Most marketing teams have had the same relationship with their agencies for years: brief goes in, work comes out, invoice arrives. The agency owns execution; the client owns strategy and approval. That division made sense when execution required specialised skills and expensive tools that weren't available in-house. It's a harder model to justify when an AI platform can produce on-brand copy, images, and video in hours rather than weeks, at a fraction of the per-piece cost.
What agencies were actually solving for
Agencies solved four problems for their clients: creative talent, production capacity, specialist tools, and brand distance (the outside perspective that prevents echo-chamber thinking). AI tools are replacing the first three at significant scale. Creative talent for execution-level work, production capacity, and specialist tools are all now accessible to in-house teams that would previously have needed an agency to access them.
Brand distance, the external perspective, is not something AI replaces. That's still a genuine reason to use an agency. The problem is that most agency relationships bundle all four services together, and most clients pay for all four whether they need them or not.
The new agency brief
The brands recalibrating their agency relationships most successfully are doing so by being explicit about what they still genuinely need from outside. For most mid-size marketing teams, that looks like:
- Campaign strategy for major pushes, the thinking, not the execution
- Creative direction for brand-defining moments, product launches, rebrands, flagship campaigns, where the creative concept itself is the value
- Specialist production for content types that genuinely require high-end human craft, live-action video shoots, bespoke illustration, high-stakes editorial
- Periodic brand audits, an outside eye on whether your brand is holding up across channels, not just whether individual pieces are on-brief
Everything in between, the campaign adaptations, the social variants, the channel-specific formats, the evergreen content, moves in-house, supported by AI production tools.
What this means for agency contracts
Retainer agreements built around monthly output volumes are increasingly poor value when in-house AI production can handle volume at low marginal cost. The shift most teams are making is from output-based retainers to project-based or value-based arrangements: pay for the strategic and creative work, which has genuine scarcity, rather than for execution volume, which doesn't.
Some agencies are adapting, repositioning as strategic and creative partners rather than production houses. Those relationships tend to get more productive for both sides. Agencies that resist the repositioning and continue to compete on execution volume will lose that battle, because in-house AI tools will win it.
The transition requires in-house capability first
It's worth being direct about the sequencing here. Cutting agency volume before your in-house AI production workflow is genuinely functional is a mistake. The typical transition for a mid-size brand takes three to six months: a period where agency and in-house production run in parallel, the in-house workflow is tested and refined, and then the balance of work shifts gradually.
The benchmark most teams use: when your AI-assisted in-house workflow can produce content that passes your own brand review at 80 percent of the quality you'd expect from an agency, you're ready to shift the volume. At 90 percent, you're ready to reduce the agency relationship significantly.
What to do this quarter
Audit your current agency spend against the framework above. For each category of work you're currently outsourcing, ask honestly: is this something we could now produce in-house with AI tools? If yes, is there a reason we're not? The answer often reveals more about internal process gaps than about genuine agency dependency. Fix the process gap. Reduce the agency spend. Reinvest in building the in-house capability.
Further reading
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