Simulate clinician consensus to benchmark your diagnostic AI against expert standards.
Healthtech solo founders struggle to validate medical AI features for diagnostic tools without clinical partnerships.
ClinSim uses AI agents trained on medical literature and guidelines to mimic panels of clinicians, providing simulated feedback on your AI's diagnostics. Founders get instant 'consensus scores' and discrepancy analyses without real partnerships. Iterate rapidly with explainable AI reasoning.
Solo founders developing AI-powered diagnostic tools in healthtech
Multi-agent simulation of diverse clinician viewpoints, calibrated to match published benchmarks.
supportive
Deploy virtual clinicians for case reviews.
Test your AI on standard cases like MIMIC-III.
Visualize agreement/disagreement heatmaps.
Highlight cases where your AI diverges from sim clinicians.
Score against latest NCCN/USPSTF guidelines.
Upload your own cases for simulation.
Monitor model improvements over time.
PDF reports with clinician-like rationales.
| Column | Type | Nullable |
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| id | uuid | No |
| text | No | |
| tier | text | No |
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| user_id | uuid | No |
| model_hash | text | No |
| score | int | No |
Relationships:
| Column | Type | Nullable |
|---|---|---|
| id | uuid | No |
| benchmark_id | uuid | No |
| clinician_responses | text | No |
| created_at | timestamp | No |
Relationships:
/api/benchmarksRun new benchmark simulation
/api/benchmarks/:idGet benchmark results
/api/simulations/:idFetch detailed sim data
/api/user/benchmarksList user history
Standard cases only
10 clinicians/sim
None
| Month | Users | Conversion | MRR | ARR |
|---|---|---|---|---|
| Month 1 | 40 | 4% | $59 | $708 |
| Month 6 | 250 | 7% | $619 | $7,428 |
AI-simulated expert panels benchmark your diagnostics instantly.
Target Twitter searches for 'AI diagnostics validation'; Offer free Pro to top 3 commenters in healthtech Discords; Cold email from AngelList health AI founders.
Real federated benchmarks
Requires partnerships
Solo-friendly instant sims
Agent models fine-tuned on user-submitted cases for continuous improvement.
Rise of agentic AI enables realistic clinician sims viable only recently.
Agent accuracy drifts
Periodic retrain on gold standards
Misuse as real validation
Clear disclaimers + ToS
High compute costs
Tiered limits
Success: 8 pain match
Success: Repeat usage
Success: 20% referral growth
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