Using ChatGPT for an Operations Decision Brief: A Hands-On Workflow Review
We used ChatGPT to turn two synthetic operations files into a decision brief, sent one correction request, and tested how the corrected result could be preserved.
Siftano is an independent publication with practical guides for evaluating, verifying, and applying AI tools in real workflows.
We used ChatGPT to turn two synthetic operations files into a decision brief, sent one correction request, and tested how the corrected result could be preserved.
We tested ChatGPT and Claude on the same synthetic CSV for weighted rates, missing costs, filters, incident totals, and reproducible calculations.
We gave ChatGPT and Claude the same synthetic operations packet and scored whether each summary preserved corrected facts, exceptions, scope limits, and ROI boundaries.
We ran the same 12-case source-verification fixture once in ChatGPT and Claude and scored stale values, unsupported claims, calculations, and source attribution.
A practical seven-part checklist for evaluating AI tools by use case, reliability, privacy, workflow fit, cost, portability, and long-term value.
A practical framework for allowed work, data boundaries, approved accounts, human approval, verification, incidents, and review cycles in a team AI policy.
A practical method for turning representative work, failure cases, acceptance criteria, and review evidence into a small repeatable AI evaluation set.
A time-boxed evaluation scenario for testing representative work, failure cases, evidence quality, operating fit, and stop conditions before adoption.
A practical guide to testing whether AI data, settings, workflows, and evidence can actually move before a subscription becomes difficult to leave.
A practical method for calculating the full operating cost of an AI tool, including usage, tools, retries, human review, integration, reliability, migration, and unit economics.
A practical framework for judging whether an AI product review is independent, current, reproducible, evidence-backed, and relevant to the exact plan and workflow you are considering.
AI tool reviews with explicit criteria and direct verification evidence
AI solution comparisons with stated conditions and evaluation criteria
Practical guides and checklists for verification, evaluation, and adoption decisions
AI workflows with human review steps and clear operating boundaries