As clients started asking their agencies how to appear in ChatGPT, Gemini, Claude, Grok and Perplexity answers, most agencies faced a build-or-buy decision: develop AEO capability in-house (specialists, prompt-sampling tooling, reporting methodology) or partner with a specialist who delivers behind the scenes. White-label AEO is the buy option with the agency's brand on every deliverable.
How the model typically works
- The provider works under NDA and never contacts the agency's clients directly.
- Deliverables (audits, monthly reports, roadmaps) carry the agency's branding and templates.
- Pricing is wholesale per deliverable or per managed client; the agency sets its own retail margin.
- The agency owns the client conversation; the provider supplies the work and the talking points.
- Optionally, the provider joins client calls as part of the agency's team.
The trade-off is strategic: a partner delivers specialist quality immediately with no fixed cost, while an in-house team takes longer and costs more but becomes an agency asset. Agencies evaluating providers should ask for a pilot audit, the measurement methodology, and honesty about the probabilistic nature of AI answers — guarantees of specific answers are a red flag in this market.