We analyze thousands of G2 complaints, classify them with AI, and surface the best opportunities to build AI-powered alternatives. Stop guessing where to compete — let the data tell you.
2,000+
Complaints Analyzed
60+
Products Scored
5
G2 Categories
AI
Generated Wedge Ideas
From raw G2 reviews to actionable product opportunities — our pipeline does the heavy lifting so you can focus on building.
Every complaint is classified into one of 11 categories — from “too expensive” to “poor mobile experience.” Each one is AI-scored for solvability so you know exactly what can be disrupted.
Products are ranked on a 6-dimension OPP score — complaint density, AI solvability, market size, competitive gap, build speed, and price sensitivity. The best opportunities rise to the top.
For every high-scoring opportunity, we generate a specific AI-powered product concept — a wedge idea tailored to the top complaints, target buyer persona, and competitive landscape.
Four steps from raw reviews to actionable product opportunities.
We pull thousands of low-star G2 reviews across 60+ products in 5 software categories.
Claude AI reads every complaint and classifies it into 11 categories with solvability and complexity scores.
Products are scored across 6 dimensions and ranked by overall opportunity — the best gaps float to the top.
Browse scored opportunities, read AI wedge ideas, and identify the product you should be building next.
Stop scrolling through G2 reviews manually. Let AI surface the best gaps, score the opportunities, and hand you the wedge ideas.