AI Portfolio

Know which AI to scale, fix, or stop.

See what your AI costs, what it is delivering, how strong the evidence is, and what needs a decision. Tallin keeps the management and governance record beside the economics instead of leaving Finance to rebuild the story in a spreadsheet.

Tallin AI Portfolio overview showing AI project cost, measured result, evidence quality, and next decision.

The leadership question

The AI bill is growing. What is the business getting back?

Provider dashboards explain their own usage. Finance can assemble cost in a spreadsheet. Project owners can describe expected value. Tallin brings those records together, shows where they do and do not align, and keeps the next decision accountable.

Tallin does not automatically claim ROI. When the cost boundary or result evidence is incomplete, the portfolio says so and shows what is needed before leadership relies on the number.

Scale

The result is useful and the evidence is strong.

Expand the project with its owner, cost boundary, success measure, and next review intact.

Fix

The project may work, but something is unresolved.

Address missing evidence, poor adoption, weak outcomes, excess cost, or an unclear operating owner.

Stop

The spend or risk is no longer justified.

Record the reason, preserve the evidence, and manage the access or control change through the appropriate system.

A compact operating flow

Start with five questions, then improve the evidence over time.

Customers can begin before every integration is complete. The first view is useful because it names the projects, owners, expected results, known costs, and evidence gaps. Connected sources make that view stronger without making setup a prerequisite for the first conversation.

  1. 01

    Start with what Tallin already found.

    Tallin starts the list from connected providers, managed browsers, access records, existing actors, and information your team provides.

  2. 02

    Confirm the projects that matter.

    Name the business owner, intended result, and cost boundary. A provider, key, application, department, or contract can all be part of that boundary.

  3. 03

    Attach one useful result measure.

    Use a plain-English measure the business can defend. Tallin keeps measured, attested, inferred, and unknown evidence visibly separate.

  4. 04

    Make and preserve the decision.

    Create a portfolio view for leadership, record the next action, and retain the evidence and open gaps behind it.

Source-aware economics

Cost belongs to a project only when the boundary can be defended.

A dedicated API key can provide direct project cost. A shared contract, license, cloud account, application, or department may require an allocation rule and review. Tallin keeps direct, allocated, attested, and unknown amounts separate so one neat number never hides weak evidence.

Tallin AI spend ledger showing provider, actor, department, application, evidence source, and attribution state for each cost record.

Guided entry offer

Start with one Portfolio Snapshot.

During the private preview, Tallin will guide a fixed-scope review of up to five priority AI projects. We organize the cost and outcome boundaries, identify missing evidence, and produce an executive readout of what to scale, fix, hold, or stop.

  • A confirmed inventory of the selected AI projects
  • A source-aware view of known cost and measured results
  • Evidence gaps and the owners needed to close them
  • A decision-ready executive portfolio readout
Request a Portfolio SnapshotAvailable by request · private preview

One portfolio. One operating record.

See how Tallin connects AI portfolio decisions to the management, governance, supervision, and control work behind them.

AI Portfolio: Know What to Scale, Fix, or Stop | Tallin