Agencies

The headcount ceiling

Agency growth hits a predictable ceiling: more clients require more people, more people reduce margins, reduced margins require more clients. The model is linear by design, and most agencies accept this as the cost of doing business.

The agencies that break this ceiling are not the ones using AI to write content faster. They are the ones that have redesigned their production workflow so that AI handles the repeatable parts and the team focuses on the work that requires judgment.

What usually goes wrong

• AI tools are adopted by individuals rather than built into shared team workflows
• Content production is fast in isolation but slow end-to-end because review, revision, and approval cycles are not redesigned to match
• Brand voice consistency breaks down when different team members use different prompts and different tools
• Client onboarding varies across account managers, creating inconsistent experiences and longer ramp times
• Reporting and documentation is produced manually at the end of every project, taking time the team does not have

How I help

Map the full production lifecycle — from brief to delivery — before recommending where AI fits.

• Assess your production workflow, quality review process, and client communication systems
• Identify where the output-to-input ratio is lowest and where AI can increase throughput without reducing quality
• Map a shared AI workflow design that standardizes the repeatable work and protects the irreplaceable parts

Where AI and systems design actually help

• Shared prompt libraries and style guides that lock brand voice across the team and across clients
• Briefing-to-draft pipelines that reduce the time from approved brief to first draft without removing editorial judgment
• Review and revision workflows that are redesigned for AI-assisted production, not retrofitted from manual processes
• Client onboarding documentation and communication templates that create a consistent experience at scale
• Project and performance reporting automation that pulls from structured data and reduces end-of-project crunch

What you get

A production workflow audit, a shared AI systems design for your highest-volume deliverable type, and a team adoption plan that does not require everyone to learn new tools at the same time. Built for agencies that compete on output quality and delivery speed.