
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. Zilliz records 108,886 monthly visits with -16.4% growth and Freemium, Paid, Free, Contact for Pricing pricing.
Graph, vector and text retrieval for AI agents on your Postgres
| Dimension / Metric | ![]() | |
|---|---|---|
| Official Domain | polygres.com | zilliz.com |
| Pricing Model | Freemium | Freemium, Paid, Free, Contact for Pricing |
| Monthly Visits | 4.02K (4,018) | 108.89K (108,886) |
| MoM Traffic Delta | -4.41K (-52.3%) | -21.29K (-16.4%) |
| Primary Market & Share | 🌐 Global (—) | 🇺🇸 United States (14.7%) |
| Direct Visits / mo | 1.61K | 36.84K |
| User Rating | 4.1 | 4.7 |
| 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.

Fully managed Vector Lakebase and vector database for enterprise AI, built by the creators of Milvus
A managed Milvus service handling provisioning, scaling, reliability, and upgrades so teams focus on AI applications rather than cluster operations.
Engineered for 100B+ entities and 10K+ QPS with consistent, predictable latency across tiered performance and storage configurations.
Combine vector search with BM25 full-text, JSON, and geospatial queries, plus filtering and reranking for expressive multimodal retrieval.
Unlimited namespaces for multi-tenant AI apps, plus multi-region deployment with replication and failover for low-latency global access.

SpecialistWeb search API and crawler built for AI agents

Search and inference APIs that give AI models real-time web data
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SpecialistThe managed vector database and knowledge engine for production AI

Search foundation built from embeddings, rerankers, and reader APIs

A memory and continual-learning engine that gives any AI agent persistent context
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Independent web search and agent grounding API built on the Ahrefs index
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Video intelligence infrastructure that makes every second of footage searchable and analyzable
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Free / Open-sourceLightning-fast search engine you can self-host or run in the cloud
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Free / Open-sourceOpen-source, high-performance vector search at any scale

Free / Open-sourceGraph database built on object storage for agent memory and context
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SpecialistSQL-native vector database for production GenAI applications
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