25 min
to a competitive analysis that used to take weeks
Client-reported: 171 sources synthesized into one competitive artifact in roughly 25 minutes. Reported by the client; framed as time-to-artifact, not a business-outcome metric.
The problem
The operations director could not name more than one competitor, because strategic research was permanently crowded out by daily operations.
How it worked before
Strategic and competitive research simply did not get done. With lean resources, positioning work was pushed aside indefinitely in favor of operational firefighting.
What we built
A documented prompt-and-analysis workflow that runs competitive positioning on demand — pulling and synthesizing sources into a single structured intelligence artifact.
What changed
A resource-constrained team gained strategic intelligence — competitor strengths, weaknesses, and positioning gaps — that previously would have required weeks of work or outside consultants.
System shape
Inputs
Basic positioning inputs + a defined competitor set
Processing
Documented prompt workflow + multi-source synthesis
Outputs
One structured competitive-intelligence artifact (171 sources)
Method
- 1Map: identify that strategic research was the missing capability, not a missing tool
- 2Structure: encode the positioning questions into a documented, repeatable prompt workflow
- 3Implement: run multi-source synthesis into a single competitive artifact
- 4Adapt: rerun on demand as the market and competitor set change
Constraints
- Non-profit-level resources and staffing
Our role
Acted as lead operator, directly extracting tribal knowledge and configuring the AI architecture.
Why this is anonymized
Client identity is withheld under engagement confidentiality. The metrics are real and verifiable in a private reference call.
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