When a Model Council Is Worth the Wait
A framework for using several AI models to review a small B2B practice's marketing: where a council helps, how to use its disagreement, and when to switch it off.
Navil Shah
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Several AI models, asked the same question at once, with one chairing and a person approving: that's a model council. It's cheap to set up and easy to overuse. This white paper sets out when a council improves the marketing decisions of a small B2B practice, and when it only adds waiting time.
It's based on a working council that went live on navilshah.com on 4 November 2026, and on that council's own answers when asked how it should be used.
What's inside
- Architecture: a chair, six read-only experts running in parallel on one subscription, a synthesis that keeps dissent, and a human approval gate.
- A decision map for ten marketing tasks, from claims review and positioning critique (worth a council) to drafting and technical SEO (not worth one).
- A two-gate operating loop: the council reviews the brief and the claims, and one model does everything in between.
- Six rules for disagreement, including "source or strike" and why a unanimous answer on a fact nobody can check should block a draft.
- Risks and mitigations: shared blind spots, consensus bias, invented facts, false authority, voice drift and process vanity.
- The Indian context: handling content on DPDP, CERT-In, RBI and NPCI, SEBI CSCRF and GST e-invoicing, where the regulator's own text settles every claim.
- A 90-day measurement plan that separates what can be credited to the council from what can only be observed.
- Kill criteria, set in advance, for shrinking or switching off the council.
It's eight pages, with a checklist for setting up your own.