Your docs, answerable.
Upload documentation. Get a query API. Streaming answers with citations and evaluation scores — powered by RAG.
How it works
Three steps from documentation to answerable knowledge base.
Upload
Drop PDFs, Markdown files, or paste URLs. We parse and clean your docs automatically.
Index
Documents are chunked, embedded with Voyage AI, and stored in a vector database.
Query
Ask questions via API or chat. Get streaming answers with citations and evaluation scores.
Try it now
Ask anything about the sample documentation — no signup needed.
Ask a question about the sample documentation...
Built for production
Everything you need to serve AI-powered answers from your documentation.
Hybrid Search
Vector + semantic retrieval with cross-encoder reranking for precise results.
Citation Tracking
Every answer includes source, page, and section references you can verify.
Evaluation Scores
Faithfulness, relevance, and context precision scored automatically per query.
Usage Analytics
Track query volume, token usage, latency, and quality trends over time.
API-First
Clean REST API with streaming SSE responses. Integrate anywhere in minutes.
Multi-Format Support
PDFs, Markdown, and web URLs ingested with intelligent chunking and metadata.
Simple pricing
Start free, upgrade when you need more. No hidden fees.
Free
Perfect for trying out Pragmara
- 1 Knowledge Base
- 50 queries/month
- 5 documents per KB
- Streaming responses
- Citation tracking
Pro
For teams with serious documentation
- Unlimited Knowledge Bases
- 500 queries/month
- Unlimited documents
- Evaluation scores
- Analytics dashboard
- Priority support
API
For custom integrations at scale
- Everything in Pro
- Unlimited queries
- Custom rate limits
- Dedicated support
- SLA guarantee
- Webhook events
* Pricing is illustrative. This is an open-source portfolio project.