AppHiveSolutions
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AI DevelopmentJune 11, 2026·5 min read

The Hidden Costs of AI Features Nobody Quotes

Evaluation harnesses, prompt versioning, and monitoring — the line items that separate demos from production AI.

Vikram Singh Rathore

Founder & Principal Engineer

A working demo is $5k of work. Production AI is the other $15k–40k: evals, guardrails, cost controls, and the UI for humans to disagree with the model.

Budget for these explicitly

  • Golden test sets (20–50 cases) with expected behavior
  • Prompt and model version pinning — not 'latest' in production
  • Token/cost dashboards and per-tenant limits
  • Fallback when the model is down or refuses

Our AI App Cost Guide breaks this into tiers. Pilots from $9,500 include a minimal eval harness by design.

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