See how your developers are actually using AI — cost, security, compliance, productivity, and best practices.

One place to see AI spend, security exposure, compliance evidence, and delivery quality — across every team.

OverviewLast 30 daysSearch teams, tools, controlsAR

Overview

All teams · updated 09:40Export

AI spend · 30 days

$30.5k

▲ 26% vs prior 30 days

Driven by agent runs in Data Services

Open security reviews

7

2 unassigned

Oldest open record: 6 days

Evidence coverage

84%

▲ 9 pts since Q1

6 controls · Q2 pack ready

Rework rate

5.2%

▼ 0.4 pts vs prior 8 weeks

Changes reverted within 14 days

AI spend per dayJun 26 – Jul 25
$6k$4k$2k$0Prior 30-day averageJul 17 · agent runs, Data ServicesJun 26Jul 3Jul 10Jul 17Jul 25

Month to date $30.5kAlert at $34k

Peak day $6.4k·Median day $3.1k·Budget alert set at $34k / month
Needs attention4 items
SignalState
Agent runs on a high-cost modelData Services · pipeline repair · 3 daysNeeds review
Secret-like string in promptPayments · payments-api · 6 hoursUnassigned
Tool used outside approved listMobile · spec drafting · 1 dayIn review
Rework above 6% thresholdData Services · 8-week trend · 2 daysWatch
Open queue3 more items cleared this week
90%

of software teams already use AI in the delivery path.

Google Cloud, DORA 2025

Why now

Your engineers already build with AI. Leadership still can't see its cost, risk, or quality.

The console

One console gives leadership five connected views of AI in engineering: cost, security, compliance evidence, productivity, and a weekly team review.

01
Cost

What are we actually spending on AI tools, and why did it jump last month?

Compass AI shows spend by team, tool, and model, and flags the exact task behind last month's spike.

Spend by teamModel mixSpike attribution
02
Security

Can I prove nobody pasted a customer record or an API key into a chatbot?

Every flagged prompt lands in a triage queue with an owner, the surrounding context, and a resolution.

Triage queueOwner + contextResolution state
03
Compliance evidence

Audit wants proof our AI policy is enforced — not just a policy document.

Export the list of active rules and every issue they've caught, on demand.

Active rulesIssues caughtExport pack
04
Productivity

My teams say AI made them faster. I can't tell if review load and rework got worse.

Adoption sits next to review load, rework rate, and test signals, every week.

Usage healthCost per devZero escalations
05
Weekly review

I don't want to ban AI, and I don't want to spy on my engineers. What's the third option?

A weekly review assigns one action per team — expand, standardize, coach, or restrain.

Team signalsOne action eachWeekly export
Compass AI · Spend
OverviewBy teamBy modelLast 30 daysAll teams
Daily AI spend, last 30 days
Day 1Aug 24Day 30
Baseline spendAug 24 spike — Payments, long-context model
$46,200
This month
$28,400
Baseline
+62%
Variance vs. baseline
TeamToolsModelTasksSpendSignal
PlatformCopilot, Claude CodeGPT-5.6 Terra1,204$11,800Steady
PaymentsCursor, ChatGPTGPT-5.6 Sol (long-context)860$24,900Spike
Data ServicesClaude CodeClaude Sonnet 5640$9,500Steady
Payments moved to a long-context model on Aug 24 — spend jumped 62%.

Sample data.

Compass AI · Security
4 flagged · 2 resolved
4
Flagged this week
2
Resolved
4h
Median time to contain
NewIn reviewResolved
Possible API key in prompt
Platform · infra-tools
AWS_SECRET_ACCESS_KEY=AKIA7F2Q9X3M…
ARA. Rivera
New
Customer record pasted into chatbot
Payments · payments-api
cust_id: 88214, email: j.doe@…
JOJ. Okafor
In review
Repo secret in context
Data Services · billing-svc
-----BEGIN PRIVATE KEY----- MIIEvQ…
MCM. Chen
Resolved
Internal API token in prompt
SRE · deploy-tools
token: sk_live_9f3ac2b7…
DHD. Haas
Resolved
Every flag routes to an owner with full context — no ban, no blanket monitoring.

Sample data.

Evidence
This quarter
Active rules
6
Enforced
Issues caught
142
This quarter
Evidence pack
Ready
Up to date
RuleCategoryStatusIssues caughtLast reviewed
Block secrets in promptsSecurityActive38Jul 14
Redact customer PIIData protectionActive21Jul 10
Approved models onlyGovernanceActive9Jul 16
Log external-model callsAudit trailActive52Jul 12
Require review for sensitive reposAccess controlActive14Jul 08
Retain prompt audit trailAudit trailActive8Jul 17
Issues caught by category, this quarter
Audit trail60
Security38
Data protection21
Access control14
Governance9
6 rules, 142 caught issues, one export — a complete record for audit.
Sample data.
Productivity
This month42 engineers

AI usage health · this month · 6 of 42 engineers shown

AR
A. Rivera
Platform
Healthy
AI usage$34/d↑ 18%
88%
Health
Cost / devFlat
Shipped
Escalations0
JO
J. Okafor
Payments
Healthy
AI usage$29/d↑ 22%
84%
Health
Cost / devFlat
Shipped
Escalations0
MC
M. Chen
Data Services
Healthy
AI usage$26/d↑ 16%
91%
Health
Cost / devFlat
Shipped
Escalations0
SP
S. Patel
Mobile
Healthy
AI usage$31/d↑ 24%
86%
Health
Cost / devFlat
Shipped
Escalations0
LN
L. Novak
Web
Healthy
AI usage$27/d↑ 15%
90%
Health
Cost / devFlat
Shipped
Escalations0
DH
D. Haas
SRE
Healthy
AI usage$30/d↑ 19%
93%
Health
Cost / devFlat
Shipped
Escalations0

Sample data.

Review
This weekExport weekly report

Weekly review · one action per team · no ranking

PlatformExpand
61%
Adoption
Review load+8%
Rework4.1%
Cost trendFlat
PaymentsCoach
74%
Adoption
Review load+22%
Rework9.8%
Cost trendSpike
Data ServicesStandardize
52%
Adoption
Review load+3%
Rework3.2%
Cost trendFlat
MobileExpand
38%
Adoption
Review load+2%
Rework2.8%
Cost trendFlat
WebStandardize
45%
Adoption
Review load+5%
Rework6.1%
Cost trendFlat
SRERestrain
81%
Adoption
Review load+15%
Rework7.0%
Cost trendUp

Team-level actions. No ranking, no surveillance of individuals. Sample data.

Time to value

From install to impact in about four weeks.

01

Onboard Compass AI

Connect your AI tools and teams.

02

Stop leaks on day one

Out-of-the-box rules catch secrets and policy breaks immediately.

03

Baseline cost & productivity

See real spend and delivery signals per team.

04

Cut cost, lift productivity

Act on the weekly review, in about four weeks.

~4 weeks

Deploy Compass AI in days. Control cost and stop security and compliance leaks immediately.

Works for any engineering org — from a few developers to a few hundred.