expand.ai GTM brain

category

market profile

• text: AI agents need web content in formats that preserve page structure and hidden data, not just flattened text.
• text: Developer teams evaluate web-data APIs on extraction accuracy, cost, crawling and search performance.

personas

• title: AI application engineer
  pains:

  • Agent answers are wrong when tables or status icons are lost during extraction
  • Managing separate search, crawling and page parsing infrastructure
  • Keeping source references for generated answers
• title: Engineering lead for data or agent infrastructure
  pains:

  • Controlling request and token costs at scale
  • Maintaining data quality across varied sites
  • Evaluating a provider against in-house extraction

icp

• text: Developer teams building AI agents for enrichment, procurement, pricing or competitive intelligence.
• text: Startups can use free credits and pay-as-you-go while larger deployments can seek enterprise terms; no size minimum stated.

message pillars

• text: Give agents a single interface for web discovery and retrieval.
• text: Preserve page details that alter answers.
• text: Give developers durable evidence for results.

objections

• objection: Our current scraper already returns Markdown.
  response: Compare outputs on real pages with tables and icons; Expand publishes its own extraction benchmark, which should be independently tested.
• objection: Web requests and add-ons could make costs unpredictable.
  response: Start with free credits and model per-operation credit costs on a representative workload.

competitors

• name: Firecrawl
  why: Provides scrape, crawl and search APIs for AI pipelines.
• name: Exa
  why: Offers web search and content retrieval for agents.
• name: Tavily
  why: Offers search, extraction and crawling for agents.

influencers

• name: Tim Suchanek
  url: https://www.linkedin.com/posts/tim-suchanek-08219346_i-have-exciting-news-to-share-after-activity-7239301690133291010-R8ci
  why: Founder sharing the company launch and its web data mission.

keywords

• web scraping API for AI agents
• web crawl API
• LLM web search API
• extract web page markdown
• structured web data API
• web data for RAG

voice

• technical
• direct
• benchmark-led

signals

• text: A team is deploying agents that repeatedly search or extract changing web pages.
• text: Extraction errors on pricing tables or missing visual information are causing incorrect downstream answers.

stack

• MCP
• CLI
• SDK

hiring

• Full-stack product engineering, GTM systems, customer-facing work and model training interest invited; no specific open requisitions listed.

pricing

motion

channels

• developer documentation
• SEO
• GitHub
• LinkedIn
• X

confidence

Founders

• name: Tim Suchanek
  title: Founder/CEO
  role: CEO
  bio: Founder expand.ai