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SEOAICo

2026

AI answer-engine visibility platform — measures whether AI assistants cite you.

A full Laravel application that probes answer engines on a schedule and records whether a client is cited, mentioned, or absent for a given prompt. Built the provider layer, the matcher, and the scheduled runner, plus a Filament admin for reviewing verdicts. The reporting deliberately keeps three states rather than blending them into one score, because a brand being named without a citation is a different problem from not appearing at all. Exposed over MCP so an assistant can query citation data directly as a tool rather than through a dashboard.

Built with

  • AI Citation Benchmark

    Measures whether AI assistants cite a brand across a prompt matrix — cited, named-but-not-cited, or absent — with every figure drillable to the cell.

  • Node Bloom

    Interactive visualization of how AI citation actually propagates.