Malika Xayitmetova@malika_hay

Dominify AI Search is an AI-powered competitive intelligence platform purpose-built for GTM and Finance teams that need to make fast, data-driven decisions about prospects, vendors, and competitors. By entering a domain name, users receive a structured intelligence dossier within seconds, eliminating hours of manual research across Google, LinkedIn, and company websites. The platform runs a parallel ingestion pipeline that simultaneously scrapes Google News via Bright Data's SERP API and renders dynamic pricing pages using a Playwright browser capable of bypassing Cloudflare, CAPTCHAs, and JavaScript-heavy SPAs. This raw data is fed into two independent AI agents built on Qwen 3.5 via Alem AI: a GTM Agent that tracks buying signals like hiring velocity, leadership changes, expansion announcements, and marketing intensity; and a Finance Agent that analyzes pricing trends, discounting behavior, and financial stress indicators. Crucially, a third "Reality Check" agent cross-validates these outputs, flagging anomalies—such as aggressive marketing paired with price cuts and financial stress—to advise caution before engagement. The final output is a strongly-typed UnifiedCompanyDossier validated with Zod schemas. It delivers a buying intent score (0–100), financial health classification, stability score, vendor risk heatmap, anomaly flag, executive summary, and up to ten deduplicated signals, all compressed into a single actionable recommended action. Dossiers sync automatically to HubSpot CRM, push as rich alerts to Slack or Telegram, or can be consumed via a REST API. A multi-domain endpoint processes up to 50 companies at once for bulk portfolio monitoring, while an MCP server integrates the pipeline directly into Claude Desktop. Every component degrades gracefully, switching to deterministic heuristic logic when no LLM API key is configured to maintain full functionality for demos and development without external dependencies.

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