Observe

Full visibility of how AI is accessing and updating your data.

Usage, health and performance — for the whole context layer, one domain, one entity, or one person.

What it is

Inspection of the usage, quality, health and performance of your context layer.

Metrics are recorded across the whole context layer: every entity, brief and skill, every domain, every surface. Usage shows which were read, by whom, how often, at what depth, and what each one cost in tokens, and Trends shows how all of it moves over time. That turns AI use of your data from something you guess at into something you manage: you know what is being used and what is not, where consumption is growing, and whether a team's agents are getting what they need. Is anyone using the Renewals domain and why did this rep's Account 360 come back thin are the same tool, asked at different depths.

Quality measures what actually arrived rather than what was intended: how much of an entity the caller's field-level security permitted through, and how sparse the data behind it turned out to be.

And every write an agent makes is recorded in Writes, the write audit log — the user, the agent, the surface, and the field-by-field before and after.

Who changed what, and when
ContextWorks · Observe · Quality

Quality

19 days with traffic · trailing 30 days

Week Month Quarter

Whether agents are getting whole context: how much of what you designed actually arrived, and how often something went wrong.

Domain

All

Library

All

Artifact

All

Surface

All

Level

All

Format

All

Completeness & FLS coverage %

Complete % FLS %
0255075100

Errors & issues by day

Errors Issues
02468
Date
Loads
Complete %
FLS %
Warnings
Errors
2026-09-13
170
86
95
2
2
2026-09-12
213
84
97
3
0
2026-09-11
447
86
97
4
2
2026-09-10
434
88
96
2
4
2026-09-09
609
80
96
4
1
Quality, measured continuously and sliceable by domain, library, artifact, surface, level and format.

Observe · Quality

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Observe · Quality
What it provides

Knowing, instead of guessing.

Usage

What agents read, by whom, on which surface, at what depth and at what token cost. Nothing goes unseen.

Health

Whether what you designed is what arrived. Fields stripped by field-level security and sparse data are shown where and how often.

Performance

Assembly time per request, broken down by element, so a slow entity is traced to its cause. Fast for users, efficient for agents.

See ContextWorks in action.

A short walkthrough of how context gets built, what an agent receives, and how it reaches the tools your team already uses.

Schedule a demo

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