A boutique consulting team was drowning in admin. Instead of hiring two people, we built an AI-augmented operating system that gave them the leverage of a 25-person firm — without changing what they sold.
The agency was excellent at its craft and chronically late with everything else. Proposals slipped, status updates got patched together, and senior consultants were doing junior coordinator work because the system around them couldn't carry it.
The temptation was to bolt on another SaaS tool. We did the opposite — we removed three.
We built a Notion-anchored operating layer with three levels of intelligence.
Layer 1 — Truth. A single source for clients, projects, deliverables and people. No alternative records anywhere.
Layer 2 — Templates. Pre-shaped artifacts (proposals, status notes, scoping briefs) so consultants started 70% of the way through the work.
Layer 3 — AI assistants. Purpose-built prompts (not generic chatbots) for the four highest-friction tasks: proposal first drafts, weekly status compilation, meeting prep, and client recap notes.
The technical work was the easy half. The hard half was psychological — getting senior consultants to trust a first draft they didn't write themselves. We solved this by letting AI handle structure and humans handle judgement. AI never spoke to a client directly. It just made sure the human had a finished skeleton instead of a blank page.
"The agency stopped feeling busy. We finally had time to think about the work, not just produce it."— Managing Director
Three months in, proposal throughput more than doubled. Twelve hours a week came back to each person — and most of it went into thinking, not more output. The agency took on two new retainers without growing the team.
The lesson: the win isn't AI doing your job. It's AI clearing the runway so the human can do the part only a human can.
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