Health
Clinical Trial Matcher
Find clinical trials a patient may qualify for in plain language
Advanced24h2–3
EmbeddingsLLMPostgres
17/20Pregnancy Q&A with Citations
Answer pregnancy questions from trusted health sources with citations.
Intermediate14h1–2 people17/20 fit
Build Pregnancy Q&A with Citations for expecting parents in ~14h with 1–2 people. Stack: Embeddings + LLM + Chroma.
Why it wins: Responsible retrieval in a sensitive area.
Build flow
01 · Problem
Searching online gives conflicting and scary answers.
02 · Solution
Retrieval over a curated set of public health guidance, answers with citations, week-by-week context and clear advice to contact a provider.
03 · Build
- 1Collect sources
- 2Chunk and embed
- 3Answer with citations
- 4Add guardrails
04 · Demo
Ask about a symptom and show the cited answer.
MVP checklist
- Curated sources
- Cited answers
- Week context
- Provider prompts
Tech stack
| Tech | Role | |
|---|---|---|
| Embeddings | Semantic similarity | AI |
| LLM | Language model | AI |
| Chroma | Embedding store | Data |
Reference repos
Open-source projects you can build on. Links checked 2026-10-31.
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