How we built the delivery evidence chain

Appaloft developed a delivery evidence chain to solve the persistent problem of verifying what software is running in production, a challenge intensified by the high throughput of AI coding agents. Simultaneously, a new framework called Evidence Chain Evaluation (ECE) addresses reliability in LLM fact-checking. ECE allows verification agents to abstain from binary decisions when evidence is weak or inconsistent, utilizing web searches and executable checks to provide structured verdicts with calibrated confidence levels.