We reconstruct the AI record, so you can make the recovery decision.
The capital has been committed. The forecasts have met operating reality. Now the organization must reconstruct what it acquired, what it spent, what value was produced, and what evidence remains.
AI Capital Recovery addresses the workout phase—not the promise.
The AI portfolio may not exist as a defensible record.
AI investment data is distributed across procurement, finance, information technology, cloud platforms, business units, legal teams, vendors, and individual employees.
No single system may hold a reconciled account.
- CONTRACT
- In procurement
- COMPUTE COST
- In the cloud account
- IMPLEMENTATION LABOR
- Distributed across departments
- PROMISED RETURN
- In a business case or presentation
- CORRECTION WORK
- Unmeasured or undocumented
- CONTINUED FUNDING
- Without clearly recorded decision ownership
Until the evidence is normalized, management cannot determine what the company acquired, what it spent, what produced value, what remains exposed, or what requires recovery action.
What was actually bought?
The first recovery problem may be defining the asset itself.
Companies may not merely discover that an AI investment produced less value than expected. They may discover that they cannot establish precisely what the organization acquired.
- A license
- Access governed by contracts, usage limits, data terms, renewal obligations, and vendor-controlled service conditions.
- Access to a changing model
- A service whose underlying models, configurations, policies, and behavior may change over time.
- A semantic layer
- Enterprise information retrieved through permissions, indexes, connectors, search systems, and user context.
- A continuously updated service
- A system whose configuration and behavior at an earlier decision point may no longer be reproducible.
- A productivity capability
- Value produced partly through employee judgment, review, correction, and institutional knowledge.
- An interaction history
- Prompts, responses, referenced information, user context, and downstream use that may be incomplete, expired, or unavailable.
In banking resolution, the note, collateral, payment record, borrower, lien, and servicing history could eventually be located—even when the file was disorganized.
With enterprise AI, the asset file may never have existed.
What reconstruction produces
The deliverable is a Recovery File: a standardized, reconciled account of AI assets, expenditures, outcomes, dependencies, evidence quality, and decision ownership.
The Recovery File provides the evidentiary basis for evaluating:
- continued investment;
- remediation;
- contract restructuring;
- replacement;
- impairment analysis;
- wind-down;
- sale or repurposing;
- defensible disposition.
Recovery is not a promise.
It is what a reconstructed record makes defensible.
See how the Recovery File is reconstructedAI does not become an asset because it was purchased, deployed, or described as transformational.
Its value must be evidenced.
Where evidence is incomplete, reconstruction comes before recovery.