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One API to search, enrich, and monitor the web.
An agent is only as good as the data it runs on. Most agents and GTM tools today are stuck pulling stale, fragmented data from a dozen different providers, which caps how good their output can ever be. We unify all of it behind one API.
One credit-based API covers people data, company data, web search, deep research, news, social signals, and web scraping. Multi-provider waterfall logic routes each call to the best source and falls back automatically, so you get one integration and one bill instead of stitching together Clay, Apollo, Exa, Tavily, and a handful of others.
We're building the data layer that agents and GTM teams plug into to find, understand, and reach their customers.
Previously TheHog
Hudson Liao is a growth operator with nearly 15 years in GTM and a 5× first growth and marketing hire. He took one startup from ~$900k to $7M+ ARR in 3 months, led another from two months of runway to profitability, and built repeatable playbooks across search, social, outbound, partnerships, and product-led motions. He is the GTM person you call when outcomes matter.
Founded 2025 · Source
Source-based assessment · automated evidence rules
The homepage contains prelaunch or closure language; availability needs review.
Maturity is an evidence-based assessment, not a success rating. It may understate the current stage where evidence is limited. Coverage records documented areas, not a complete or independently audited company history.
Investigate ranking problems, develop signals, and compare reproducible experiments with your team and coding agents.
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Context.dev is the web scraping API for AI agents: scrape any URL into LLM-ready Markdown, search the live web, crawl entire sites, and extract structured data with one REST API.
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Parse, extract, and split your hardest documents with unmatched accuracy. Read any layout with specialized vision models, and ship reliable pipelines in minutes, not months.
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Pulse converts complex information into LLM-ready inputs. Our API supports all document formats, from PDFs to Word, Excel, etc. Pulse integrates seamlessly with any existing data pipeline in minutes without any training or complexity.
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