1
Source evidence
Quote, document, record, or structured input.
Defensible output
The answer is only the beginning.
MCOS preserves the evidence behind consequential outputs: source material, deterministic facts, calculations, validation results, policy checks, approvals, and the execution record needed to reconstruct the run.
9-section
Audit PDF
review-ready evidence
10
Query templates
compliance prompts
Scoped
Recorded support
source links and qualifications
Source-
grounded
verbatim evidence
Review-
ready
audit evidence export
Evidence chain
Make the conclusion reconstructable.
Generated explanations are not a substitute for provenance. The operating record should show the evidence, procedure, validation, and authority that produced the decision.
2
Deterministic facts
Figures and fields retained before model interpretation.
3
Protocol reasoning
Recommendations operate on grounded facts and explicit rules.
4
Validation
Reconciliation, constraints, approvals, and exceptions are recorded.
5
Decision record
Reviewers can reconstruct what happened and why.
Capabilities
The trail behind every finding.
Trace viewer
Inspect the agent stages, checks and reconciliation events retained for the selected supported path. Confirm trace coverage for the protocol and export.
Evidence chain
Inspect the source references and quotations retained with a finding, alongside its interpretation, qualifications and open questions.
Semantic queries
Natural-language audit queries powered by self-hosted embeddings inside the customer tenant.
Audit templates
10 pre-built compliance queries for grounding, contradictions, ROI, severity, and recommendations.
Audit-readiness PDF
9-section export designed to preserve source evidence, validation results, calculations, approvals, and change history for review.
Source-cited output
Inspect the documented source support, selected checks and recorded decisions within the supported workflow. Repeating supported checks requires the source companion, specified rules and a compatible receiver.
Architecture-aware
Query engine understands the validation and reconciliation step, cross-call context, and L2 data types.
Review questions
Ask the record what happened.
Review templates help finance, compliance, operators, and auditors examine the run without relying on a narrative reconstruction after the fact.
Evidence Grounding
Findings asserted without verbatim source quotes.
Financial Anchoring
Dollar figures not snapped to L2-verified calculations.
Contradiction Detection
Contradicting findings the validation step should reconcile.
Cross-Call Consistency
Financial figures that drift across multiple analyses.
Stakeholder Attribution
Quotes attributed incorrectly to speakers.
Hallucination Audit
Fabricated or unsupported terms.
Severity Calibration
Severity assignments inconsistent across runs.
Recommendation Rationale
Recommendations without supporting evidence.
Cost Driver Provenance
Cost drivers that cannot trace to source statements.
Decision Reversal Trace
Where the protocol overrode a finding and why.
Review context
Evidence designed for scrutiny.
Finance review
Preserve cost evidence, calculations, methodology, approvals, and decision provenance for accounting-policy assessment.
Audit & compliance review
Provide source grounding, execution records, validation results, control evidence, and change history reviewers can inspect.