The problem
When a new client signs, or a new project drops, the agency receives scattered documentation, vague briefs, historical assets, and raw research. An Account Manager or Strategist has to spend days manually auditing this, synthesizing context, mapping it to agency frameworks, and creating actionable briefs for the delivery team. It's unbillable (or low-margin) administrative heavy-lifting that burns senior capacity before the real work even begins.
Who is this for?
Agency Founder / Head of Strategy
Accountable for agency utilization rates, profit margins, and the quality of strategic output. Tired of seeing the team burn out at the start of every massive project because of the sheer volume of manual auditing and brief synthesis required.
Every realistic way to build this
Ordered from lowest to highest effort. Step through each one to see what's involved.
The Manual Strategy Tax
Asset Dump
Client drops a messy Google Drive link full of unstructured historical data.
Ad-Hoc LLM Uploads (ChatGPT/Claude)
Clean Data
Strategist manually selects the most relevant PDFs.
Autonomous Discovery Agent
Data Provisioning
Client data is uploaded securely to the agent's context window.
Quick comparison
| The Manual Tax | LLM Chat Tools | Discovery Agent | |
|---|---|---|---|
| Time to First Draft | 1-2 Weeks | 1-2 Days | 1-2 Hours |
| Output Consistency | Low | Medium | High |
| Protects Margins | No | Partially | Yes |
| Requires Build | No | No | Yes |
Stop billing for administration under the guise of strategy.
If you run an independent agency, your margins are everything. Every hour a senior strategist spends reading a disorganized PDF or manually mapping a tech stack is an hour they aren't generating high-value insights. Chat tools are a great band-aid, but deploying an Autonomous Discovery Agent fundamentally changes the unit economics of how an agency scales.
Sorna Labs builds custom discovery and onboarding agents for digital, creative, and CX agencies. Let's look at your frameworks on a quick call.