How Adapt Put 20K+ Accounts and 6,000 Websites to Work with Context.dev

Adapt, an insurance-agency automation company, uses Context.dev to support its GTM engineering workflows without developing or maintaining its own web-scraping infrastructure. Led by Karim Yahia, the team connected Context.dev to Codex through MCP and quickly began retrieving structured page content, discovering sitemaps, and accessing brand data such as logos, company details, social profiles, and industry information. Context.dev’s Logo Link helps make Adapt’s internal map of more than 20,000 CRM accounts easier to scan by automatically supplying company logos, while its monitoring tools track approximately 6,000 account and industry websites for changes such as leadership updates or new offices. Adapt’s systems assess and prioritize these signals before routing them to relevant account executives in Slack, and its AI agents use retrieved web evidence to verify companies, domains, and relevant pages before sending information to HubSpot or Slack. The company reports that this approach reduces manual website checks, supports more accurate signal classification, and helps prevent opportunities from being missed or assigned to the wrong account.

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