Confidence Engineering is the practice of constructing the machine's belief that your brand is safe to name, by repairing the four layers that belief is built from: identity, coverage, corroboration, and variance.
Field notes from live engagements. Observations, experiments, diagnostics, and evolving methodology. Every claim carries a receipt; every framework had to explain reality before it was allowed to improve it.
A brand ChatGPT had never named, cited in 37% of the answers its buyers read, ninety days after the first shipped fix. The mechanism, the agentic system that did the work, and a six-step audit to run on your own brand.
An original study. 900 samples, full methodology, published data.