How is this different from our adoption analytics pilot?

Adoption analytics tools see vendor-tool activity. They miss every agent you built yourself and they don't evaluate whether the outputs are any good. We cover vendor tools and internal agents on one infrastructure.

We already have a governance vendor for ISO 42001.

You probably have a document management vendor that moves PDFs. Framework evidence requires live trace data, not screenshots. The two aren't mutually exclusive; our evidence can feed whatever governance store you already pay for.

How heavy is the internal-agent instrumentation?

Light by design: asynchronous SDK, batched traces, and out-of-band evaluation. We start with a narrow trace path, prove the evidence loop, and then broaden instrumentation with your engineering team so production behavior stays off the hot path.

The full AI inventory. Across vendor, embedded, and internal.

For finance CIOs and CAIOs, the operating read answers the board on adoption, evaluation, and evidence. One trace pipeline, three pictures.

What you walk in asking.

Three questions every CIO and CAIO is asking right now. We answer each on the same trace pipeline.

How much AI is actually in use?

Most enterprises find 150 to 300 plus tools when they look. One consolidated inventory, week one. Endpoint, network, identity, and internal-agent sources unified.

Are the outputs any good?

No vendor dashboard tells you whether the tool produces good results for your use case. Continuous evaluation in production, not quarterly attestation.

Will it stand up to an auditor?

Framework-mapped evidence emitted as a byproduct of the same pipeline. NIST, ISO 42001, EU AI Act. Add a mapping in a day, not a quarter.

What we do for the CIO.

Four anchors. The CIO leads with visibility. The other three workstreams run on the same trace pipeline.

AI Audit

Two-week deliverable. Every AI tool, embedded feature, and internal agent mapped to the team and the workflow. The wedge.

AI Transformation

Capture-side workstream. Use cases sequenced against business outcomes the CFO already tracks.

AI Governance

Risk-side workstream. Continuous evaluation, policy-as-code, and framework-mapped evidence on the same data.

AI Fluency

Workforce-side workstream. The skill stack that compounds on the inventory you just made visible.

One inventory, finally.

Vendor tools, embedded AI, and internal agents on one list. Sanctioned, pilot, shadow. With owners attached.

AI inventory · all tools and agentsscanned 4h ago

Foundation models

sanctioned

Copilots

sanctioned

Internal agents

in prod

Vertical SaaS

embedded

Browser extensions

shadow

80 AI tools and agents · freshness per row

Three lists become one.

IT has approved tools. Procurement has invoices. Security has outbound API calls. None of them is complete. We unify the three into one inventory with owners, usage depth, and freshness.