AI activity and cost, with the context to act.
Connect tool reach, agent autonomy, declared access and available token usage across the fleet. See what changed, where cost comes from and what deserves a closer look.
Follow the same evidence from the tool to its usage and cost. Keep the source visible so your team can distinguish a finding from an assumption.
Monitor uses the same Layer 1 Agent reports, with no second agent to install. It brings AI apps, agents, MCP servers and skills into fleet views. Prioritise tools by reach and their standing against company policy.
Investigate available token records by tool, model, device and project. Review account and attribution context where the source provides it.
Find the consumption that needs a conversation: a sudden increase, overlapping tools or usage disconnected from expected work. Pair usage evidence with business outcomes to assess value.
Monitor calculates token cost from available usage and a versioned price table. It is not a complete bill or an automatic ROI score.
Available token counts by tool and model, connected to device or project context.
What was measuredA versioned model price table makes the calculation reviewable.
How it was pricedKeep usage visible when a model has no applicable price. Missing price is not zero cost.
What is incompleteCombine usage with subscriptions, contracts, headcount and outcomes for your own value review.
What your team addsUsage metadata can answer many operational questions without collecting what employees type.
Conversation titles and messages are separate administrator-controlled collection choices, off by default.
Device and project context depends on the source. Do not assume a device identifies a person or that all AI cost is attributable.
A quiet or paused device is not evidence of no AI activity. Review last reports and collection coverage alongside the totals.
Review undecided tools and risky configurations with the right owners. Govern records the policy decision; the next device reports show its effect.
Explore policy decisions →See the Guardian Agent Platform on your own fleet. Find every AI tool, understand what it reaches and costs, and apply the controls your team needs.