GapScout crawls G2, Capterra, Reddit, and more — then uses AI to extract, cluster, and score structured gap data in JTBD format. Built for AI agents.
Structured gap intelligence delivered via clean REST APIs with streaming, semantic search, and autonomous feature scouting.
Every gap returned as a structured Jobs-to-be-Done statement with severity scoring, evidence quotes, and trend velocity.
Clean REST APIs with streaming SSE, OpenAPI 3.1 spec, and agent_hints in every response for autonomous navigation.
Crawls G2, Capterra, Trustpilot, Reddit, App Store, and Hacker News — JS-rendered sites included via headless crawling.
Hybrid pgvector + full-text search with Reciprocal Rank Fusion. Find gaps by meaning, not just keywords.
Gap velocity scoring — know which unmet needs are rising or declining based on evidence recency distribution.
Autonomous agent discovers competitors, extracts feature matrices, and identifies gaps where competitors lead.
Your agent sends a product slug, gets back JTBD-formatted gaps with severity scores, evidence, and navigation hints.
/api/v1/gaps?product=notion&format=jtbd{
"schema_version": "1.0",
"data": {
"gaps": [
{
"jtbd_statement": "When managing large teams, I want folder-level permissions, so I can control what each department sees.",
"severity_score": 8.4,
"velocity": "rising",
"gap_score": 7.2,
"evidence": [{
"quote": "We had to create 4 separate workspaces just to control access",
"source": "g2"
}]
}
]
},
"agent_hints": {
"suggested_next": "/api/v1/features/gaps?product=notion"
}
}JS-rendered review sites crawled with headless browsers. Free APIs for Reddit, App Store, and Hacker News.
Get your free API key and start querying structured gap intelligence in minutes.