Before You Hire a GEO Agency: 4 Green Flags and 5 Red Flags
How to evaluate a GEO agency before you sign. Four green flags, five red flags, and the baseline evidence any credible AI search partner should show you first.
Aug 2, 2026•25 min read
Agentic Experience Engineering
Also known as: Thread-Based Agentic Experience Engineering, TBE + AXD, Agentic Product Engineering
Unified framework connecting Thread-Based Engineering (governance) with Agentic Experience Design (trust). Maps thread autonomy levels (B through Z) to supervision patterns (in-the-loop, on-the-loop, out-of-the-loop). Quality gates become trust signals. Thread lifecycles become conversation flows.
Canonical resource
/blogs/thread-based-agentic-experience-engineering-tbe-meets-axdArticles (1)
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