Qdrant records 72,992 monthly visits with -38.4% month-over-month growth and Freemium, Contact for Pricing pricing. TinyFish records 1,124,952 monthly visits with +199.7% growth and Freemium, Contact for Pricing pricing.
Open-source, high-performance vector search at any scale
One API key for agent-grade web search, fetch, browsing and automation
| Dimension / Metric | | |
|---|---|---|
| Official Domain | qdrant.io | tinyfish.ai |
| Pricing Model | Freemium, Contact for Pricing | Freemium, Contact for Pricing |
| Monthly Visits | 72.99K (72,992) | 1.12M (1,124,952) |
| MoM Traffic Delta | -45.42K (-38.4%) | +749.57K (+199.7%) |
| Primary Market & Share | 🇮🇳 India (46%) | 🇺🇸 United States (27.4%) |
| Direct Visits / mo | 43.79K | 401.32K |
| User Rating | 4.6 | 4.4 |
| Supported Platforms | Website | Website |
Open-source, high-performance vector search at any scale
Built entirely in Rust with SIMD and a custom Gridstore storage engine for fast, scalable vector search.
Combine dense and sparse vectors in one query, supporting BM25, SPLADE++ and miniCOIL for keyword-plus-vector retrieval.
Store metadata as JSON and apply advanced filters such as nested, text, geo and has_vector, with filters applied during HNSW traversal.
Asymmetric, scalar and binary quantization reduce memory usage by up to 64x while preserving search quality.
One API key for agent-grade web search, fetch, browsing and automation
Real browser-rendered search that returns structured JSON with fresh, uncached results from the live web, with no search fee.
Convert any URL into token-efficient Markdown, JSON or HTML, stripping navigation bars, cookie banners and ads before they reach your model.
Full cloud browser sessions with persistent state that you drive with Playwright, Puppeteer or the Chrome DevTools Protocol.
Give an agent a goal in plain English and it navigates, fills forms and returns structured results; monitoring fires alerts when a tracked page or topic changes.
Features a massive marketplace of ready-to-run scrapers, though it operates more as an actor platform than a raw API.
Features a massive marketplace of ready-to-run scrapers, though it operates more as an actor platform than a raw API.
Free / Open-sourceProvides cleaner LLM-ready markdown conversion and crawling, but lacks TinyFish's interactive cloud browser automation capabilities.
Free / Open-sourceProvides cleaner LLM-ready markdown conversion and crawling, but lacks TinyFish's interactive cloud browser automation capabilities.
Offers superior neural web search designed for AI agents, but provides less comprehensive raw browser automation tools.
Delivers enterprise-grade proxy networks and scraping infrastructure, but involves a steeper learning curve than TinyFish.
Delivers enterprise-grade proxy networks and scraping infrastructure, but involves a steeper learning curve than TinyFish.
SpecialistAI search and retrieval platform for modern apps and commerce
SpecialistThe managed vector database and knowledge engine for production AI
Excels at converting URLs into clean markdown and embeddings, but lacks dedicated browser actuation and live search endpoints.
Excels at converting URLs into clean markdown and embeddings, but lacks dedicated browser actuation and live search endpoints.
Gives you robust headless browser automation and control, but requires more custom development than managed agent APIs.
Gives you robust headless browser automation and control, but requires more custom development than managed agent APIs.
SpecialistProvides independent web search and agent grounding, but lacks content fetching and browser automation features.
SpecialistProvides independent web search and agent grounding, but lacks content fetching and browser automation features.
Free / Open-sourceLightning-fast search engine you can self-host or run in the cloud
Free / Open-sourceLightning-fast search engine you can self-host or run in the cloud
Fully managed Vector Lakebase and vector database for enterprise AI, built by the creators of Milvus
Fully managed Vector Lakebase and vector database for enterprise AI, built by the creators of Milvus
Free / Open-sourceUses natural language prompts for open-source web scraping, but offers fewer managed enterprise cloud browser features.
Free / Open-sourceUses natural language prompts for open-source web scraping, but offers fewer managed enterprise cloud browser features.
