Measuring AI value without invented ROI
Start with a bounded workflow, baseline its current cost and quality, record adoption and exceptions, then separate measured results from assumptions.
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Guidance library
Cost management
Understand variable usage, infrastructure, support, and organizational cost drivers.
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Reviewed enterprise architecture guidance
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Understanding the cost structure of an AI startup
Model provider usage, infrastructure, engineering, evaluation, support, security, and acquisition costs as explicit assumptions that can change with scale.
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What a custom SAP connector really requires
Assess a connector as an owned product with protocol, security, change, support, and operational obligations rather than a one-time build.
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Prompt caching as an operating decision
Use caching where repeated prompt prefixes, privacy controls, freshness, invalidation, and provider behavior make reuse safe and measurable.
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What untrusted ERP data does to operations
Examine the process delays, manual checks, conflicting definitions, and consumer workarounds created when ownership and data qualifications are unclear.
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