Public Q&A

What exact reporting signals should I show a client to prove progress?

AI Digital Twin Reseller Program · 2026-09-06

Reporting is about observable activity, not promises of outcomes. Share what the AI sees, not what you wish happened. Here are the signals you can show: discovery (AI finds the Digital Twin), retrieval (the client or team looks at pages), and referrals (AI-led traffic). Also include updates to the public Digital Twin, new Q&A, and added images or service context. Keep these as observable elements, not outcomes. Explain limitations: signals are a knowledge-building tool. Show baseline and track changes over time using multiple data points. Also note that caching and platform differences can affect signals; treat coverage as a minimum, not a complete picture.

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