Clinical Validation

Benchmarked. Verified. Transparent.

Every AI interpretation is tested against a rigorous clinical dataset covering multiple medical specialties. Here's how we measure accuracy — and why you can trust our results.

89.7% Accuracy

26 of 29 questions correct across 8 clinical specialties

89.7%

Overall Accuracy

29

Questions Tested

26/29

Correct Answers

1,666ms

Avg Response Time

By Clinical Specialty

Hematology 7/7 (100%)

Endocrinology 5/6 (83%)

Hepatology 2/2 (100%)

Nephrology 2/3 (67%)

Cardiology 4/4 (100%)

General 4/4 (100%)

Obstetrics 0/1 (0%)

Critical Care 2/2 (100%)

Our methodology

How we validate our AI

01

Clinical dataset

50+ clinical vignettes spanning Hematology, Endocrinology, Cardiology, Nephrology, Hepatology, Obstetrics, and Critical Care — each with a verified correct answer reviewed by licensed clinicians.

02

LLM evaluation

Each question is sent to our AI interpretation engine with near-deterministic settings to minimize variance. Responses are scored against verified ground-truth answers.

03

Reference range verification

Beyond AI accuracy, every lab value is checked against our database of verified reference ranges — age-adjusted, sex-specific, and pregnancy-aware. This dual-layer validation is unique to HealthIntel.

AI + Verified Data > AI alone

Many AI health tools rely solely on large language models. HealthIntel pairs AI with a structured reference range database — giving you interpretations that are both intelligent and medically grounded.

Two layers of safety

Every result passes through two independent checks before reaching you:

🔍 Step 1: Reference range engine flags values against verified medical ranges (age, sex, pregnancy adjusted) 🤖 Step 2: Our AI provides plain-language interpretation, guided by strict medical guardrails

Reference ranges in database2,500+

Clinical specialties covered8+

AI model temperature0.3 (conservative)

Medical disclaimerAlways shown

Important

Benchmarks don't replace doctors.

Our benchmark measures AI knowledge of lab interpretation — it does not measure diagnostic ability. HealthIntel provides information, not medical advice.

Always discuss your lab results with a licensed healthcare professional. Our AI helps you understand — your doctor helps you decide.

"HEALTHINTEL PROVIDES GENERAL HEALTH INFORMATION.
IT IS NOT A DIAGNOSIS AND DOES NOT REPLACE
ADVICE FROM A LICENSED HEALTHCARE PROFESSIONAL.
ALWAYS CONSULT A DOCTOR ABOUT YOUR RESULTS."