Software Cost Alliance Releases Cost Evaluation Standard for AI Application Projects

The Software Cost Alliance has released a document titled Cost Evaluation for Artificial Intelligence Application Development Projects in Systems and Software Engineering, according to a report carried by Sina's mobile news channel. Judging by its title, the file concerns how AI application development projects should be costed inside a systems and software engineering framework, rather than announcing a model or a product.

Public reporting so far is thin. It names the issuing body, the Software Cost Alliance, and the title of the document. It does not lay out specific clauses, the scope of applicability, or an effective date, so the following analysis rests on the fact of the release and not on its internal detail.

Costing is unusually awkward for AI work because the expense structure differs sharply from conventional software. Requirement boundaries, data preparation and cleaning, model selection and fine-tuning, inference spend, and post-launch evaluation and operations tend to be entangled in a single project, which makes the familiar practice of counting function points hard to apply.

Without a shared method, buyers and suppliers estimate in isolation, price gaps become difficult to explain, and budget approvals lack a citable basis. An industry alliance stepping in with an evaluation method is essentially handing both sides a common language, turning "is this price reasonable" from a matter of instinct into something that can be argued line by line.

The catch is that documents like this live or die by adoption. However detailed the methodology, it stays on paper if tender documents do not reference it, suppliers do not quote against it, and auditors do not recognise it. The real test is therefore not the announcement but whether the method reaches procurement and settlement workflows.

A second question is how the document connects to established software costing practice. If AI project evaluation can hang off a mature cost-engineering framework, enterprises and reviewers will absorb it faster; a separate system would carry extra training and adjustment costs.

Three things are worth watching: whether the full text is published, whether pilot projects are assessed under it, and whether the alliance ships accompanying tools or training. Until those are clear, the practical impact of this release remains to be seen.