Managed Review

Expert judgment where approval-grade AI needs it.

Managed Review is where Corsac brings in expert judgment for custom eval creation, domain human scoring, review queue outsourcing, and formal agent QA audits. It is the human layer behind defensible workflow approval.

What Managed Review covers

Four offers, one judgment layer.

Managed Review is not a directory and not a services wrapper. It is the Corsac layer for the judgment work the platform cannot automate away.

01

Custom eval creation

When the library pack does not fit, Corsac brings in domain judgment to build the right cases, edge conditions, and acceptance criteria for your workflow.

Custom casesWorkflow-specific rubricsAcceptance criteria

02

Domain human scoring

Use Corsac-managed reviewers as the human judge layer on top of your existing eval set or a Corsac pack, with rationale captured directly on the platform.

Human scoringReviewer rationaleSeverity bands

03

Review queue outsourcing

If your production or evaluation queue needs staffing, Corsac can triage the cases that require human review while keeping the workflow artifact intact.

Routed reviewsDecision trailQueue coverage

04

Agent QA audit

Run a formal review of your agents and eval set to verify coverage, thresholds, and decision readiness. This is the approval-grade layer Corsac can standardize over time.

Audit briefCoverage findingsApproval recommendation

From judgment to infrastructure

The long-term asset is not the reviewer. It is the standard.

Corsac converts human judgment into measurement infrastructure: cases, rubrics, review decisions, and audit artifacts that can be rerun and defended. That is how agent QA becomes a standard rather than a one-off exercise.

Cases

Real workflow examples, including the edge cases that matter

Rubrics

How domain judgment becomes a repeatable scoring system

Scoring axes

What must be measured before an agent is approved

Review decisions

Captured judgment, thresholds, and sign-off state

Reusable assets

Every decision becomes material for the next run

Is Managed Review a marketplace?

No. Managed Review is the Corsac operating layer for expert judgment. It exists to build evals, score outputs, staff queues, and produce approval-grade QA artifacts.

When should a team use Managed Review instead of the Eval Library?

Use the Eval Library when a Corsac pack fits. Use Managed Review when you need custom evals, domain scoring, queue staffing, or a formal agent QA audit.

What does the buyer keep?

The resulting cases, rubrics, scoring axes, review decisions, and audit artifacts stay in Corsac so they can be rerun, reviewed, and defended later.