Fusion Sentinel
A coin doesn't choose which side lands up. Physics does.
LLMs don't choose to discriminate, violate policy, or diverge from your goals.
Their internal structure requires it. They can't see it happening. They can't stop it.
Neither could you, until Sentinel.
The Cost of Failure: Real Incidents, Real Losses, Real Liability
Jan 29, 2026
Data Breach
Match Group (Tinder, Match.com, Meetic, OkCupid and Hinge)
$MMs
estimated impact
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Jan 21, 2026
Data Breach
CloudFlare, F5, AWS, Palo Alto Networks and many Fortune 500 Companies
$MMs
estimated impact
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Observability is not a one-time task
Sentinel is built for continuous operation
The Sentinel Workflow
Three Dimensions That Rely on Their Own Proven Methodology
Demographic Imbalance
Statistical Rigor
Chi-square and Cramer's V shifted conversations from 'I think it's biased' to 'here's the p-value.'
Policy Adherence
Severity Grading
Teams stopped fighting over binary pass/fail and started prioritizing by severity.
Goal Convergence
Divergence Taxonomy
Naming the five failure patterns gave teams a shared vocabulary for conversation quality.
The Math Is Simple
Prevention Costs Less Than Crisis
| Average AI Incident Cost | $4.5M |
| EU AI Act Penalty | 6% Gross Revenue |
| Savings Using Our Framework | $50M+ |
One prevented incident pays for years of protection. The question isn't if you can afford it, the question is if you can afford not to have it.