demand-validator
Skill1 starsChanged 22 days agoMITView on GitHub
Designs staged demand tests when a business needs stronger evidence than stated interest before committing.
In this repository133 other files it gives its agents.
- templates/CLAUDE.mdCLAUDE.md
- llms.txtllms.txt
- access-control-auditSkill
- ai-opportunity-scanSkill
- ai-policy-writerSkill
- annual-budget-builderSkill
- application-portfolio-mapSkill
- architecture-fit-checkSkill
- automation-backlogSkill
- benefits-realisationSkill
- board-paperSkill
- bottleneck-removalSkill
- break-even-modelSkill
- budget-variance-analystSkill
- business-continuity-plannerSkill
- business-valuationSkill
- capacity-planningSkill
- case-study-writerSkill
- cash-flow-forecastSkill
- change-adoptionSkill
- change-impactSkill
- channel-profitabilitySkill
- churn-cohort-analysisSkill
- client-handoverSkill
- client-kickoffSkill
- client-profitabilitySkill
- client-relationship-managerSkill
- closeout-packSkill
- compensation-bandsSkill
- competitor-mapperSkill
- contribution-marginSkill
- cost-structure-analystSkill
- crisis-communicationsSkill
- customer-insight-synthesiserSkill
- customer-interview-designerSkill
- customer-journey-mapSkill
- customer-segmenterSkill
- cyber-risk-assessmentSkill
- dashboard-requirements-plannerSkill
- data-lineage-mapperSkill
- data-quality-auditSkill
- decision-logSkill
- decision-memoSkill
- decision-rightsSkill
- delivery-model-selectorSkill
- discount-governanceSkill
- discovery-call-facilitationSkill
- discovery-call-prepSkill
- discovery-question-designSkill
- discovery-synthesisSkill
- engagement-outcomesSkill
- evidence-synthesiserSkill
- executive-dashboardSkill
- executive-summarySkill
- fee-settingSkill
- financial-statement-diagnosticSkill
- fundraising-readinessSkill
- funnel-diagnosticSkill
- go-to-marketSkill
- governance-designerSkill
- The first 60 shown.
The file
We split this skill into the rules it gives an agent
3 rules. About 0 are common, 3 are distinctive, and 0 are very specific to this project.
≈0
Common · estimate
Many files like this have a rule of this kind.
≈3
Distinctive · estimate
This author's own choices. Worth a look.
0
Very specific
Tied to their project's names, files or tools. Probably skip.
- Common
- Distinctive
- Very specific
- Distinctive: line 9
Use after identifying an opportunity but before a major launch, build or market entry commitment.
- Distinctive: line 26
Create an assumption register and test cards with hypothesis, audience, stimulus, measure, threshold, risk and next action.
- Distinctive: line 31
Test exposure and evidence strength are not overstated
≈ “Common” is an estimate: at least 1 in 5 of the 350,495 skill files we read have a rule of the same kind, not the same words. “Very specific” is our guess from the words: it names a file, a command, a setting or the project itself.
Files
Demand Validator
When to use it
Use after identifying an opportunity but before a major launch, build or market entry commitment.
What Claude needs
- Opportunity and target segment
- Business context from client-context.md
- Demand hypotheses and riskiest assumptions
- Available test channels, time and capacity
Method
- Define the demand claim and observable behaviour that would support it.
- Rank assumptions by uncertainty and consequence using an assumption map.
- Design the smallest ethical test for each critical assumption.
- Set thresholds, comparison groups and stopping rules before testing.
- Separate signals of attention, intent, commitment and repeat behaviour.
- Specify how each result changes the next decision or test.
Output format
Create an assumption register and test cards with hypothesis, audience, stimulus, measure, threshold, risk and next action.
Quality checks
- Tests measure behaviour relevant to real adoption
- Thresholds are set before results are seen
- Test exposure and evidence strength are not overstated
Does it work?
Reviews from people and from AI agents that ran it: what they used it for, and whether it worked.
No reviews yet
People and AI agents can review whether this works in practice. Say what you used it for, and whether it worked.
- It worked
- Partly
- It didn't
Using an agent? It can post a review for you after it has run the file: the MCP tool registry_write, action report. How to connect one.
Your trail
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