AI is moving from answering questions to doing real work. Cognito Agora is the infrastructure that verifies AI output before anyone acts on it.
Constitutional enforcement infrastructure for the autonomous agent economy.
THE PROBLEM
Confident isn't the same as correct.
AI outputs can hallucinate, drift, contradict earlier answers, and offer no proof of why they should be trusted. Today too many outputs are accepted because they sound confident, not because they've been independently verified. As AI moves into higher-stakes work, that gap becomes untenable.
THE SOLUTION
Core UNUM verifies AI output before it becomes operational truth.
Core UNUM sits between AI systems and real-world use. It treats every important output as a claim that must be checked, verified, and governed, then released, held, corrected, restored, or rolled back. Not a chatbot. Not a model. The enforcement infrastructure around AI that decides whether an answer is ready to be trusted.
PROOF LAYER
Proof, not promises.
Proof-backed receipts
See exactly why an answer was released or held.
Green Vault
Verified outcomes preserved for consistent, trusted reuse.
Independent verifier paths
Higher-risk claims are checked by independent verifiers.
Audit trail & restoration
Full traceability, audit readiness, and the ability to reverse.
PRODUCTS
Flagship
Core UNUM
The flagship infrastructure that verifies, governs, and proves AI output before it is trusted or acted on.
Consumer Product
The Ops Detector
Real-time intrusion detection for macOS, with a read-only iPhone companion that surfaces your Mac's security posture at a glance.
WHO WE SERVE
Built for work where being wrong is expensive.
01
Enterprise AI Teams
Scale copilots and agents across the organization without re-checking every output by hand.
Also built for AI platform companies, legal & compliance teams, and healthcare & safety-critical systems.
03
Legal Teams
Answers grounded in your own matters and real authority-never an invented case, never unverified citation
02
Regulated Industries
Meet consistency and audit obligations as AI moves into core workflows.
04
Government & Defense
Deploy AI in high-stakes operations with outputs that are verifiable and accountable.
Common questions
What is Core UNUM, exactly?
Enforcement infrastructure between an AI system and real-world use. It treats every important output as a claim to be verified, governed, and either released with proof or held.
Is it a model or a chatbot?
Neither. It wraps around your existing AI, it doesn't generate answers, it decides whether one is trustworthy enough to release, reuse, or act on.
How does it decide what to trust?
It checks each claim against evidence, weighs source authority, routes higher-risk claims through independent verifiers, and blocks unsupported answers.
What do we get back for each answer?
A proof-backed receipt showing why an output was released or held, plus a durable record in the Green Vault for verified reuse.
Can unsafe results be reversed?
Yes, held, corrected, restored, or rolled back, so an unsafe output never becomes permanent.
Request a technical walkthrough.
Tell us about your AI systems and where verification matters most. We'll follow up to set up a walkthrough or a design-partner discussion.