Audit-Ready by Design

Talk to Your Documents. Audit-Ready by Design.

Fast, defensible AI answers from your contracts and policies. We help finance, risk and compliance teams instantly find, trust and defend answers in complex documents - with full traceability, measurable quality, and governance that stands up to auditors.

What Finance, Risk & Compliance Teams Get

Defensible Answers in Minutes, Not Days

Handle complex client and regulator questions with audit-ready responses backed by exact clauses and document references you can show to auditors.

Less Manual Document Review

Cut hours of manual contract and policy review for your senior experts. Free them from repetitive search and copy-paste across complex documents.

Confidence Under Audit

Every answer comes with a clear evidence trail and version history. Show auditors exactly where it came from and how it was generated.

Production-Grade Reliability

Quality is measured and monitored continuously: you see performance metrics, regression results, and alerts when something drifts. Not a proof-of-concept that works "most of the time."

For Teams Working with Mission-Critical Documents

Finance & Treasury / CFO Office

Credit agreements, covenants, limits, reporting requirements. Instant answers on loan terms, financial policies and regulatory reports - defensible and traceable.

Risk & Compliance

Regulatory requests, internal policies, audit reports. Respond to regulators faster with defensible answers backed by exact policy clauses and full evidence trail.

Legal Teams

Contract analysis, clause comparison, due diligence. The same audit-safe approach for legal documents where accuracy and traceability matter.

Investment & Asset Management

Fund docs, side letters, ESG disclosures. Investment teams use similar workflows to answer questions across complex document sets under audit pressure.

How We Ensure Quality in Production

1

What We Log

Full audit trail for every answer: prompts, retrieved documents, model version, document versions.

  • Query and retrieval logs
  • Source document references
  • Model and config versioning
2

How We Test

Golden question sets and regression suites run before every change to critical workflows.

  • Golden datasets
  • Regression on critical scenarios
  • Faithfulness & hallucination checks
3

How We Monitor

Dashboards, alerts, and quality thresholds integrated into production monitoring.

  • Quality trend dashboards
  • Alerts on degradation
  • SLO/SLA thresholds

Real Metrics from Production Systems

Baseline metrics from a production Investment Document Analysis system (Canada).

Retrieval Quality

Retrieval Accuracy 0.96
Faithfulness 0.917
Relevance 0.848
Correctness 0.891

Answer Quality

Answer Correctness 0.89
Faithfulness Score 0.92
Context Recall 0.88
Hallucination Rate 0.03

Discovery → Build → Run

P1
Feasibility Snapshot
$5,000
5 business days

Quick assessment of data readiness and use-case suitability with clear go/no-go recommendation.

P2
Readiness & Risk Assessment
$15,000
2-3 weeks

Comprehensive assessment of your documents, workflows and controls. Identify high-value use cases.

P3
Architecture & Roadmap
$30,000
3-4 weeks

Complete architecture and roadmap that makes Build the natural next step. Tailored system design for your documents.

Full Discovery
P2 + P3 Combined
$40,000
5-7 weeks

Complete Discovery program for mature organizations ready for enterprise implementation.

Talk About Your Documents

30-minute call to discuss your contracts, policies and document workflows. We'll determine which Discovery product fits your organization.

Talk About Your Documents