The best AI model is the one that passes your test.
A practical framework for comparing AI tools on real work, with a reusable scorecard and a cost-per-accepted-result calculation.
INDEPENDENT THINKING ON ARTIFICIAL INTELLIGENCETHE AI & AUTOMATION JOURNAL
TOOLS. IDEAS. WHAT COMES NEXT.Evidence over hype. Always.
THE BIG READ01 / FIELD GUIDE
The decision guide
The best AI model?
The one that works
for you.
A practical framework for comparing AI tools on real work, with a reusable scorecard and a cost-per-accepted-result calculation.
FROM THE JOURNALIdeas for your
Ideas for your
next move.
A closer look at the tools, costs, and decisions
shaping the way we work with AI.
Chat subscription or API: which fits the job?
Compare interactive AI tools and programmable workflows by control, billing, repeatability, and operational needs.
The AI cost that matters: one accepted result.
A worked example of why the cheaper API bill can produce the more expensive workflow once acceptance and review time enter the calculation.
Valid JSON is only the start of a reliable AI workflow.
A practical checklist for turning AI-generated fields into usable records: schema checks, source evidence, failure handling, and a small pilot.
From customer reviews to a useful AI report.
A repeatable review-analysis workflow that preserves source evidence and makes uncertain classifications visible.
What does an AI workflow actually cost?
Input tokens are only part of the bill. A clear way to estimate output, retries, tools, and human review before you scale.
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THE WORKBENCHBig ideas.
Big ideas.
Know the
small print.
What will your AI workflow actually cost?
Compare two scenarios before you commit.
Technology moves fast.
Good judgment
makes the difference.
We look past the launch headlines to find what’s useful, what it costs, and where it fits.
Meet our editorial approach