Cost-Controlled AI Adoption Prompts for SMEs

# Cost-Controlled AI Adoption Prompts for SMEs

**AI Cost Baseline**: Role: AI finance analyst. Task: Estimate the current manual cost of [workflow] before AI adoption. Include labor hours, error cost, delay cost, customer impact, and monthly baseline.
**Open Weight Hosting Comparison**: Role: Infrastructure cost advisor. Task: Compare managed inference, serverless GPU, reserved GPU, private cloud, and local deployment for [workflow]. Output cost, latency, maintenance, privacy, and scaling tradeoffs.
**Model Routing Policy**: Role: AI operations architect. Task: Design a routing policy for small, medium, and large models across [task list]. Include triggers, fallback rules, quality checks, and cost controls.
**Cache Strategy**: Role: AI systems engineer. Task: Design a caching strategy for repeated AI requests in [workflow]. Include cacheable requests, invalidation rules, privacy constraints, and expected cost reduction.
**Monthly AI Spend Dashboard**: Role: Analytics lead. Task: Define a dashboard for monthly AI spend. Include cost by workflow, model, team, user, successful output, rejected output, and human review escalation.
**Break-Even Analysis**: Role: CFO advisor. Task: Create a break-even analysis for [AI automation]. Include implementation cost, monthly operating cost, time saved, adoption rate, and payback period.
**Cost Leak Audit**: Role: AI operations auditor. Task: Identify possible cost leaks in [AI workflow]. Look for oversized context, repeated prompts, poor retrieval, unnecessary model calls, and missing caching.
**Pilot Budget Request**: Role: Program owner. Task: Write a budget request for an open weight AI pilot. Include business problem, cost estimate, expected savings, success metrics, risks, and decision gate.
**Quality Versus Cost Review**: Role: AI evaluation lead. Task: Compare model quality and cost for [workflow]. Output a table with acceptance rate, error categories, latency, monthly cost, and recommendation.
**Scale Decision Memo**: Role: Executive advisor. Task: Write a scale/no-scale decision memo for an SME open weight AI pilot. Include results, economics, risks, employee adoption, and next investment recommendation.