Chapters
- 01 · The Context Problem
- 02 · Give the Data Business Meaning
- 03 · Decide What the AI Should Trust
- 04 · Build the Context Layer
- 05 · Connect It to Live Data
- 06 · Control What AI Can See and Do
- 07 · Test the System
- 08 · Operate It
- 09 · Expand Beyond the First Workflow
- 10 · Capstone: Trace a Reliable Answer
9 min · Interactive exercise
Decide What the AI Should Trust
Resolve authority, freshness, provenance, and conflict.
View your context layer
Definitions tell the agent what a value means. They do not tell it what to do when two well-defined fields disagree. Acme still has that problem: a nightly risk score says high risk while a manual health field says Green.
Authority comes before convenience
Start with provenance. Who or what writes the field? Then check freshness, update cadence, and intended use. Acme’s score is recalculated nightly from product and support signals. Its health field was last touched 143 days ago by a process the team stopped using.
The score is authoritative for renewal risk. The health field can remain visible as supporting history, but it cannot clear the account.
Use a ladder the model cannot rearrange
Platform permissions sit at the top. Hard controls at the tool boundary come next. Approved context rules follow, then field help text, and finally inference from labels. Specificity breaks ties only inside the same authority tier. A narrow field rule never overrides a platform permission.
Conflicts need a real state
Two active rules can genuinely contradict each other. Do not let retrieval order pick a winner. Mark the result conflicting, stop the run, and send the pair to review. A visible error is cheaper than a number somebody acts on for three months.
In the GTM Lab, use provenance and freshness to choose the authoritative Acme signal.
Reference
GTM Lab
Saved locallyThis decision builds on the field definitions already in your context layer.
Account
Acme Manufacturing
ACC-1042- Account owner
- Maya Chen
- Renewal date
- October 31, 2026
- Account health
- Green
- Renewal risk score
- 82
- Health last updated
- 143 days ago
- Risk score updated
- Last night
Resolve the Acme conflict
Acme is Green, but its renewal risk score is 82. Which field should the agent trust?
What happened
Nina, VP of Customer Success asked:
“Is Acme ready for renewal?”
Agent response
“Yes. Acme is healthy because Account health is Green. The risk score of 82 also appears strong.”
Raw agent: “Acme is healthy. Account health is Green, so the risk score of 82 is probably a positive signal.”
How to complete this chapter
- Inspect each field’s ownership and freshness.
- Choose the authority rule that resolves the conflict.
- Run the decision and inspect the trace.