Stop Hallucinations. Ground Every Health Answer.
Health AI applications need citation-grounded answers — not generic LLM completions. Priolix gives your app a hosted RAG gateway over 14,000+ peer-reviewed sources, with PMID/DOI/NCT IDs and Tier A–D quality scoring on every retrieved chunk.
What you get
- Hybrid retrieval: BM25 + dense FAISS with reciprocal rank fusion
- Quality tiers: every source carries A/B/C/D rating + numeric quality score
- Citation IDs: PMIDs, DOIs, NCT IDs, MeSH terms in structured fields
- Source classes: Cochrane, meta-analysis, RCT, guideline, regulatory, ODS factsheet
- Anti-hallucination prompt block: a vetted system prompt you can compose into your own LLM
- Stable response schema: contracted at
/v1/*with deprecation notice (P1 roadmap)
Reference architecture
- User question arrives at your application.
- Call
GET /api/sourceswith a topic vertical andmin_scorethreshold to pull the top-N evidence rows. - Build your LLM context using
title,quality_tier,pmid, and the abstract excerpt. - Generate the answer with your model, instructing it to cite via
[PMID:XXXXXXXX]. - Optional: call
GET /api/interactions/checkif the answer mentions any drug+supplement pair. - Render the response with linkified PMIDs/DOIs.
Example: ground a magnesium-sleep query
# Pull tier-A and tier-B evidence, sorted by quality score
curl -H "Authorization: Bearer $PRIOLIX_KEY" \
"https://priolix.com/api/sources?vertical=magnesium-sleep&min_score=60&page_size=8"
# Returned fields per record:
# {
# "pmid": "30923852",
# "doi": "10.1093/sleep/zsy191",
# "title": "Effect of magnesium supplementation on sleep quality ...",
# "quality_tier": "A",
# "quality_score": 82,
# "evidence_level": "meta_analysis",
# "year": 2019,
# "abstract_or_summary": "..."
# }
Why not build it yourself?
| Build in-house | Use Priolix | |
|---|---|---|
| Time to first grounded answer | 3–6 months | 1 hour |
| Source ingestion + dedupe | You own it | Done |
| Quality tier rubric | Custom + fragile | Documented at /methodology |
| Drug-supplement safety overlay | Build separately | One endpoint |
| Eval harness | Roll your own | Auto-research baselines published |
Ready to try?
Issue a free sandbox key and run a real grounded query in the next 60 seconds.
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