Does your AI investment make financial sense? Org21 is the instrument that maps every dollar of AI spend to the team, product and outcome behind it.
Urge to run, you see the next step — but you can't see where you're going.
Finance receives the invoice. Engineering runs the workloads. No system connects them.
The board asks. The CFO asks. The answer is a story, not a number.
Policy without attribution is guesswork. You cannot govern a fog.
Cost to value. Art to science. Confusion to clarity.
Org21 Fusion is the first AI Economics platform that maps every dollar of AI spend to the organizational context that generated it and the business outcomes it was meant to produce. The result is not a dashboard. It is a new discipline.
Map AI spend to org context — teams, products, customers, outcomes.
Set policy, budgets, ROI gates and accountability rules.
Automate decisions, enforce controls, optimize allocation.
FinOps was built for cloud invoices. LLM observability was built for model engineers. Neither answers what a CFO or CTO needs: what is this AI returning, and how do we govern it?
Four stages. Read-only in, board-ready out.
Read-only connectors to your AI services — Bedrock, Azure OpenAI, Vertex, OpenAI, Anthropic. No code, no infrastructure change.
Every spend event is reconciled to a canonical entity model, so duplicate tool and account names collapse into one truth.
Teams, products, customers and outcomes fuse into the Fusion Graph. Owners, budgets and policies attach where the work happens.
Attribution, ROI baselines, drift alerts and a CFO-ready scorecard. Every chart can become a governed workflow.
Most teams connect in minutes. Read-only connectors cover both sides of the equation — the AI services you spend on (Bedrock, Azure OpenAI, Vertex, OpenAI, Anthropic and 35+ tools) and the org-side systems that give that spend meaning: HiBob, Jira, Git, NetSuite, Priority, Zendesk, groundcover and Salesforce.
Cloud workspaces run in a hardened environment with regional residency options. Enterprise customers can self-host in their own VPC on GCP, AWS or on-prem.
No — we sit alongside it. Org21 maps AI spend to the cost centers, customers and products you already track, and can push attributed spend back as journal entries.
It’s the median number of AI tools in a mid-size company today — and the size of every design-partner cohort we onboard, each with a named architect.
Yes. The Individual plan is free forever, covers up to three providers, and never asks for a card — so practitioners can stop guessing what they spend.
A BI tool gives you charts. Org21 gives you a graph — every spend event tied to people, customers and products, with governance and approvals as first-class citizens.
14 days. Your data. Your economics. No fog, no estimates, no demos.
Request early access