
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.
Shaped records 11,871 monthly visits with -39.2% month-over-month growth and Contact for Pricing pricing. TinyFish records 1,124,952 monthly visits with +199.7% growth and Freemium, Contact for Pricing pricing.

The relevance engine with a built-in feedback loop
| Dimension / Metric | ![]() | ![]() |
|---|---|---|
| Official Domain | shaped.ai | tinyfish.ai |
| Pricing Model | Contact for Pricing | Freemium, Contact for Pricing |
| Monthly Visits | 11.87K (11,871) | 1.12M (1,124,952) |
| MoM Traffic Delta | -7.65K (-39.2%) | +749.57K (+199.7%) |
| Primary Market & Share | 🇺🇸 United States (36.4%) | 🇺🇸 United States (27.4%) |
| Direct Visits / mo | 4.73K | 401.32K |
| User Rating | 4.8 | 4.4 |
| Supported Platforms | Website | Website |

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.

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.

SpecialistA memory and continual-learning engine that gives any AI agent persistent context
SpecialistA memory and continual-learning engine that gives any AI agent persistent context

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