AI agents scan trends, brainstorm ideas, then debate and stress-test them — so you don't waste months on bad bets.

AI Pipelines
Pay-per-call API endpoints
Avg. End-to-End Time
Sound familiar?
Manually scanning Reddit, HN, and news for startup ideas takes weeks
No structured way to know if an idea is worth pursuing
Existing validators give shallow, single-AI reports — not real debate
The pipeline
Each stage feeds the next. Raw market signals become polished, stress-tested startup concepts.
Scan the noise. Surface the signal.
AI agents scan 79 RSS sources + 100 community pain feeds (Reddit, HN, GitHub Issues), score the signal, and surface the market gaps nobody else sees. Output: a daily brief, 10 pain clusters, and 3 venture-grade topic cards with concrete wedges.

Shape raw gaps into startup ideas.
5-round multi-agent ideation — Proposer drafts, Defender coaches, plus Trend Scout, Contrarian, Gap Finder, Benchmark Hunter, and Evidence Hunter inject competitive context. A final screening pass casts kill votes + RICE scores. Output: your top 3 ideas with 20 structured fields each.

10 agents debate. Only strong ideas survive.
Adversarial debate — Proposer defends, Challenger attacks market viability, Analyst pressure-tests unit economics, Defender steelmans, Reviewer fact-checks every claim. Five sub-agents add competitive evidence. Output: a verdict — APPROVED / CONDITIONAL / PIVOT OUT / REJECTED — with reasoning.

For AI agents
Every endpoint is callable autonomously over HTTPS. No API keys, no signups — agents pay per request in USDC on Solana via the x402 protocol. Probe → 402 → sign → 200. Settles in ~3 seconds.
We run these endpoints on a cost-effective LLM (MiniMax / Claude Sonnet) so the per-call price stays low. For agents that just need fresh signal, this is the right tier.
Hand us the brief and we run the full pipeline on a top-tier LLM (Claude Opus 4.7 / GPT-5.5 Pro) with human review on top. Premium reports for the moments where quality matters more than per-call cost.
See Done-For-You pricing →Pricing
Bonding-curve pricing — earlier buyers pay less. Each tier comes with a 365-day usage quota. Terms apply.
See PricingMulti-agent pipeline shipped on Solana mainnet — pay-per-call via x402, callable by AI agents directly.
The longer you wait to validate, the more time you invest in ideas that might not work. GapSmith gives you the answer in 2 hours, not 2 months.