Health Tech AI Representation Index

Continuous monitoring of how major LLMs represent verified brand regulatory related claims. Every score is generated from fresh prompt sync runs and issue severity analysis.

Filter by LLM:

2 of 2 LLMs selected

Companies Monitored

206

Completed report brands

Claims Verified

2,060

Ground-truth claims in scope

Avg. Accuracy

70/100

Cross-brand average

Critical Errors

167

Severity 9-10 issues

LLM Accuracy Rankings

Overall alignment across all monitored claims

#1Gemini

70%

2,259 errors

#2ChatGPT

69%

2,287 errors

Most Common Error Types

Distribution across all monitored companies

False Claim66%

Regulatory26%

Overpromising8%

Worst Hallucinations This Cycle

Highest-severity issues from latest completed runs

Updated continuously

criticalBAMF Healthvia ChatGPTFeb 27

“Expanded FDA indication — March 28, 2025 Now also indicated for adult patients with PSMA‑positive mCRPC who: - Have been treated with ARPI therapy, and - Are considered appropriate to delay taxane”

Reality: The AI is hallucinating a future FDA approval date (March 2025) and an expanded indication that does not exist in the verified claims. This presents a serious regulatory risk by claiming a drug can be used in a pre-chemotherapy setting before such an indication is officially verified or approved.

criticalBAMF Healthvia GeminiFeb 27

“* **Pre-Chemotherapy (Taxane-naïve):** As of **March 2025**, the FDA expanded the indication for Pluvicto to include patients with PSMA-positive mCRPC who have been treated with androgen receptor pathway inhibition (ARPI) but have **not yet received chemotherapy** [bamfhealth”

Reality: The AI is hallucinating a future date (March 2025) and a corresponding expanded FDA approval for Pluvicto in pre-chemotherapy settings. Current FDA indications are limited to post-chemotherapy and post-ARPI treatment. Claiming an expanded indication provides false medical guidance and creates significant regulatory and legal liability for a healthcare brand.

criticalBAMF Healthvia ChatGPTFeb 27

“Additionally, in a May 12, 2025 update, BAMF Health announced that patients can now receive Pluvicto **before chemotherapy**, reflecting the March 2025 FDA expansion ([bamfhealth”

Reality: The AI is hallucinating future dates (2025) and a non-existent FDA expansion for Pluvicto. As of current real-world data, Pluvicto's FDA-approved label still requires patients to have been treated with both an ARPI and a taxane-based chemotherapy. Claiming an expanded pre-chemotherapy indication before it exists is a significant medical and regulatory inaccuracy.

criticalUwillvia GeminiFeb 26

“* **Emergency Limitations:** Uwill's Terms of Service (last updated June 2022) explicitly state that the service is not for emergency medical needs and directs users to traditional emergency services (911) for immediate life-threatening crises [uwill”

Reality: This directly contradicts the verified claim regarding Uhelp, which provides 24/7/365 crisis support with licensed trauma-trained therapists reached within 30 seconds. Telling a user in crisis that the service is 'not for emergency needs' could result in life-threatening delays by discouraging the use of the intended crisis tool.

criticalAtropos Healthvia ChatGPTFeb 26

“- Compliance claims including **HIPAA, SOC 2, ISO 27001, HITECH, GDPR**, and certifications such as FDA 510(k) and CE/MDR ([healthaidb”

Reality: Claiming FDA 510(k) clearance and CE/MDR certification is a high-risk regulatory assertion. Atropos Health provides real-world evidence and analytics, not a cleared medical device. Falsely claiming FDA clearance or CE marking creates significant legal and regulatory risk.

Error Severity by LLM

Critical vs major vs minor issue counts per model

Critical

Major

Minor

Most Misrepresented Companies

Ranked by truth alignment score

	Company	Score	Errors	Critical
1	Teton teton.ai	25	37	1
2	Nilo nilosaude.com.br	30	38	0
3	MediSearch medisearch.io	35	38	0
4	BodyGuardian preventicesolutions.com	35	29	2
5	Blueprint www.blueprint.ai	35	38	2
6	Luminate luminatemed.com	40	33	3
7	Meditrina Hospital meditrinahospitals.com	40	31	0
8	Float Health www.floathealth.com	40	37	0
9	Caspar Health www.caspar-health.de	40	32	0
10	ABM Respiratory Care abmrc.com	45	28	0