Knowledge/document-intensive

Evidence-backed client assessment

A compliance advisory firm

Discuss an AI Advisory SprintView all illustrative scenarios
1. Business situation

Evidence-intensive assessment and report preparation

A compliance advisory firm prepares client assessments and reports using policies, contracts, questionnaires, evidence files, prior reports, and internal review checklists. Senior professionals spend substantial time locating relevant information, reconciling inconsistencies, and preparing first drafts.

3. Stakeholders examined

Practice, professional review, and information governance

  • Practice or engagement leader
  • Senior reviewer or subject-matter expert
  • Security, privacy, or information-management owner
4. Representative information reviewed

Approved, representative evidence and controls

Engagement templates, anonymized representative documents, assessment checklists, prior report structures, review procedures, access rules, and document-version practices.

5. Up to three candidate opportunities

Source-linked retrieval, comparison, and first-draft assistance

  1. Retrieve relevant passages from approved documents and show their sources.
  2. Compare evidence against an assessment checklist and flag missing or conflicting information.
  3. Prepare a source-linked first draft or evidence summary for professional review.
6. Trust and governance boundaries

Client segregation, source visibility, and professional accountability

  • Keep each client’s information segregated.
  • Limit retrieval to approved repositories and user permissions.
  • Display document, section, date, and version where available.
  • Require professional review of every conclusion and deliverable.
  • Do not make autonomous legal, regulatory, or compliance determinations.
  • Do not learn across client matters without explicit authorization.
7. Illustrative build/buy/partner/defer/avoid direction

Pilot source-grounded evidence assistance under professional review

Pilot
Source-grounded evidence retrieval and first-draft assistance.
Buy/configure
A suitable secure retrieval or document-analysis foundation.
Build
Firm-specific templates, review controls, and access integration.
Partner
Technical integration or validation support where required.
Defer
Direct client-facing automated advice.
Avoid
Unsourced generation, cross-client data mixing, or automated professional sign-off.
8. Illustrative post-Sprint 30/60/90-day path

Define evidence controls, pilot, then assess readiness

The 30/60/90-day path is an illustrative roadmap the Sprint could recommend. It is not a promise that RayAI will implement the roadmap or achieve results within 90 days.

30 days

Define the approved document set, access model, evaluation questions, and review standard.

60 days

Run a controlled pilot with anonymized or approved representative matters.

90 days

Evaluate source accuracy, reviewer effort, confidentiality controls, and readiness for a limited internal rollout.