
SpecialistWeb search API and crawler built for AI agents
Polygres records 4,018 monthly visits with -52.3% month-over-month growth and Freemium pricing. Shaped records 11,871 monthly visits with -39.2% growth and Contact for Pricing pricing.
Graph, vector and text retrieval for AI agents on your Postgres
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | polygres.com | shaped.ai |
| Pricing Model | Freemium | Contact for Pricing |
| Monthly Visits | 4.02K (4,018) | 11.87K (11,871) |
| MoM Traffic Delta | -4.41K (-52.3%) | -7.65K (-39.2%) |
| Primary Market & Share | 🌐 Global (—) | 🇺🇸 United States (36.4%) |
| Direct Visits / mo | 1.61K | 4.73K |
| User Rating | 4.1 | 4.8 |
| Supported Platforms | Website | Website |
Graph, vector and text retrieval for AI agents on your Postgres
Query graph, vector, full-text and hybrid retrieval through one consistent interface instead of stitching multiple systems together.
The open-source pgGraph engine follows relationships across your records, enabling multi-hop and shortest-path retrieval without moving data.
Semantic search over embeddings combines with sparse and full-text matching so queries that mix meaning and exact terms still work.
A dashboard playground, CLI for imports and configuration, and a typed Python SDK make it straightforward to prototype and then ship.

The relevance engine with a built-in feedback loop
Retrieve, filter, score, and re-rank across semantic search, keyword search, and behavioral models in a single SQL-like query.
Blends semantic and keyword retrieval, then re-ranks results by predicted click-through and engagement for each individual user.
ML models retrain on live interaction signals so ranking quality improves automatically as your product generates traffic.
Stream data directly from warehouses, analytics tools, and event pipelines like Snowflake, Kafka, BigQuery, and Shopify with no ETL.

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