White-label GEO fulfillment is now a real market. How agency operators should decide between building, buying, and referring AI-search visibility work — and how to vet a partner.

Employers have stopped asking marketers for better prompts and started asking them to ship working agents. Here is the ladder agencies should be selling.

The week’s AI news had a consistent shape: shipping an agent got easier, and the hard parts got much clearer. Microsoft made always-on agents a consumer-default product. Search marketers argued the paid-search constraint was never budget. Two vendors put voice…

Retrieval regressions hide behind good-looking demos. Here is how to build a golden evaluation set, score retrieval with recall@k, MRR and nDCG, and gate RAG changes in CI.

Voice AI spent the last two years proving it could talk. In the third week of September 2026 the industry started arguing about something harder: who pays for it, and on what unit. Three announcements in three days — a…

Agency AI value is landing in reporting and operations, not creative. Here is the three-layer stack, the guardrails, and a four-step rollout that survives a real client portfolio.

Two announcements this week point at the same shift in paid media. Adlyse launched a platform whose agents watch campaigns in real time, evaluate more than a hundred possible actions, and execute authorised workflows — requesting human approval where the…

Mintlify, the IAB and a $1.8B funding round all pointed the same way this week: AI agents are now a primary audience for the content agencies produce — and customers are pushing back at the other end of the funnel.

Half precision, binary quantization, on-disk indexes, and re-embedding migrations: a practical cost-tuning path for pgvector-backed retrieval stacks.

AI agents now call enterprises on behalf of customers, not just answer them. What Pindrop BotStopper, Gemini 3.8 Live and warm handoffs mean for phone workflows.