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AI Governance, Ethics & Compliance
AI-assisted · review provenance not recorded

Build an AI Business Case That Includes Human Review

|AlphaForge Editorial|2 min read
AI Agent EconomicsCost AnalysisForensic AccountingEnterprise AIAutomation ROI

The earlier version overstated reporting about AI costs as a universal comparison with employees. We have removed that conclusion and the unsupported salary and usage arithmetic. This article offers a proposed evaluation method; it does not report a measured AlphaForge or client return.

Measure the work that remains with your team.

Choose one workflow with a clear start and finish. Define the quality standard and who decides whether the result meets it. Record its present handling time, the work that requires professional judgment and any rework. Use the firm's own records rather than an assumed industry salary or a vendor's generic savings estimate.

Include the whole delivery cost

For the candidate implementation, request a written account of setup, recurring software or service fees, usage charges where applicable, maintenance and staff review. Include the time spent resolving failures and keeping source information current. Use the current proposal to establish commercial terms; this article is not a price quotation.

Test before projecting savings

Use a small, bounded pilot with agreed examples and acceptance criteria. Compare correctly completed tasks and the remaining staff workload. Label forecasts as forecasts, disclose the period and sample behind any measured result, and avoid treating more activity as proof of more clients or revenue.

Connect the result to the buying decision

Decide in advance which evidence would justify expansion, revision or stopping the project. A useful result may be faster routing, less duplicate entry or better visibility into follow-up; it need not be a whole job replacement. Validate the benefit on the actual process and keep the cost assumptions available for review.

Editorial correction: unsupported or unavailable-source claims were revised. Original publication date retained; this correction does not certify every other article in the archive.


AI Governance, Ethics & Compliance

Start with the problem in front of you.

The governance review is a focused entry point into the same Firm Intelligence Audit.

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