How It Works Under the Hood

Adversarial AI That Tells You the Truth

Most idea validators give you what you want to hear. Greenbelt's Guardian system is designed to find every reason your idea might fail — so you can fix the weak spots before they cost you money.

Adversarial Validation

Your idea faces a structured debate between a Builder agent (who argues for it) and a Guardian agent (who tries to kill it). An Adjudicator weighs the evidence and delivers a verdict.

1,310+ Failure Patterns

Our graveyard database contains over 1,310 documented startup failure patterns extracted from real post-mortems. Every validation checks your idea against this dataset.

Multi-Model Consensus

We don't rely on a single AI model. Guardian Debate and Venture Verdict tiers use multiple frontier models to reduce bias and hallucination.

Market Intelligence

Venture Verdict tier enriches your idea with real-time market research — competitor analysis, market sizing, and trend data from multiple sources.

Confidence Scoring

Every validation returns a confidence percentage backed by specific evidence. Not vibes — data points you can act on.

Validate → Build Pipeline

Ideas that pass validation can flow directly into our build pipeline. We don't just tell you if it's good — we can build it too.

The Debate Process

1. Pattern Matching

Your idea is checked against 1,310+ failure patterns from real startup post-mortems. This catches obvious red flags in seconds — for free.

2. Guardian Debate (Pro)

A Builder agent constructs the strongest case for your idea. A Guardian agent systematically attacks it — citing market data, competitor analysis, and historical failures. An Adjudicator weighs both sides and delivers a verdict with specific proceed conditions.

3. Research Dossier (Enterprise)

Before the debate even starts, we compile a full research dossier — real-time competitor intelligence, market sizing, trend analysis, and regulatory landscape. The Guardian uses this data in the debate, so the verdict is grounded in current market reality.