Client separation
Use similar topics from different clients to test each user’s scope.
PROFESSIONAL SERVICES / PROVE
Professional services and BPO
AI discovery and PoC.
Choose one team and project type for reporting or internal retrieval. Can verification and drafting effort fall while client information stays separated?
Explore the delivery scope ↓OPERATING MODELILLUSTRATIVE
- 01Projects, time & documents
- 02Apply client boundaries
- 03Progress, contribution & evidence
- 04Support proposals and delivery
Conceptual data-to-operation flow, adapted to the agreed project scope.
THE DECISION TO MAKE
Can verification and drafting effort fall while client information stays separated?
Choose one team and project type for reporting or internal retrieval.
A PoC should produce evidence for the next investment decision. Business owners, data owners and users agree on normal tasks and exceptions, rather than treating a working screen as proof of value.
INDUSTRY-SPECIFIC TESTS
Include the conditions that matter.
Missing evidence
Test absent effort entries and unsupported questions for misleading certainty.
Measure completed work
Compare time through human review, not generation speed alone.
BASELINE & ACCEPTANCE
Choose measures for the selected topic.
Project contribution and effort analytics
| Candidate measure | Method |
|---|---|
| Completeness | Projects with the required time and cost evidence |
| Plan variance | Stage-level forecast versus actual with scope-change reasons |
| Reporting effort | Preparation and reconciliation before delivery reviews |
Client-scoped knowledge and proposal AI
| Candidate measure | Method |
|---|---|
| Client isolation | Prevent cross-client retrieval and answers |
| Evidence checks | Verify draft claims against source material |
| Editing effort | Time to turn the draft into a deliverable |
Set targets from your own baseline. Hold evaluation evidence separate from tuning and fix the assessment period and scope. Record failures, abstentions and untested conditions alongside successes.
GO / REVISE / STOP
A decision to stop is useful evidence.
Narrow scope when reuse rights are unclear. If editing exceeds manual drafting effort, compare retrieval-only assistance.
Proceed to build
Core criteria pass, with owners, interfaces and remaining issues understood.
Validate further
There is a promising signal but insufficient coverage; define a bounded follow-up.
Choose another approach
Value does not exceed the baseline; compare data cleanup or improvements to existing tools.
A defined engagement and usable deliverables.
The PoC scope defines the workflow, source material, environment, evaluation and prototype/report deliverables. Production development is a separate decision.
- Workflow and data definitions with assumptions
- Reproducible prototype, evaluation and exceptions
- Evidence for implementation, further testing or stopping
QUESTIONS BEFORE YOU START
Questions before starting
Can a small team start?
Yes. Scope one report or document set and use existing tools where suitable.
Can all client documents be pooled into AI?
First establish sharing and reuse conditions, then separate client access and collections.
RELATED FIELD GUIDE
PROFESSIONAL SERVICES / GUIDE
Building client-scoped knowledge AI for proposals and delivery
Before using past proposals and operating documents, distinguish client-specific information from reusable knowledge. Scope permissions, source-backed drafts and human review.
Read the guide ↗YOUR OPERATION / OUR STARTING POINT
Start with the work you do today.
Tell us about the workflow, systems and reporting or documents that need attention. We will define a suitable phase, deliverables and assumptions.
Professional services and BPO — discuss your project How scope and estimates work ↗