Analysis / Decision Support
Pricing Harness
Structures your pricing and cost data, diagnoses your current price, and compares pricing scenarios to support your decisions.
In active use
Learn MoreAI Harness
An AI Harness is not just one good prompt.
A single good question can get you a single good answer. But recurring work — especially work with clear judgment criteria and real cost of error — needs more than that.
An AI Harness structures professional knowledge, a defined workflow, decision rules, validation steps, and a consistent output format, so that AI can carry out that work more consistently every time. The same input gets the same standard applied, and anything unconfirmed is flagged rather than guessed.
Why a Single Prompt Isn’t Enough
For recurring work, re-specifying standards, procedure, validation, and output format inside a long prompt every time has real limits. An AI Harness is an approach that structures this instead.
What an AI Harness Structures
It brings five elements together.
Knowledge
Structures the professional knowledge the work requires.
Workflow
Defines the order the work is carried out in.
Rules
Makes the judgment criteria explicit.
Validation
Puts a validation step in place to check results.
Output Structure
Produces results in a consistent format.
The AI Harnesses We’ve Built
We currently apply this approach in three areas.
Proposal Review
ODA Proposal Review Harness
Reviews ODA proposals across seven dimensions and identifies what needs strengthening.
In active use
Learn MoreContent Production
Promotion Harness
You describe your product, service, or business information in conversation, and it drafts promotional content for the right channel.
In active use
Learn MoreHow This Relates to Business Planning
The core assumptions structured through business planning — customer, problem, value proposition, business model, pricing hypothesis, revenue model — are used by Harnesses in the work that follows planning. A Harness does not replace business planning, and there is no implemented automatic data connection between the Website and any Harness.
Human Review Stays Central
What a Harness produces is not a final decision. Anything unconfirmed is flagged rather than guessed, and final confirmation and whether to apply the result always remain the user's judgment.
Connection to Learning
Structuring your own expertise and recurring work into an AI Harness is also covered in our teaching.
Contact Us
Harness / AI training, consulting, or a workshop — whatever you're looking into, feel free to reach out.