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.
app.corsac.ai  ·  managed review  ·  clinical-asst · citation accuracy
Highclinical-asstcitation accuracy r_8c0d 4m ago
Cited dose 250mg, source says 25mg
2 expected tokens missing · 1 unexpected token added
Similarity
62%
Confidence
0.71
Approve A Reject R Route to Dr. Rao N
Model output
Actual
Take 250mg of metformin twice daily after meals.
Expected
Ground truth
Take 25mg of metformin twice daily after meals.

Side-by-side diff, routing, and approval — captured as evidence

Routing

Send the hard cases to Corsac, automatically.

Keep your own reviewers on the work they should own. Anything outside their scope — low confidence, sensitive intent, or simply a domain you have not staffed — falls through to Corsac managed reviewers as the catch-all. No queue is ever unattended.

app.corsac.ai  ·  settings  ·  routing
Routing
Decide who catches flagged eval items.
Single catcher Rule-based
Rules run top to bottom — first match wins. Anything else falls through to the catch-all.
1PII leaks → Adrian, fast
WhenTone & SafetyandPII redactionRoute toAKAdrian K.within1 hour
2Tool-use breaks → Thomas
WhenTool-UseandTool arg shapeRoute toTRThomas R.within4 hours
3Slack misposts → ops
WhenSlack agentandWrong channelRoute toOPOps on-callwithin1 hour
Catch-allAnything not matched goes toCRCorsac managed reviewers
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
Agent QA Audit

A grounded stamp for agent safety.

Corsac maps your agent against the same frameworks enterprise procurement, regulators, and security teams already recognize. The report holds up in a vendor review without you defending a bespoke methodology.

Attestation
Corsac Agent QA Audit
Senior auditor signed · valid 12 months
Scope
Production agents + eval set
Frameworks
NIST · AILuminate · OWASP
Engagement
Starts within 2 weeks
Duration
3–6 weeks
attestation.pdfSHA-256 verified

Mapped to frameworks your buyer already trusts.

NIST AI RMF 1.0Baseline
U.S. NIST

Govern · Map · Measure · Manage. The baseline cited by federal agencies and enterprise procurement.

Source
MLCommons AILuminate v1Benchmark
MLCommons consortium

Adversarial benchmark across 12 hazard categories for LLMs and VLMs, with hazard-level scores.

Source
OWASP Top 10 for LLM AppsAppSec
OWASP Foundation

Application-layer risks: prompt injection, insecure output handling, training data poisoning, model DoS.

Source
ISO/IEC 42001:2023Cert path
International Org. for Standardization

AI management system standard. The certifiable counterpart to SOC 2 / ISO 27001 for AI controls.

Source
What you walk away with
  • Signed PDF attestation with auditor name, scope, and validity period
  • Findings mapped against each framework's controls (gap, partial, met)
  • AILuminate hazard-category scores with confidence intervals
  • Reproducible test bundle: datasets, rubric, and run config
  • Corsac attestation badge for your marketing site
How the audit runs
  1. 1
    Scoping
    Week 1
    NDA, framework selection, surface map.
  2. 2
    Testing
    Weeks 2–4
    AILuminate hazards and OWASP LLM probes against your live agent.
  3. 3
    Mapping
    Week 5
    Findings mapped to NIST AI RMF and ISO/IEC 42001 controls.
  4. 4
    Attestation
    Week 6
    Signed report, badge, and a remediation plan.
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 audit findings — all on the Corsac platform.

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 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.