AI-EyeAI Value Intelligence
app/org/meridian-freightDEMO DATA · Meridian Freight (fictional)
Coverage● GitHub Copilot Enterprise · synced 03:10 UTC · lag 1 day● Claude Enterprise · synced 03:12 UTC · seat-based plan, credits only● ChatGPT Enterprise · last import Oct 4 · stale after 7 days● HR roster · imported Oct 1 · 442 of 480 mapped, 38 unmatched

Are our people using the AI we pay for?

Company accounts only. Personal subscriptions are invisible to us.

Idle seats, last 30 days
142 of 480
29.6% of paid seats with fewer than 3 active days
observedcountCopilot + Claude
Active users, 30 days
338
+41 vs prior period
observedcountCopilot + Claude
Idle seat cost, monthly
$4,260
Seat price set on 2 of 3 connections
partialUSDConfigured seat price
Spend, 30 days
$18,400
Copilot billed in credits, shown separately
observedUSDClaude Enterprise

Are they using AI for the company?

company use vs no company link, 30 days
GitHub Copilot observed
78%Company
  • ● Company use78%
  • ● No company link14%
  • ● Not measurable8%

repo scope

Claude Code observed
91%Company
  • ● Company use91%
  • ● No company link9%

commit trailers, PRs

Claude chat proxy
46%Company
  • ● Company use46%
  • ● No company link54%

Projects, connectors

ChatGPT Enterprise proxy
31%Company
  • ● Company use31%
  • ● No company link69%

custom GPTs · CSV stale

Each chart is its own tool and its own evidence class, so they are never combined. Company use is matched to company repositories, Projects and connectors; no conversation content is ever read.

Weekly active users, 12 weeks

observed

Active means at least one session that day. Source: Copilot daily report, Claude Enterprise engagement endpoint.

Spend by tool, 30 days

units kept apart
ToolUnitEvidenceValue
Claude EnterpriseUSDobserved$18,400
GitHub Copilotcreditsobserved61,200
Copilot seat licensesUSDestimated$7,410
ChatGPT EnterpriseUSDunavailableNo invoice data

No total is shown because the rows are in different units. A CSV invoice import would make ChatGPT spend observed.

Insight

rule

Finance holds 41 seats and 32 were idle for the full period. Reclaiming them saves an estimated $960 per month at the configured seat price.

Insights are deterministic rules over metric results. The savings figure inherits the seat price's partial status.