In final testing, not yet available for purchase. Join the list to hear when it launches →
Verdict Labs

Production-grade automation for prediction markets and AI-assisted decisions.

Verdict Labs is an independent lab. We build real tools: AI decision systems, trading infrastructure, market-forecasting engines, and whatever's next. Every one ships with full source code and real logged results, not marketing decks. You see exactly what you're building on before you trust it with anything. No black boxes, no backtests dressed up as promises.

Full source code, no black box Paper-trading safe by default Real logged results included
The Catalog

What's live right now.

Verdict Labs ships focused tools, not a bloated suite. New sections get added as they're built and proven, not promised in advance. Every product ships with the source code, the documentation we'd want as a buyer, and no performance theater.

AI Decision Councils

Adversarial AI personas argue a choice out from every angle, then a Chair delivers a falsifiable verdict.

AI Decision Council

VerdictCouncil

Ten independent AI personas argue your decision from every angle, challenge each other by name, and a synthesizing Chair delivers a clear verdict with falsifiable success criteria.

  • Zero-dependency Python or a no-code chat version
  • Fully editable 10-persona roster
$49Launch price, not yet available
Join the list for launch → Read the architecture guide →
AI Decision Council

RiskCouncil

Ten AI personas audit your portfolio for concentration, hidden correlation, and tail risk you can't see from the inside. A Chair delivers the risk briefing: process audit, never a stock pick.

  • Same proven debate engine as VerdictCouncil
  • 10 risk-focused personas, fully editable
$39Launch price, not yet available
Join the list for launch → Read the risk-audit guide →

Trading & Forecasting Infrastructure

Real, runnable code for markets: the plumbing done right, honest results instead of strategy promises.

Trading Infrastructure

Kalshi Crypto Bot Framework

A production-grade automated trading framework built for Kalshi's 15-minute crypto up/down markets (BTC, ETH, SOL, XRP). Real-time scanning, signed API execution, and built-in risk controls, so you start at the strategy instead of the plumbing.

  • Live market scanner & signal engine, ~1,500 lines
  • Paper-trading default on real market data
  • 296 real logged sessions included
$79Launch price, not yet available
Join the list for launch → Read the architecture guide →
Forecasting Infrastructure

StormEdge

A real weather-forecasting engine for prediction-market temperature buckets. Blends multiple forecast models into honest probabilities, verifies exactly how each market settles, and scores itself against real outcomes. Zero API keys, zero signup.

  • ~2,900 lines of real, documented Python
  • Live pricing tool that runs against real markets in minutes
  • Backtest scores anyone can reproduce, no account needed
$99Launch price, not yet available
Join the list for launch → Read the architecture guide →
Kalshi Crypto Bot Framework

The infrastructure, done right. You start at the interesting part.

Every serious trading-bot project spends its first month on the same unglamorous plumbing. This framework skips that month for you.

01

Automated Market Scanning

Continuously scans Kalshi's 15-minute crypto up/down markets and flags fresh setups before they're fully priced, so you're never trading a market that already decided.

02

Pluggable Signal & Strategy Engine

A clean, documented architecture for building and swapping in your own trading signals, with a fully worked reference implementation to learn the pattern from.

03

Built-In Risk Controls

Symmetric-odds filtering, position sizing, and a paper-trading safety net by default. Live trading requires an explicit flag and a confirmation. Never accidental.

04

Full Source, Zero Black Box

Every line is yours to read, extend, and audit, including the authentication layer most people spend a weekend fighting with.

How It Works

From install to insight in four steps.

01

Connect

Point the framework at Kalshi's public market data. No account needed to start in paper mode.

02

Scan

The scanner finds active markets and flags the fresh ones your strategy should actually look at.

03

Simulate or Trade

Run in paper mode against live prices, or opt into live execution once you've built a strategy you trust.

04

Analyze

Every session logs to CSV automatically: entry, confidence, outcome, P&L, so you can iterate on real data.

Transparency

We show our work.

Kyle (High-Conviction Strategist): You're fixating on the
headline reset story because it feels exciting, exactly the
overconfidence bias that makes people ignore how stability at one
employer with a hinted promotion beats betting on unquantified
network magic.

The Chair: Get your partner's realistic job leads, salary
ranges, and timeline in the new city this week, then run exact
side-by-side monthly after-tax cash-flow projections for both paths.
That one data set decides everything else.

Real logged results, not marketing screenshots.

Every Kalshi Crypto Bot Framework purchase includes the actual historical logs from the reference strategy: unedited, timestamped, included in the package. You see exactly what you're building on before you extend it.

That's the standard every product in this catalog is held to: the AI council above is a real, unedited session transcript, and RiskCouncil's own audit sessions are held to the same bar. The trading framework ships with real, unedited trade logs. StormEdge's backtest scores are reproducible by anyone, against live public data, without creating a single account. No cherry-picking, no staged demos.

296
Real logged
paper sessions
4,400+
Lines of
documented source
10
Independent AI
personas per council

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