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Beyond the Headcount: Evaluating Development Partners in the Age of AI
Fast Company April 6, 2026
Software vendor selection is no longer just about technical fit; it's about whether your partner is capturing the 'AI dividend' to lower your costs. For a CFO, the priority is ensuring you aren't paying premium rates for manual coding that AI tools can now largely automate.
Key Intelligence
- •Apparently, the 'billable hour' is under threat: AI coding tools can allow developers to work significantly faster, meaning traditional project quotes need a second look.
- •Did you know that 'AI-ready' architecture is now a baseline? If your vendor isn't building with future model integration in mind, they are essentially building technical debt.
- •Check their toolkit: A partner's proficiency with AI assistants like GitHub Copilot or Cursor is now a better indicator of project efficiency than their total headcount.
- •Ask about 'Model Leakage': You must confirm your vendor has strict policies to prevent your proprietary business logic from being ingested by public AI training sets.
- •Focus on the 'AI Gap': There is a growing cost and quality divide between vendors who use AI to automate unit testing and those who still do it manually.
- •Verify their data hygiene: Ensure your partner is structuring your data today so it is 'ingestion-ready' for the LLMs you'll likely deploy tomorrow.