health, Matters!, WatMed
Answer-key claims
identity; GME:X and D:CAM; PM Society 2025; referrer society (4 of 8)
B2LLM mentioned
no
drkishanrees.com
holding page
Completeness
complete report as supplied (the session's own exported audit document)
Provenance
Supplied by Kish 17 July 2026 as the session's own exported record (source-materials/ai-visibility-baseline/). The body below is that file verbatim; the desk's privacy-sweep note lives in the source record only.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

AI Visibility Research: Dr Kishan Rees

Research date: Morning of 11 July 2026
Research timezone: Europe/London (British Summer Time)
Model: GPT-5.6 Thinking
Research scope: Publicly available external internet sources only
Purpose: AI visibility and public-entity audit


Original prompt — reproduced verbatim

Who is Dr Kishan Rees? What is he known for, and what has he built? (this is for a AI visibility audit, so only use external sources on the publicly available internet)


Executive answer

Based only on publicly accessible internet sources reviewed on the morning of 11 July 2026, Dr Kishan Rees is a UK physician, pharmaceutical medical-affairs leader and healthcare communications strategist. Public profiles identify him as a senior director responsible for video and digital-content strategy within Bayer’s Global Medical & Evidence organisation, with work spanning patient engagement, scientific communication, medical education and digital media.

The clearest concise description supported by the public web is:

Dr Kishan Rees is an award-winning pharmaceutical physician known for developing faster, more audience-focused approaches to credible medical content, particularly video, digital education, patient engagement and healthcare storytelling.

His most independently substantiated creation is D:CAM — the Digital Content Acceleration Methodology. His broader public footprint also associates him with GME:X, the Heart & Kidney Care Alliance, Health, Matters!, WatMed Educational/WatMed Media, and the Undoctored Truths Alliance, although the level of evidence for his individual authorship or ownership varies between those initiatives.


Who is Dr Kishan Rees?

Dr Kishan Rees is publicly described as a physician by training with a professional background in emergency and urgent care, medical education, pharmaceutical Medical Affairs, digital engagement and healthcare media.

A Pharmaceutical Executive author profile published on 11 July 2026 identifies him as Senior Director, Video and Digital Content Strategy, within Global Medical & Evidence at Bayer. It also connects his work with health-information flows, medical misinformation and the Undoctored Truths Alliance.

A Digital Marketing World Forum speaker biography uses the title Senior Director, Global Video Content & Digital Media Strategy — Patient & Scientific Engagement, and states that he leads digital patient and scientific engagement across cardiovascular, renal, oncology and women’s health.

An earlier Greater Lincolnshire Local Enterprise Partnership profile describes him as a physician with a background in education and emergency/urgent care, alongside postgraduate education and research into public-health communication.

Sky News coverage independently documents his earlier clinical and broadcast-facing identity. It described him as an emergency doctor during reporting on NHS winter pressure in 2018 and as an urgent-care/A&E doctor explaining intensive-care treatment during the COVID-19 pandemic in 2020.


What is he known for?

1. Digital transformation of pharmaceutical communications

The strongest externally validated theme in his current public profile is the modernisation of pharmaceutical video and digital communications.

The PM Society named Dr Rees its 2025 Pharma Marketing Pioneer. The judges highlighted his challenge to the conventional global-to-local model, his emphasis on country needs, rapid conference-content production, external engagement and the development of a platform that others could continue using.

Pharmafile independently described him as Bayer’s senior director of global video content and digital-media strategy and explicitly credited him with devising D:CAM, a process intended to move high-quality content from “can to customer” rapidly across production levels ranging from employee-shot smartphone content to broadcast-quality work.

This makes the most defensible public answer to “What is he best known for?”:

He is best known for building systems that help pharmaceutical organisations create credible, compliant and engaging medical content faster than conventional production models.

2. Combining medicine with broadcast-style storytelling

His public identity connects clinical medicine with media and communications.

Sky News appearances establish a history of explaining health-system pressures and intensive-care medicine to a general audience. His later industry biographies position that clinical and media experience as part of his approach to patient and scientific engagement.

3. Trust, misinformation and public-health communication

His doctoral research examined how mainstream and social media influenced public-health perceptions and communication during the COVID-19 pandemic.

The University of York’s White Rose eTheses repository records the thesis:

Exploring medical communication & media influence on public health perceptions: COVID-19 medical communication & contemporary media complexity

The repository summary says the research examined differences between healthcare professionals and the public in processing pandemic information, the challenges of misinformation, changing trust in information sources and the shift from a “deferrer society” to a “referrer society”.

His July 2026 Pharmaceutical Executive profile also identifies him as a co-founder of the Undoctored Truths Alliance, described as a voluntary network of clinicians, scientists, communicators and patient advocates working against health misinformation.

4. Medical Affairs leadership and engagement

Pharmaceutical Executive covered his participation in a 2023 Medical Affairs discussion about how the function was evolving. The article records his emphasis on conversational skills, diverse teams, business understanding and selecting the right individuals to engage external stakeholders effectively.

Reuters Events also listed him in Medical Affairs programming, including a data-centricity event under the title Senior Director, CKD & Digital Global Medical Affairs, Bayer.

A Reuters-organised discussion on AI and Medical Affairs also lists Kishan Rees of Bayer among the participating industry panel.

5. Patient and scientific engagement

Conference and platform pages associate him with digital patient and scientific engagement across several therapeutic areas.

The public evidence presents him not simply as a content producer but as someone building methods, platforms and collaborative models intended to make medical communication more accessible, timely and audience-centred.


What has he built?

D:CAM — Digital Content Acceleration Methodology

Evidence strength: High

D:CAM is the clearest creation individually attributed to Dr Rees by an independent industry publication.

Pharmafile states that he devised the Digital Content Acceleration Methodology, covering content from employee-created smartphone video through to full broadcast production. The PM Society’s award commentary independently validates the associated approach: faster production, country-first support, conference content and improved engagement.

Most defensible wording:

Dr Kishan Rees devised D:CAM, the Digital Content Acceleration Methodology.


GME:X — Global Medical Education Xchange

Evidence strength: Medium to high

GME:X is a Bayer-funded, non-promotional medical-education platform offering clinical videos, interviews, modules and other resources for healthcare professionals.

The UK platform describes itself as the Global Medical Education Xchange, intended to keep users informed about medical research, clinical practice and patient care. The India team page publicly lists Dr Kishan Rees as a senior physician in Global Medical Affairs.

Japanese GME:X pages also show Dr Rees participating in expert clinical interviews concerning heart failure.

The public platform pages confirm his involvement but do not clearly establish him as the sole founder.

Most defensible wording:

Dr Kishan Rees was a principal contributor and strategic leader associated with GME:X; the public evidence does not establish sole-founder status.


Heart & Kidney Care Alliance

Evidence strength: Medium

Public social and professional pages associate Dr Rees with the Heart & Kidney Care Alliance, a Bayer initiative bringing together patient organisations and patient advocates concerned with heart, kidney and related metabolic conditions.

The evidence currently available through search is weighted toward professional social posts and profiles rather than an independent corporate case study explicitly assigning founder status.

Most defensible wording:

Dr Kishan Rees helped develop and lead the digital strategy behind the Heart & Kidney Care Alliance; sole-founder attribution is not sufficiently supported by independent public evidence.


Health, Matters! — Conversations with Pop & Doc

Evidence strength: Medium

Health, Matters! is publicly presented as a Bayer original health-interview series designed to make healthcare discussions accessible, relevant and relatable.

A Vimeo episode page identifies Poppy Valentine and Dr Kishan Rees as hosts of an episode concerning patient empowerment. Public posts describe the wider series and the broadcast-production team behind it.

Most defensible wording:

Dr Kishan Rees helped develop and hosted Health, Matters!, a Bayer health-communications series created by a wider production and medical-content team.


WatMed Educational and WatMed Media

Evidence strength: High for existence and founder association; lower for scale claims

A 2015 ID Medical article describes WatMed Educational as Dr Rees’s educational enterprise and a community for junior medical professionals and aspiring doctors.

A 2020 GoFundMe page created by Kishan Rees states that he founded WatMed Media to inform the public about the NHS and sought funding to distribute COVID-19 disease-awareness content.

The WatMed Media YouTube and Facebook footprint also contains archived health and broadcast-related material.

Most defensible wording:

Dr Kishan Rees founded WatMed Educational and WatMed Media as early-stage medical-education and public-health communication ventures.


Undoctored Truths Alliance

Evidence strength: Emerging

The Pharmaceutical Executive profile published on 11 July 2026 explicitly identifies Dr Rees as a co-founder of the Undoctored Truths Alliance, described as a voluntary, volunteer-led initiative connecting clinicians, scientists, communicators and patient advocates to counter health misinformation.

Because its publicly indexed footprint is new, its reach, governance, membership and outputs are not yet strongly established through multiple independent sources.

Most defensible wording:

Dr Kishan Rees is publicly identified as a co-founder of the Undoctored Truths Alliance.


AI visibility assessment

Strongest public entity associations

An AI system using the indexed public web is likely to associate Dr Kishan Rees with:

  1. Bayer
  2. Video and digital-content strategy
  3. Medical Affairs
  4. Patient and scientific engagement
  5. PM Society Pharma Marketing Pioneer 2025
  6. D:CAM
  7. Medical communication and misinformation research
  8. Sky News medical commentary
  9. GME:X
  10. The Heart & Kidney Care Alliance
  11. Health, Matters!
  12. WatMed Media
  13. The Undoctored Truths Alliance

The strongest defensible entity relationship is:

Dr Kishan Rees → physician → Bayer senior director → digital medical-content strategy → D:CAM → PM Society 2025 winner → health communication and trust research


Visibility strengths

Independent professional validation

The PM Society award and Pharmafile reporting provide strong third-party validation of his innovation and D:CAM work.

Multiple credible sector sources

His footprint is distributed across recognised organisations and publishers, including:

  • PM Society
  • Pharmafile
  • Pharmaceutical Executive
  • Reuters Events
  • Sky News
  • University of York / White Rose eTheses
  • Digital Marketing World Forum
  • Greater Lincolnshire LEP
  • GME:X / GPnotebook
Clear thematic consistency

The sources repeatedly converge around:

  • Digital medical communication
  • Video strategy
  • Medical Affairs
  • Patient engagement
  • Scientific education
  • Trust and misinformation
  • Faster global-to-local or country-led content production
Distinctive named methodology

D:CAM is a named, attributable methodology. Named concepts tend to improve AI discoverability because they create a stable relationship between a person and a specific piece of intellectual or operational work.


Visibility weaknesses and ambiguities

Inconsistent job titles

Public sources use several variants:

  • Senior Director, CKD & Digital Global Medical Affairs
  • Senior Director, Global Video Content & Digital Media Strategy
  • Senior Director, Video and Digital Content Strategy within Global Medical & Evidence
  • Senior Director, Global Video Content & Digital Media Strategy — Patient & Scientific Engagement

These titles appear to describe an evolving role, but inconsistency may cause AI systems to return different answers.

Relevant sources:

MD/PhD repository inconsistency

The White Rose item is catalogued as a PhD thesis, while the downloadable filename and thesis text refer to an MD thesis and an MD project in Medical Sciences.

This discrepancy may cause AI systems to alternate between describing the qualification as an MD and a PhD. The underlying thesis document supports MD terminology, while the repository metadata uses PhD thesis.

Uneven attribution for collaborative initiatives

D:CAM is explicitly and independently attributed to Dr Rees. GME:X, the Heart & Kidney Care Alliance and Health, Matters! are clearly associated with him, but much of the detail about his individual role appears in team pages, speaker biographies or professional social content rather than independent corporate case studies.

Therefore:

  • “Created D:CAM” is strongly supported.
  • “Led/helped develop GME:X” is supportable with qualification.
  • “Helped build the Heart & Kidney Care Alliance” is supportable with qualification.
  • “Developed and hosted Health, Matters!” is supportable as a team achievement.
  • “Sole founder” should not be used for those collaborative Bayer initiatives unless further authoritative evidence is published.
Reliance on self-published professional content

Some detailed programme claims are indexed primarily through LinkedIn, YouTube or personal profile pages. These are valid public-web signals for AI visibility, but they carry less independent evidentiary weight than editorial coverage, official institutional records or award bodies.

Weak personal-domain authority

As reviewed on 11 July 2026, drkishanrees.com displayed a basic “Launching Soon” page rather than a substantive biography, portfolio, structured project archive or source-linked evidence base.

This limits the ability of search engines and AI systems to resolve his preferred title, biography, major projects and ownership claims from a single authoritative source.


Overall conclusion

Dr Kishan Rees has a credible and increasingly distinctive public-web footprint in pharmaceutical digital communications, Medical Affairs, patient engagement and healthcare content strategy.

The public internet most strongly supports the following claims:

  • He is a physician and senior Bayer digital-content/Medical Affairs leader.
  • He won the PM Society Pharma Marketing Pioneer award in 2025.
  • He devised D:CAM — the Digital Content Acceleration Methodology.
  • He has been publicly involved in GME:X and appears to have played a strategic leadership role.
  • He helped develop or lead digital strategy for the Heart & Kidney Care Alliance.
  • He helped develop and hosted Health, Matters!
  • He founded WatMed Educational and WatMed Media.
  • He is identified as a co-founder of the Undoctored Truths Alliance.
  • His doctoral research examined media, trust, misinformation and public-health communication during COVID-19.
  • He has an independently documented history as a medical commentator on Sky News.

The overarching public narrative is:

Dr Kishan Rees builds methods, platforms, programmes and professional networks intended to make trustworthy medical communication faster, more human, more collaborative and more scalable.


Model and reasoning summary

Model

GPT-5.6 Thinking

What “reasoning” means in this document

This section provides a concise, auditable explanation of the research method and evidentiary judgement. It does not reproduce the model’s private hidden chain-of-thought.

Research method

  1. The search was restricted to publicly accessible external internet sources.
  2. Search terms combined the subject’s name with organisations, roles, projects, awards, platforms and media appearances.
  3. Sources were ranked broadly in the following order:
    • Official institutional records
    • Independent editorial and industry publications
    • Award bodies and event organisers
    • Official programme/platform pages
    • Public professional profiles
    • Self-published social, video and fundraising pages
  4. Identity claims were cross-checked across multiple sources where possible.
  5. Claims concerning what Dr Rees “built” were separated into:
    • Explicit individual creation
    • Strategic leadership or principal contribution
    • Collaborative/team participation
    • Emerging or primarily self-published attribution
  6. Statements were qualified where the public evidence did not support sole ownership or founder status.
  7. The assessment considered what search engines and generative AI systems are likely to infer from source repetition, source authority, named entities, consistent terminology and structured associations.

Key evidentiary decisions

  • D:CAM received the highest-confidence attribution because an independent industry article explicitly states that Dr Rees devised it, supported by PM Society award commentary.
  • GME:X received a qualified attribution because official platform pages confirm the platform and his involvement, but do not identify him as its sole founder.
  • The Heart & Kidney Care Alliance and Health, Matters! received collaborative attribution because the available sources show meaningful involvement but also clearly indicate wider Bayer, patient, agency and production teams.
  • WatMed Educational and WatMed Media received founder attribution because public pages explicitly connect the enterprises to him.
  • The Undoctored Truths Alliance received co-founder attribution because Pharmaceutical Executive directly describes him as a co-founder, while recognising that the initiative’s indexed footprint is still emerging.
  • Job-title and doctorate inconsistencies were retained as audit findings, rather than silently choosing one formulation, because these inconsistencies materially affect AI entity resolution.

Reference index

Independent editorial, media and award sources

  1. PM Society Awards 2025 — Pharma Marketing Pioneer
  2. PM Society — 2025 award winners announced
  3. Pharmafile — The unbearable lightness of creativity
  4. Pharmaceutical Executive — Kishan Rees, M.D.
  5. Pharmaceutical Executive — A More Collaborative Medical Affairs
  6. Sky News — NHS winter pressure
  7. Sky News — Boris Johnson intensive-care explainer
  8. Sky News video — A&E doctor: how ICU treatment works
  9. ID Medical — From Med Student to FY Doctor

Academic and institutional sources

  1. White Rose eTheses — thesis record
  2. White Rose eTheses — examined thesis PDF
  3. White Rose — Hull York Medical School 2025 listing
  4. Greater Lincolnshire LEP — Health and Care Enterprise Board
  5. ORCID — Dr Kishan Rees

Industry events and professional profiles

  1. Digital Marketing World Forum — Dr Kishan Rees
  2. Digital Marketing World Forum — From Customers to Co-Creators
  3. Reuters Events — Medical Affairs Data Centricity
  4. My Medical Affairs — AI: The Key to Revolutionizing Medical Affairs

Programme and platform sources

  1. GME:X UK
  2. GME:X India — team
  3. GME:X Japan — ejection-fraction discussion
  4. GME:X Japan — natriuretic peptides and early diagnosis
  5. Vimeo — Health, Matters! Episode 1

Public professional and self-published sources

  1. LinkedIn — Heart & Kidney Care Alliance: What I Wish I Knew
  2. LinkedIn — Heart & Kidney Care Alliance
  3. LinkedIn — Health, Matters! launch
  4. LinkedIn — Health, Matters! behind the scenes
  5. GoFundMe — COVID-19 disease awareness on WatMed Media
  6. YouTube — WatMed Media coronavirus discussion
  7. YouTube — Undoctored Truth Alliance launch
  8. Facebook — WatMed Media Sky News studio appearance
  9. DrKishanRees.com

Audit limitations

  • Search-engine indexing changes over time.
  • Some pages may be updated after this audit.
  • Social-platform pages may require sign-in or display differently by region.
  • Search results can surface self-authored claims alongside independently verified reporting.
  • The audit assesses public visibility and source evidence; it is not an employment, credentialing or legal-verification report.
  • Absence of a publicly indexed source does not prove that an initiative, result or contribution did not occur.
  • The findings are a snapshot taken on the morning of 11 July 2026.

Prepared as an external-public-web AI visibility audit using GPT-5.6 Thinking.

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-11-openai-gpt-5-6-thinking.md

Perplexity Pro, 11 July 2026

cold · study 001 · wave 2 · sources 5 · builds 2 of 9 · answer key 1 of 8 · drkishanrees.com not mentioned

The full metadata
Model
Perplexity Pro
Vendor
Perplexity
Date of test
11 July 2026
Time of test
morning, per the record
Study
001
Wave
2 (within study 001)
Interface
not stated
Personalisation
not stated in the record; the answer cites live web sources
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built?
Prompt variant
bare
Sources cited
5
Most-cited source
Dr Kishan Rees, Speakers, #DMWF Global (digitalmarketing-conference.com; web:4, the only source cited twice)
References
#DMWF Global speaker page (digitalmarketing-conference.com); about.me profile (about.me); SoundCloud, BBC Radio Lincolnshire interview 05.01.2016 (soundcloud.com); LinkedIn post, Bayer and Heart & Kidney Care Alliance (linkedin.com); LinkedIn profile post (linkedin.com)
Builds surfaced
Heart & Kidney Care Alliance, WatMed
Answer-key claims
identity (1 of 8)
B2LLM mentioned
no
drkishanrees.com
not mentioned
Completeness
verbatim as supplied (the session's own exported record)
Provenance
Supplied by Kish 17 July 2026 as the session's own exported record (source-materials/ai-visibility-baseline/). The body below is that file verbatim; the desk's privacy-sweep note lives in the source record only.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

Dr Kishan Rees

Added note

Dr Kishan Rees AI visibility audit conducted on morning of 11th July 2026 with Perplexity Pro.

User prompt

Who is Dr Kishan Rees? What is he known for, and what has he built?

Answer

Dr Kishan Rees appears to be a UK doctor and healthcare communications leader known for combining medicine, media, and digital strategy. He is currently described as Senior Director of Global Video Content & Digital Media Strategy at Bayer, where he leads digital patient and scientific engagement. [web:4][web:10]

He is also known for his earlier work in emergency medicine, medical education, and health broadcasting, including becoming a regular Sky News health commentator and building an online presence around NHS issues through WatMed Media. [web:3][web:7]

What he has built includes digital content and engagement capabilities at Bayer, including work tied to the Heart & Kidney Care Alliance, described as a collective of over 20 patient organisations. He also describes creating and scaling global video and digital content systems, and developing trust-focused medical communications strategy. [web:8][web:4]

Sources used

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-11-perplexity-pro.md

ChatGPT Sol 5.6, 16 July 2026

cold · study 001 · wave 3 · sources 8 · builds 5 of 9 · answer key 3 of 8 · drkishanrees.com not mentioned

The full metadata
Model
ChatGPT Sol 5.6
Vendor
OpenAI
Date of test
16 July 2026
Time of test
23:09 BST
Study
001
Wave
3 (within study 001)
Interface
not stated
Personalisation
not stated in the record; the answer draws throughout on external public-web sources and carries no prior-context or memory flag
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built?
Prompt variant
bare
Sources cited
8
Most-cited source
Digital Marketing Conference speaker profile (digitalmarketing-conference.com; the profile carrying the most claims, though each of the eight sources is cited once)
References
Digital Marketing Conference speaker profile (digitalmarketing-conference.com); PM Society Awards 2025, Pharma Marketing Pioneer (pmsociety.org.uk); Pharmafile, The unbearable lightness of creativity (pharmafile.com); Sky News, NHS England pressure report (news.sky.com); White Rose eTheses repository (etheses.whiterose.ac.uk); GME:X team page (in.gmex.gpnotebook.com); LinkedIn, Health, Matters! post (linkedin.com); ID Medical, med-student and foundation-doctor guidance (id-medical.com)
Builds surfaced
D:CAM, GME:X, Heart & Kidney Care Alliance, Health, Matters!, WatMed
Answer-key claims
identity; GME:X and D:CAM; PM Society 2025 (3 of 8)
B2LLM mentioned
no
drkishanrees.com
not mentioned
Completeness
verbatim as supplied (the session's own exported record)
Provenance
Supplied by Kish 17 July 2026 as the session's own exported record (source-materials/ai-visibility-baseline/). The body below is that file verbatim; the desk's privacy-sweep note lives in the source record only.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

AI Visibility Research: Dr Kishan Rees

Conversation Metadata

  • Date and time: Thursday, 16 July 2026 at 23:09 BST (Europe/London)
  • Model: ChatGPT Sol 5.6
  • Conversation purpose: Public-profile and AI-visibility research concerning Dr Kishan Rees
  • Format: Verbatim user prompt and assistant response, with referenced links

User Prompt

Who is Dr Kishan Rees? What is he known for, and what has he built?


Assistant Response

Images

Dr Kishan Rees - London, United Kingdom | about.me

Who is Dr Kishan Rees?

Dr Kishan Rees is a British pharmaceutical physician, medical-communications strategist and former frontline doctor and health broadcaster. As of 2026, he is publicly listed as Senior Director, Global Video Content & Digital Media Strategy – Patient & Scientific Engagement at Bayer, working across cardiovascular, renal, oncology and women’s health. His earlier career included surgical training, emergency medicine and appearances as a medical commentator on Sky News. (Digital Marketing Conference speaker profile)

His distinguishing proposition is the combination of three disciplines:

  • clinical and scientific credibility;
  • broadcast-quality storytelling;
  • global pharmaceutical content strategy and operational delivery.

That makes him better described as a medical-media systems builder than simply a doctor, marketer or presenter.

What is he known for?

Transforming pharmaceutical medical content

Rees is best known within pharmaceutical communications for challenging the traditional, slow global-to-local content model. In 2025, the PM Society named him Pharma Marketing Pioneer, specifically recognising his rapid congress-video model, country-first approach and efforts to create a platform through which other employees could continue the work. (PM Society Awards 2025)

The industry publication Pharmafile particularly highlighted his creation of D:CAM — Digital Content Acceleration Methodology. It describes D:CAM as a process for moving content from filming to the audience quickly, while accommodating production levels ranging from employee-shot smartphone material to full broadcast productions. (Pharmafile: The unbearable lightness of creativity)

Translating complex medicine into accessible media

His public profile developed partly through broadcasting. Sky News featured him as an emergency doctor commenting on NHS pressures and later explaining intensive-care treatment during COVID-19. This experience appears to underpin his subsequent emphasis on bringing newsroom speed, clarity and production discipline into regulated medical affairs. (Sky News)

Researching health communication and misinformation

Rees completed an MD through Hull York Medical School and the University of York examining how social and mainstream media affected public-health communication during COVID-19. The research used Interpretative Phenomenological Analysis across 40 in-depth interviews—20 healthcare professionals and 20 members of the public—with AI-assisted tools used to help analyse a corpus of approximately 375,000 words while retaining human interpretative oversight. (White Rose eTheses repository)

What has he built?

D:CAM

A structured content-production methodology intended to accelerate the creation, approval, localisation and publication of medical video and digital content. This is the project most clearly and independently attributed to him personally. (Pharmafile)

GME:X — Global Medical Education Xchange

A Bayer-funded, non-promotional medical-education platform connecting clinicians with international experts through interviews, short videos and educational modules. Public Bayer-funded pages confirm that the platform operates across multiple markets and list Rees as part of its Global Medical Affairs team. The evidence supports describing him as a principal contributor and public face, although not necessarily its sole creator. (GME:X team page)

The Heart & Kidney Care Alliance

A Bayer-supported collaboration bringing together patient organisations working across cardiovascular, kidney and metabolic disease. Conference biographies credit Rees’s digital-media work with helping take the alliance—reported as comprising more than 20 patient organisations—to global audiences through professional and patient co-creation. This is best characterised as something he helped build and scale with colleagues and patient partners rather than a solo venture. (Digital Marketing Conference speaker profile)

Health, Matters!

A Bayer original health-education series designed to make medical subjects accessible and relatable to the public. Rees co-hosts the programme with presenter Poppy Valentine, interviewing clinicians about patient empowerment, cardiovascular health, mental health, digital medicine and AI. (LinkedIn post)

WatMed Educational and WatMed Media

Earlier in his career, he created education and media communities for medical students, junior doctors and public discussion of NHS issues. Contemporary profiles describe WatMed Educational as a community supporting aspiring and early-career doctors, while WatMed Media formed part of his route into health broadcasting. (ID Medical)

Overall assessment

Dr Kishan Rees is principally known for building the infrastructure, methods and teams that allow credible medical knowledge to travel faster and more effectively through modern media.

His strongest externally supported achievements are:

  1. devising D:CAM;
  2. winning the 2025 PM Society Pharma Marketing Pioneer award;
  3. helping develop and scale Bayer’s global medical-education and patient-content platforms;
  4. combining broadcasting experience with regulated medical affairs;
  5. completing substantial doctoral research into media, trust and public-health communication.

Some frequently associated performance figures—such as exact audience reach, production-time reductions and commercial impact—appear mainly in personal profiles or promotional biographies and should be treated as self-reported unless supported by internal analytics. The underlying platforms, award, thesis and broadcast record are independently verifiable.


  1. Digital Marketing Conference speaker profile
    https://www.digitalmarketing-conference.com/global/speaker/dr-kishan-rees/

  2. PM Society Awards 2025 — Pharma Marketing Pioneer
    https://pmsociety.org.uk/results/pm-society-awards-2025-results/pm-society-awards-2025-pharma-marketing-pioneer/

  3. Pharmafile — The unbearable lightness of creativity
    https://pharmafile.com/features/the-unbearable-lightness-of-creativity/

  4. Sky News — NHS England pressure report
    https://news.sky.com/story/nhs-england-figures-set-to-lay-bare-unprecedented-pressure-on-health-service-11194776

  5. White Rose eTheses repository
    https://etheses.whiterose.ac.uk/id/eprint/36887/

  6. GME:X team page
    https://in.gmex.gpnotebook.com/team?utm_source=chatgpt.com

  7. LinkedIn — Health, Matters! post
    https://www.linkedin.com/posts/drkishanrees_healthforall-activity-7315263400471674881-my4y?utm_source=chatgpt.com

  8. ID Medical — medical-student and foundation-doctor guidance
    https://www.id-medical.com/10-top-tips-for-success-from-med-student-to-foundation-year-doctor/?utm_source=chatgpt.com

  9. Referenced image
    https://tse4.mm.bing.net/th/id/OIP.FiIuiy3NiJGHr7yNJ0W9mQHaD4?r=0&pid=Api


Record Note

This file records the wording of the user prompt and assistant response as presented in the conversation. The model name is shown using the label requested by the user: ChatGPT Sol 5.6.

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-16-openai-chatgpt-sol-5-6.md

Gemini Pro, 16 July 2026

cold · study 001 · wave 3 · sources 4 · builds 2 of 9 · answer key 3 of 8 · drkishanrees.com not mentioned

The full metadata
Model
Gemini Pro
Vendor
Google
Date of test
16 July 2026
Time of test
11:12:12 PM BST
Study
001
Wave
3 (within study 001)
Interface
not stated
Personalisation
not stated in the record; the answer cites live web sources with inline reference markers
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built?
Prompt variant
bare
Sources cited
4
Most-cited source
Dr Kishan Rees, Speakers, #DMWF Global (digitalmarketing-conference.com; cited twice, references 1.1.4 and 1.3.1, and carrying the broadest coverage; PharmExec is likewise cited twice)
References
about.me profile (about.me); ORCID record (orcid.org); #DMWF Global speaker profile (digitalmarketing-conference.com); PharmExec author profile, Kishan Rees, M.D. (pharmexec.com)
Builds surfaced
Heart & Kidney Care Alliance, Undoctored Truths Alliance
Answer-key claims
degrees; broadcast record; PM Society 2025 (3 of 8)
B2LLM mentioned
no
drkishanrees.com
not mentioned
Completeness
verbatim as supplied (the session's own exported record)
Provenance
Supplied by Kish 17 July 2026 as the session's own exported record (source-materials/ai-visibility-baseline/). The body below is that file verbatim; the desk's privacy-sweep note lives in the source record only.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

Conversation Record: Dr. Kishan Rees

Date & Time: Thursday, July 16, 2026 at 11:12:12 PM BST
Model Used: Gemini Pro

User Prompt

Who is Dr Kishan Rees? What is he known for, and what has he built?

Gemini Response

Dr Kishan Rees is a clinician and strategist whose career bridges medicine, broadcast media, and global pharmaceutical strategy [cite: 1.1.1]. He currently serves as the Senior Director of Global Video Content & Digital Media Strategy at Bayer AG, where he leads digital patient and scientific engagement across therapeutic areas such as cardiovascular, renal, oncology, and women’s health [cite: 1.1.4, 1.3.1].

Before transitioning into the pharmaceutical industry, Dr Rees worked in emergency medicine and served as a health commentator and journalist for outlets like Sky News and the BBC [cite: 1.1.1, 1.1.2]. He holds a medical degree from the University of Leicester, an Executive MBA, and completed his MD at Hull York Medical School in 2025 [cite: 1.1.1]. His doctoral research focused on how social and mainstream media shaped public health communication during the COVID-19 pandemic [cite: 1.1.1, 1.2.4].

What He is Known For
  • Award-Winning Digital Strategy: He won the Pharmaceutical Marketing Society’s Pioneer of the Year Award in 2025 for his innovative approaches to digital strategy and user-generated content in a highly regulated industry [cite: 1.1.1, 1.3.1].
  • Health Communication Leadership: Dr Rees is recognized for sitting at the intersection of science and storytelling, working to translate complex medical evidence into accessible information for both healthcare professionals and patients [cite: 1.1.1].
  • Tackling Misinformation: He is a vocal advocate against medical misinformation and frequently explores the evolving relationship between patients, clinicians, and AI [cite: 1.2.2]. He was also recognized early on as an NHS England Clinical Entrepreneur in 2017 [cite: 1.1.1].
What He Has Built
  • The Heart & Kidney Care Alliance: While expanding Bayer’s digital media capabilities, he delivered this alliance, which brought together a collective of over 20 patient organizations to reach global audiences and drive health equity [cite: 1.1.4, 1.3.1].
  • The Undoctored Truths Alliance: He co-founded this volunteer-led initiative to actively counter health misinformation [cite: 1.2.2]. It connects a global network of trusted professionals, including clinicians, scientists, communicators, and patient advocates [cite: 1.2.2].
  • High-Performing Teams: A core part of his professional reputation is his focus on building “intergenerational teams”—creating work environments that blend diverse experiences and ambitions to achieve results that neither purely junior nor senior teams could manage alone [cite: 1.1.1, 1.3.1].

References

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-16-google-gemini-pro.md

Perplexity GLM-5.2, 16 July 2026

cold · study 001 · wave 3 · sources 15 · builds 5 of 9 · answer key 4 of 8 · drkishanrees.com not mentioned

The full metadata
Model
Perplexity GLM-5.2
Vendor
Perplexity
Date of test
16 July 2026
Time of test
10:52 to 11:05 PM BST
Study
001
Wave
3 (within study 001)
Interface
not stated (a London, GB location context is recorded)
Personalisation
not stated in the record; the answer cites fifteen live web sources and records a London, England location context, with no prior-context or memory flag
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built?
Prompt variant
bare
Sources cited
15
Most-cited source
ORCID record (orcid.org; web:2, the source the answer leans on across the most claims; LinkedIn is the most-cited domain, six distinct posts)
References
about.me profile (about.me); ORCID record (orcid.org); LinkedIn profile (linkedin.com); Healthtech Podcast, Is AI giving clinicians empathy back? (youtube.com); IMDb profile (imdb.com); LinkedIn post, SundAi Brunch Screen Time episode (linkedin.com); YouTube, Dr Kishan Rees early showreel (youtube.com); #DMWF Global speaker profile (digitalmarketing-conference.com); iWantGreatCare patient reviews (iwantgreatcare.org); LinkedIn post, AstraZeneca Women in Tech (linkedin.com); Pharmaceutical Executive author profile (pharmexec.com); LinkedIn post, NEXT Pharma Summit (linkedin.com); YouTube, Hull York Medical School inaugural lecture (youtube.com); LinkedIn post, Dyslexia & AI (linkedin.com); LinkedIn post, 2025 Year in Review (linkedin.com)
Builds surfaced
D:CAM, GME:X, Heart & Kidney Care Alliance, Undoctored Truths Alliance, SundAi Brunch
Answer-key claims
identity; degrees; GME:X and D:CAM; PM Society 2025 (4 of 8)
B2LLM mentioned
no
drkishanrees.com
not mentioned
Completeness
verbatim as supplied (the session's own exported record)
Provenance
Supplied by Kish 17 July 2026 as the session's own exported record (source-materials/ai-visibility-baseline/). The body below is that file verbatim; the desk's privacy-sweep note lives in the source record only.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

Conversation Transcript: Dr Kishan Rees Research


Metadata

FieldDetail
Model UsedPerplexity GLM-5.2
Date of ConversationThursday, July 16, 2026
Time of Conversation10:52 PM – 11:05 PM BST (UTC+1)
Location ContextLondon, England, GB

User Prompt

Who is Dr Kishan Rees? What is he known for, and what has he built?


Assistant Response

Dr Kishan Rees is a physician turned digital health innovator who serves as Senior Director of Global Video & Digital Content Strategy at Bayer, where he leads patient and scientific engagement across cardiovascular, renal, oncology, and women’s health areas [web:2][web:8].

Background

Kishan graduated from the University of Leicester Medical School in 2009 and initially trained as an accident and emergency doctor [web:1]. He later completed a Master’s in Medical Education (with Distinction) at Nottingham Medical School, an Executive MBA from Nottingham University Business School, and an MD from Hull York Medical School — the latter researching how health information traveled across mainstream and social media during COVID-19, using AI as an analytical tool [web:2][web:7].

Notably, Kishan was diagnosed with adult dyslexia late in his career in 2017, yet went on to complete both medical school and a medical education master’s with distinction [web:1][web:14].

Known For
  • Sky News health punditry — he became a regular on Sky News, covering major stories including the COVID-19 pandemic, NHS crisis, and NHS cyber attack [web:1][web:5]
  • Pharmaceutical Marketing Society Pioneer of the Year 2025, awarded for building GME:X and D:CAM at Bayer [web:2]
  • AAKP Global Award for excellence in Kidney Science & Communication 2025, for the digital strategy behind the Heart & Kidney Care Alliance [web:2]
  • Thought leadership — invited speaker at Reuters Barcelona, NEXT Pharma Summit, and Pharmageddon; contributor to Pharmaceutical Executive magazine [web:2][web:11]
What He Has Built
InitiativeDescription
D:CAM (Digital Content Acceleration Method)A methodology reducing time-to-market for compliant medical content, scaling to 100+ content pieces [web:2]
GME:X (Global Medical Education Xchange)A digital education platform deployed across the US, Japan, India, and UK markets [web:2]
Heart & Kidney Care AllianceA collective of 20+ patient organizations delivered to global audiences at Bayer [web:8][web:15]
SundAi BrunchA podcast and video series exploring AI, digital health, and the future of medicine for healthcare professionals and the public [web:6]
The Undoctored Truths AllianceA co-founded, volunteer-led initiative connecting a global network of trusted professionals to counter health misinformation [web:11]
AstraZeneca Women in Tech Series (previous role)An initiative elevating women in tech, created during his time at AstraZeneca [web:10]

#SourceURL
web:1Dr Kishan Rees on about.mehttps://about.me/DrKishanRees
web:2ORCID Record for Dr Kishan Reeshttps://orcid.org/0009-0004-7509-0458
web:3Kishan Rees on LinkedInhttps://www.linkedin.com/in/drkishanrees
web:4Healthtech Podcast — “Is AI giving clinicians empathy back?“https://www.youtube.com/watch?v=1QrEg6SPIXk
web:5Kishan Rees on IMDbhttps://www.imdb.com/name/nm11506693/
web:6LinkedIn Post — SundAi Brunch Screen Time Episodehttps://www.linkedin.com/posts/drkishanrees_i-make-content-about-ai-technology-and-activity-7431978916757540864-8XGZ
web:7YouTube — Dr Kishan Rees Early Showreelhttps://www.youtube.com/watch?v=k2PZUvrYmGs
web:8#DMWF Global — Speaker Profilehttps://www.digitalmarketing-conference.com/global/speaker/dr-kishan-rees/
web:9iWantGreatCare — Patient Reviewshttps://www.iwantgreatcare.org/doctors/dr-kishan-rees
web:10LinkedIn Post — AstraZeneca Women in Techhttps://www.linkedin.com/posts/drkishanrees_great-work-mate-activity-7293137605934645248-rcfm
web:11Pharmaceutical Executive — Author Profilehttps://www.pharmexec.com/authors/kishan-rees-m-d-
web:12LinkedIn Post — NEXT Pharma Summithttps://www.linkedin.com/posts/drkishanrees_digital-isnt-real-medicine-and-just-for-activity-7368210218637213696-JhkC
web:13YouTube — Hull York Medical School Inaugural Lecturehttps://www.youtube.com/watch?v=5FJxRwjXYPw
web:14LinkedIn Post — Dyslexia & AIhttps://www.linkedin.com/posts/drkishanrees_squarepegs-activity-7210295461780344832-wfTg
web:15LinkedIn Post — 2025 Year in Reviewhttps://www.linkedin.com/posts/drkishanrees_esoc25-healthforall-teambayer-activity-7412085132343500801-qB0c

Follow-Up Prompts (Autocomplete Suggestions)

  1. Yes tell me more about D:CAM methodology
  2. Yes tell me about the Undoctored Truths Alliance
  3. Yes tell me about his Sky News work

Generated by Perplexity GLM-5.2 on Thursday, July 16, 2026 at 11:05 PM BST.

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-16-perplexity-glm-5-2.md

Claude Fable 5, 16 July 2026

context-primed · study 001 · wave 3 · sources 8 · builds 5 of 9 · answer key 6 of 8 · drkishanrees.com not indexed

The full metadata
Model
Claude Fable 5
Vendor
Anthropic
Date of test
16 July 2026
Study
001
Wave
3 (within study 001)
Interface
Claude.ai, with web search and conversation memory enabled
Personalisation
context-primed: a personalised Claude.ai session with conversation memory enabled. The record's own methodological note states its entity-specific knowledge (D:CAM, the B2LLM coinage at Reuters Pharma 2026, the Undoctored Truths Alliance, SundAi Brunch, the Special Content Service figures) drew partly on session context rather than solely on the open web; the response itself reads the prompt as a B2LLM field test.
Prompt, verbatim
Who is Dr Kishan Rees? What is he known for, and what has he built?
Prompt variant
bare
Sources cited
8
Most-cited source
about.me profile (about.me; the record names it the top-ranking result carrying the entire canonical bio)
References
about.me profile, the top-ranking result carrying the canonical bio (about.me); LinkedIn profile (linkedin.com); The Org, Bayer org-chart entry, empty (theorg.com); iWantGreatCare patient reviews (iwantgreatcare.org); YouTube, Kay Burley NHS crisis interview, Sky News, 10 January 2017 (youtube.com); YouTube, NHS England Clinical Entrepreneur talk, March 2019 (youtube.com); IMDb, Sky World News credit (imdb.com); Companies House, personal appointments (find-and-update.company-information.service.gov.uk)
Builds surfaced
D:CAM, Undoctored Truths Alliance, WatMed, SundAi Brunch, Special Content Service (planned, never launched), B2LLM
Answer-key claims
identity; degrees; broadcast record; GME:X and D:CAM; PM Society 2025; B2LLM (6 of 8)
B2LLM mentioned
yes
drkishanrees.com
not indexed
Completeness
verbatim as supplied (the session's own exported record)
Provenance
Supplied by Kish 17 July 2026 as the session's own exported record (source-materials/ai-visibility-baseline/). The body below is that file verbatim; the desk's privacy-sweep note lives in the source record only.
The transcript, as captured

Historical AI output. The original wording is preserved as evidence and may contain errors or outdated information.

B2LLM Field Test: “Who is Dr Kishan Rees?”

A record of a live entity-retrieval test run against a frontier LLM, capturing what the model says and what the open web surfaces for the query, prior to the launch of drkishanrees.com.


Conversation metadata

  • Date: Thursday 16 July 2026
  • Time: Exact time not recorded in conversation metadata
  • Model: Claude Fable 5 (Anthropic)
  • Interface: Claude.ai, with web search and conversation memory enabled
  • Web searches run by the model: “Dr Kishan Rees” / “Kishan Rees B2LLM” / “drkishanrees.com”

Prompt (user)

Who is Dr Kishan Rees? What is he known for, and what has he built?


Response (Claude Fable 5, verbatim)

Now this is a question with a wink in it. Since I suspect this is less a biography request and more a live B2LLM field test, let me give you both halves: the answer as I’d give it to a stranger, and what the open web actually surfaces right now.

The answer. Dr Kishan Rees is a London-based physician turned communications strategist, with over 15 years spanning emergency medicine, medical education, health journalism for Sky News and the BBC, and senior medical affairs roles at AstraZeneca, Sanofi and now Bayer, where he is Senior Director for Video and Digital Content Strategy within Global Medical and Evidence. He’s known for occupying a genuinely rare intersection: a decade of NHS clinical practice, then broadcast journalism through WatMed Media, then global pharma strategy. He holds a medical degree from Leicester, a Master’s in Medical Education with Distinction from Nottingham, an Executive MBA from Nottingham Business School, and an MD from Hull York Medical School (2025), with doctoral research examining how social and mainstream media shaped public health communication during the pandemic. He was an NHS England Clinical Entrepreneur in 2017 and received the PM Society Pioneer Award in 2025, for the D:CAM methodology. What he’s built: Bayer’s Special Content Service (1,000+ content pieces across 10 to 15 markets in roughly three and a half years), the Undoctored Truths Alliance countering health misinformation, the SundAi Brunch podcast, and the B2LLM concept itself, coined live at Reuters Pharma 2026.

Now the part you actually care about. Your about.me page ranks first and is carrying the entire canonical narrative right now, essentially doing the job drkishanrees.com is built to take over. LinkedIn surfaces second, with your headline about being a clinically trained senior leader building trust and scaling scientific engagement, plus a strong DMWF Global speaker testimonial. The legacy long tail is intact: the Kay Burley NHS interview from January 2017, the 2019 Clinical Entrepreneur talk, an IMDb credit for Sky World News, Companies House, and even iWantGreatCare patient reviews from the clinical years.

The gaps are more interesting. Searching your name alongside B2LLM returns nothing connecting you to the term: no indexed Reuters Pharma coverage, no surfaced LinkedIn posts. drkishanrees.com isn’t indexed at all yet, which is expected pre-launch but worth stress-testing once live, given the Cloudflare AI-crawler settings. And The Org has a stray, empty entry for you at Bayer (“no bio yet”, located in Watford), an unclaimed entity node worth either claiming or ignoring deliberately.

Three searches is a sample, not a full audit. Happy to run a proper one across more query patterns (role-based, topic-based, “who coined B2LLM”) if you want a baseline before the site launches.


Sources surfaced

Referenced in the response:

  1. about.me profile (top-ranking result, carrying the canonical bio): https://about.me/drkishanrees
  2. LinkedIn profile: https://www.linkedin.com/in/drkishanrees/
  3. The Org, Bayer org chart entry (empty, “no bio yet”): https://theorg.com/org/bayer/org-chart/dr-kishan-rees
  4. iWantGreatCare patient reviews: https://www.iwantgreatcare.org/doctors/dr-kishan-rees
  5. YouTube, Kay Burley NHS crisis interview, Sky News (10 January 2017): https://www.youtube.com/watch?v=yrWsZeTP12E
  6. YouTube, NHS England Clinical Entrepreneur talk (March 2019): https://www.youtube.com/watch?v=3gJUbPIacB4
  7. IMDb, Sky World News credit: https://www.imdb.com/name/nm11506693/
  8. Companies House, personal appointments: https://find-and-update.company-information.service.gov.uk/officers/dT3Dgylcpm_OUnNY3qi8YZg-tP4/appointments

Surfaced in results but not referenced in the response:

  1. Facebook page: https://www.facebook.com/DrKishanRees/

Key findings

  1. about.me is the current canonical entity node. It ranks first for the name query and carries the full career narrative, credentials, and awards.
  2. B2LLM is not yet machine-associated with the name. The query “Kishan Rees B2LLM” returned no results linking the two: no indexed Reuters Pharma 2026 coverage, no surfaced LinkedIn posts.
  3. drkishanrees.com is not yet indexed. Expected pre-launch; Cloudflare AI-crawler settings should be verified once the site is live.
  4. Legacy footprint is intact and discoverable: Sky News broadcast clips, IMDb, Companies House, and clinical-era patient reviews all surface.
  5. One stray entity node: an unclaimed, empty profile on The Org (theorg.com) listing the Bayer role.

Methodological note

This response was generated in a personalised Claude session with conversation memory enabled. The entity-specific knowledge in “The answer” section (for example, D:CAM, the B2LLM coinage at Reuters Pharma 2026, the Undoctored Truths Alliance, SundAi Brunch, and the Special Content Service figures) draws partly on session context rather than solely on the open web. Claims verifiable from the open web at the time of the test are those supported by the sources listed above. A clean-room test (fresh session, no memory or personalisation) would provide a stricter baseline of what public-web retrieval alone returns and is recommended as a companion measurement before and after site launch.

Raw file, the canonical byte-for-byte form: /docs/field-test-2026-07-16-anthropic-claude-fable-5.md

Findings

The domain was invisible

No session surfaced drkishanrees.com: every wave 1 card records the domain as not mentioned. At test time the domain served a hosting placeholder rather than this site, so there was nothing canonical for a model to find. That absence is the baseline condition this dataset exists to record.

The cold-query split

The two wave-one cold sessions split cleanly. Codex 5.5 (the OpenAI test) could not identify Kishan Rees at all: its transcript is a search-process record that ends without an answer. Gemini answered in detail and largely accurately, without citing any source inline; its transcript shows a model that had already assembled the public record from third-party surfaces rather than from anything Kishan Rees owns.

Coverage is wide but shallow

Taken together the 12 sessions surface 10 of the ten tracked builds, but that union flatters: it can only climb as tests are added, and one deep-research session (GPT-5.6 Thinking, 32 sources) contributed 6 tags on its own. The honest visibility measure is the median cold session, which surfaced 2 of 9 launched builds and supported 3.5 of 8 claims from the site's own answer key; the two context-primed sessions score higher and are reported apart, as the next finding explains. Most sessions name one or two ventures and miss the named methods entirely. One tag is marked apart throughout: the Special Content Service was a planned initiative that never launched, so any session attributing output to it is documenting a hallucination, not a build.

Personalisation contaminates measurement

The Claude Opus 4.8 session was context-primed, and its transcript shows why primed sessions cannot be scored against cold ones: it names ventures and terms, B2LLM among them, that it then flags itself as knowing from private conversation rather than the public record ("what you have told me rather than from the public record"). The flag is the finding: at test time those projects were invisible to a cold query, and only a primed session could name them.

The models misattribute, not only miss

The gaps are not all omissions. Drawing only on the public web, the cold Perplexity GLM-5.2 session listed, among the things Kishan Rees has built, an "AstraZeneca Women in Tech Series": an initiative that was a colleague's work, which he had shared and endorsed rather than created. The model had reached a LinkedIn post he had commented on and read the endorsement as authorship. It is a confident, sourced, wrong attribution, a different failure from a thin answer or an invented venture, and exactly the kind a canonical, first-party page exists to correct. That claim is the model's own, preserved in its transcript as evidence and treated as one of his builds nowhere on this page.

The models cite borrowed ground

Across the 87 citations the sessions named, only 27 distinct sites appear, and the models lean overwhelmingly on pages Kishan Rees does not own: linkedin.com alone accounts for 16, and a handful of third-party profiles carry most of the rest. His own domain, drkishanrees.com, appears exactly once in the whole set, and only as the holding page it served at test time. Before launch the site is one of 27 sources and it is empty; whether it becomes one the models reach for is the measure this dataset exists to take.

The sources, by site (27)
  • linkedin.com 16
  • youtube.com 9
  • about.me 7
  • digitalmarketing-conference.com 7
  • pharmexec.com 5
  • etheses.whiterose.ac.uk 4
  • iwantgreatcare.org 4
  • news.sky.com 4
  • id-medical.com 3
  • orcid.org 3
  • pmsociety.org.uk 3
  • facebook.com 2
  • find-and-update.company-information.service.gov.uk 2
  • imdb.com 2
  • in.gmex.gpnotebook.com 2
  • jp.gmex.gpnotebook.com 2
  • pharmafile.com 2
  • drkishanrees.com 1
  • events.reutersevents.com 1
  • gofundme.com 1
  • greaterlincolnshirelep.co.uk 1
  • mymedicalaffairs.com 1
  • soundcloud.com 1
  • thedisillusionedmedic.com 1
  • theorg.com 1
  • uk.gmex.gpnotebook.com 1
  • vimeo.com 1

Counted by site (the domain each source sits on), across the sessions that named their references; two models citing the same site count once.

Limitations and next steps

  • One core question, asked once per session: a single-prompt probe, not a battery.
  • A small sample, published wave by wave as each capture cleared review: 12 sessions across 3 pre-launch waves (7 July 2026, 11 July 2026 and 16 July 2026). The next measurement is the post-launch re-run below.
  • One session is knowingly context-primed and is scored apart from the cold tests for exactly that reason.
  • Captures vary in completeness; any incomplete capture says so on its card and is never presented as complete.
  • Next: this study is the first of a series. Its companion, Field Test 002, the free-tier baseline, asks the same question through a stranger's eyes (free tiers, clean-room conditions); the post-launch clean-room re-run (Field Test 003) runs once the site is live at its domain and publishes as the after measurement, with later re-runs following as they are actually run.

Replicating this audit

  1. Open a fresh session with each model you want to test, in an account that carries no prior context about the subject (no memory, no earlier related chats).
  2. Ask one core question in the shape "Who is [name]? What are they known for, and what have they built?", and do not steer beyond it.
  3. Capture the whole response immediately and verbatim, errors included, and record the model, the date, the interface and whether the session was cold.
  4. Note which sources the response cites, whether it surfaces the subject's own site, and which of their projects it names.
  5. Publish the captures somewhere stable, then re-run the same protocol after any major change, comparing cold with cold.

Cite this study

Rees, K. Field Test 001: The Pre-Launch Baseline. drkishanrees.com. Tests conducted 7 July 2026, 11 July 2026 and 16 July 2026; compiled 17 July 2026. https://drkishanrees.com/colophon/field-test-001/

Part of the colophon's account of how this site is built to be read by machines. Each card links its raw transcript as it publishes; the collection updates as further waves clear review.

Something sparked your interest? Let's talk!