Document RAG Search
Upload grant applications, board packets, policy manuals, or any PDF/TXT document, then search them with natural language. The Document RAG Search API automatically chunks and embeds your documents, so you can ask questions like "What are the reporting requirements for this grant?" and get the exact passage back. Built for nonprofit teams, consultants, and developers who need document…
Document RAG Search endpoints
| Method | Endpoint | Description |
|---|---|---|
| ingest | ||
| POST |
ingest_document /ingest |
Upload a PDF or TXT file. It gets chunked, embedded, and stored in a searchable collection. |
| search | ||
| POST |
semantic_search /search |
Search a collection with natural language. Returns ranked text chunks with similarity scores. |
| collections | ||
| GET |
get_collection /collections/{collection_id} |
Get details for a specific collection — document count, chunk count, filenames. |
| DELETE |
delete_collection /collections/{collection_id} |
Delete a collection and all its stored data. |
| GET |
list_collections /collections |
List all collections owned by your API key. |
| health | ||
| GET |
health_check /health |
Returns API health status. |
Document RAG Search pricing
| Plan | Price | Rate limit | Quotas |
|---|---|---|---|
| BASIC | Free | 2 / second |
|
| PRO | $29 / month | 2 / second |
|