Now in Public Beta

Fix LLM JSON
outputs

Make AI outputs deterministic, reliable, and production-ready.
Rule-based validation without LLM costs or hallucinations.

< 1ms Latency
Zero LLM Costs
100% Rule-Based

Try It Live

Experience Marshal's capabilities in real-time. No signup required.

All processing happens server-side. Your data is never stored. No JavaScript required.

Core Features

Deterministic reliability built for production-grade AI applications

Semantic Auto-Repair

Pure rule-based engine fixes LLM outputs without AI inference. Type coercion, default values, and schema healing—no hallucinations, no extra costs.

JSON-to-TOON Conversion

Proprietary TOON format strips JSON overhead. Same data, 50%+ fewer tokens. Cut your LLM API costs in half while improving readability.

Ultra-Low Latency

Sub-millisecond validation on a high-concurrency Golang stack. Built for Super-App scale with performance that won't slow you down.

Real-Time Schema Enforcement

Upload your OpenAPI spec once. Every agent response is validated, type-safe, and production-ready. Automated QA for your AI outputs.

< 1ms
Validation Latency
Sub-millisecond processing
0
Additional LLM Calls
Zero extra token costs
100%
Schema Compliance
Guaranteed type safety