See every dollar your org spends on AI.By user. By team. By tool.
Cap8 connects to your AI providers with read-only keys and turns scattered usage into one clear picture — who is spending, on which models, and where it is slipping through unaccounted.
Read-only keys · No proxy · Metadata only — never prompts
The problem
AI is now one of your fastest-growing costs — and no one owns the bill.
Enterprise generative-AI spend hit $37B in 2025 — up 3.2× in a single year (Menlo Ventures). The invoice is vendor-based, but accountability is team-based:
IT
sees the users and licenses
Finance
sees the vendor invoices
Teams
see their own tools and usage
No single owner sees the whole picture — Cap8 makes it obvious.
See it in one place
Every provider, one breakdown.
Cap8 normalizes usage and cost across every connected provider and model into a single view — dollars where they exist, credits where they don't. Unmapped spend is surfaced, not buried.
- Cost and tokens per provider and model
- Credit-based tools kept in their own lane
- Unmapped usage flagged for follow-up
AI spend · this month
$0
Spend by person · this month
Sample dataDana Cohen
R&D · AI
Amit Levi
R&D · Backend
Shira Bar
Product
Noa Katz
Marketing · Content
Unassigned
— needs attribution
The differentiator
Every dollar has a name.
Most tools stop at “the company spent $X.” Cap8 attributes usage to the actual person behind it — from Enterprise SSO identities — and rolls it up to teams and departments. Anyone unmapped is flagged, never silently dropped.
Per-user attribution today for ChatGPT Enterprise and Claude Enterprise — assign people to teams in a click.
Why this matters now
AI spend is exploding. Visibility isn't keeping up.
Enterprise generative-AI spend · $B
Source · Menlo Ventures
Enterprise generative-AI spend in 2025 — up 3.2× in a single year
Source · Menlo Ventures
of the entire software market is AI apps — within three years of ChatGPT
Source · Menlo Ventures
of companies have full visibility into their AI costs
Source · KPMG Global AI Pulse (WSJ)
more likely to report established AI ROI with strong cost visibility (15% vs 3%)
Source · KPMG
The solution
One control layer above every AI tool.
Generic cloud-cost tools stop at a single bill. Cap8 attributes spend by user and team across AI providers, app builders, and cloud APIs — starting read-only, with visibility first.
View
Collect usage, invoices, and ownership across every AI tool — attributed by person, team, tool, and model, in one place.
Control
Set budgets, thresholds, and alerts by business unit, so a team or tool running hot is caught before the invoice is.
Optimize
Route work to the right tool and model for the job — by cost and policy — without changing how people work.
How it works
From scattered keys to your first AI-spend map — in under 15 minutes.
Read-only first — no risky change to how your teams work.
Connect
Point Cap8 at your AI sources with read-only keys — providers, app builders, and cloud APIs. Nothing to deploy, no workflow to change.
Audit
Cap8 normalizes every dollar by person, team, tool, and model — and flags the risks: unmapped spend, inactive seats, runaway usage.
Act
Get forecasts, alerts on runaway usage, and a clear owner for every line of AI spend.
Stop guessing where your AI budget goes.
See every dollar — by user, team, and tool — across your entire AI stack in under 15 minutes. Read-only, metadata only.