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CHOOSING-AI-MODELS5 MIN READ

Walk the Tradeoff for a Research Workbench

Route a research workflow by source quality, synthesis difficulty, and verification cost.

Research workflow The brief is high visibility, but not every step in the pipeline is equally hard to verify. If you overspend on easy steps, the budget gets used where it adds the least value. Pay for hidden reasoning, not visible busywork Verification cost as the routing lever Some research steps are easy to inspect. Others fail quietly. Spend the premium lane where quiet failure is expensive. Common trap Use the flagship model for collection, extraction, synthesis, and writing just to feel safe. Selective premium spend Route stronger models to steps whose mistakes are hard to see and costly to…

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