Every agent is a
governance risk.
AI agents are deployed across every function. Without a human control layer, each one creates exposure — legal, financial, regulatory, and reputational.
Unauthorized commitments become binding contracts.
A customer service AI agent offers a $4,500 service credit and contract extension to retain a churning customer — well outside its authorized spend limit. The customer accepts. The commitment is now legally binding with no human ever in the loop.
Risks without Outhora
How Outhora helps
Outhora intercepts the action before the commitment is made, routes the request to an authorized account manager, and returns a signed receipt when approved — with full reasoning captured.
Relevant regulations
788 rejected applicants. Zero documentation.
An AI recruiting agent narrows 800 applications down to 12 automatically. The 788 rejected candidates never receive a second look. If demographic bias was embedded in the filter logic, no one knows — and no record exists to defend a hiring decision in court.
Risks without Outhora
How Outhora helps
Outhora flags statistically anomalous filtering patterns, requires human review at key decision points, and creates a defensible audit trail documenting the reasoning behind every outcome.
Relevant regulations
$44,000 over the approved limit — logged as routine.
A procurement agent initiates a $94,000 purchase order — $44,000 above the approved threshold. The finance team is offline. The agent logs it as a routine transaction and moves on.
Risks without Outhora
How Outhora helps
Outhora enforces spending policy at the decision point, intercepts the PO before it is committed, and escalates to the authorized approver with the full context needed to decide quickly.
Relevant regulations
Auth changes pushed to main. Three security warnings ignored.
A coding agent completes a large refactor across 47 files — including the authentication layer — and pushes directly to main with no peer review. Three high-severity security warnings appear in the diff. Test coverage dropped 4%.
Risks without Outhora
How Outhora helps
Outhora catches security policy violations before merge, requires engineer sign-off for auth-layer changes, and generates a tamper-evident record of what changed and who approved it.
Relevant regulations
3 months of customer data deleted in 9 seconds.
A database migration agent is tasked with cleaning up legacy records. It deletes 3 months of customer data in 9 seconds. No backup trigger fired. No authorization existed. No record was created.
Risks without Outhora
How Outhora helps
Outhora stops unauthorized bulk data operations, requires explicit human approval with defined scope, and documents the full decision chain before any irreversible action is taken.
Relevant regulations
40% medication increase written directly into the care plan.
A clinical AI agent recommends a 40% increase in a patient's medication dosage — outside standard protocol for the condition — and writes it directly into the care plan. No physician reviewed the recommendation.
Risks without Outhora
How Outhora helps
Outhora requires physician approval for any clinical recommendation outside defined parameters, creates a signed receipt documenting the decision, and prevents out-of-range actions from being committed.
Relevant regulations
Non-standard indemnification clause. Ready to execute.
A legal AI agent drafts a contract with a new supplier and marks it ready to execute. The indemnification clause is non-standard and exposes the company to significant liability. No attorney has reviewed it.
Risks without Outhora
How Outhora helps
Outhora catches non-standard contract terms against your organization's playbook, requires attorney review before execution status is set, and maintains a signed decision record.
Relevant regulations
Your use case not listed?
If your agent touches third-party data or makes decisions that impact your business, Outhora can govern it. Get a free AI liability assessment.
Get a free liability assessment