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AI & LLM

AI Visibility Intelligence API

A 3-agent pipeline for AI-search visibility

Role
Backend & AI Engineer
Year
2026
Status
Open source
Stack
5 technologies

Overview

As more people search through AI assistants, businesses need to know which questions they should be the answer to. This API finds them.

Three agents work in sequence — discovering queries in the business's competitive space, scoring them for opportunity and generating content recommendations.

What I built

  1. 013-agent AI pipeline: query discovery → opportunity scoring → content recommendations.
  2. 02Transparent opportunity-score formula, with real data and a heuristic fallback.
  3. 03Dockerised with Gunicorn; database migrations run automatically on boot.
  4. 04Documented API reference, prompt-engineering notes and a test suite.