CRM AI Context Layer
Chapters
  1. 01 · The Context Problem
  2. 02 · Give the Data Business Meaning
  3. 03 · Decide What the AI Should Trust
  4. 04 · Build the Context Layer
  5. 05 · Connect It to Live Data
  6. 06 · Control What AI Can See and Do
  7. 07 · Test the System
  8. 08 · Operate It
  9. 09 · Expand Beyond the First Workflow
  10. 10 · Capstone: Trace a Reliable Answer
Guide overview →

15 min · Interactive exercise

Chapter 10 of 100 complete

Capstone: Trace a Reliable Answer

Run one business question through the complete system and inspect every decision.

View your context layer

The raw agent in Chapter 1 read two fields and guessed. The capstone runs one leadership question through the system you built and exposes every decision between the question and the answer.

The question

Which high-value renewals need executive attention this quarter?

A defensible answer needs definitions for high value, renewal risk, executive attention, and the fiscal quarter. It needs authority when fields disagree, exclusions for test accounts, user-scoped permissions, a validated query, and a trace.

What the system should do

  1. Load the stable organizational rules.
  2. Select the field and workflow rules named by the question.
  3. Resolve authority and freshness before planning.
  4. Build an exact user-scoped query.
  5. Validate the finished plan at the tool boundary.
  6. Execute, answer, and log the evidence.

What a good answer says

It names the date range and permission scope. It explains why Acme qualifies, which conflicting field it rejected, and what evidence supports executive attention. It does not hide uncertainty behind a confident summary.

Finish the trace

Select every required layer in the GTM Lab. The result should be reproducible from the displayed rule version, query controls, CRM values, and trace.

Build it on your platform

The guide ends at the platform boundary. Continue with the implementation that matches your stack:

GTM Lab

Saved locally

The final run consumes the complete context layer you built across the previous chapters.

Your Context Layer

CRM data is available to the demo.

No definitions, authority rules, controls, or tests yet.

0 configured items · 0 chapters complete · saved locally

Account

Acme Manufacturing

ACC-1042
Account owner
Maya Chen
Renewal date
October 31, 2026
Annual recurring revenue
$184,000
Account health
Green · stale
Renewal risk score
82 · high
Days since executive touch
46
Sample CRM data. No live CRM is connected.

Trace the final answer

“Which high-value renewals need executive attention this quarter?”

What happened

Marcus, CRO asked:

Which high-value renewals need executive attention this quarter?

Agent response

Acme looks healthy because its status is Green. It may not need executive attention.

Raw answer: “Acme looks healthy because its status is Green. It may not need executive attention.” No date range, permission scope, or trace is supplied.

How to complete this chapter

  1. Select every control needed for a defensible answer.
  2. Run the end-to-end trace.
  3. Compare the result with the raw agent from Chapter 1.
Build your decision
Chapter 10 of 100 complete