Evidence Gatev0.0.2

When a DevOps engineer identifies a potential root cause like 'database connection pool exhaustion' during an outage, this skill can gate the claim by requiring evidence such as monitoring dashboards showing connection spikes, application logs with timeout errors, and comparison with baseline metrics. It ensures the diagnosis is backed by multiple data sources before recommending a restart or scaling action.

Before approving a production configuration change like 'increasing server timeout limits', the skill evaluates evidence obligations including performance test results, historical incident reports related to timeouts, and peer review approvals. It helps prevent unsafe deployments by flagging missing evidence like A/B test outcomes.

When an AI agent suggests 'deleting old user logs for GDPR compliance', the skill gates this by requiring evidence such as data retention policy documents, audit trail logs confirming data age, and legal team sign-offs. It ensures high-risk actions are justified to avoid regulatory penalties.

For a medical AI proposing 'the patient's symptoms indicate condition X', the skill requires evidence like lab test results, imaging reports, and differential diagnosis analysis. It blocks premature conclusions by highlighting conflicting evidence from patient history, promoting safer clinical decision support.

Before an AI recommends 'investing in a volatile stock is safe', the skill evaluates evidence obligations including market trend analyses, risk assessment models, and diversification plans. It downgrades the claim if only historical price data is available, guiding users to gather volatility metrics and expert consultations.

Offer this skill as part of a platform subscription for incident management tools, charging per active user monthly. It integrates with existing monitoring systems to provide auditable evidence gates, reducing mean time to resolution and preventing costly misdiagnoses.

Sell enterprise licenses to organizations in regulated industries like finance or healthcare, where evidence gating is critical for compliance. Revenue comes from one-time setup fees and annual maintenance contracts, with customization for specific regulatory frameworks.

Provide a free tier for individual developers or small teams with basic evidence gating, and premium features like advanced analytics and integrations for larger organizations. Monetize through upsells to paid plans that include priority support and enhanced security features.