Explore MPV
Open library resources and editorial guides, designed to be useful on first read.
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Strategic tools for working with AI. Assessments, checklists, decision matrices, and planning templates. The thinking tools that sit above individual prompts.
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A practical audit framework for diagnosing where AI workflows fail across context, tools, review, source quality, and operational design.
Operations & Workflow · Strategy & Planning
A framework for deciding where human review should sit in an AI workflow, what must be checked, and what can safely move faster.
Operations & Workflow · Strategy & Planning
A decision tree for choosing the right model based on task shape, risk, latency, budget, and required structure rather than hype.
Strategy & Planning · Development & Code
A practical checklist for deciding when a single prompt is enough and when the work genuinely needs a multi-step agent workflow.
Strategy & Planning · Operations & Workflow
A planning canvas for choosing the right workflow, ownership, data inputs, risks, and success metrics before building.
Strategy & Planning · Operations & Workflow
A structured decision matrix for evaluating AI tools before committing. Scores tools across seven weighted criteria to cut through marketing hype and make informed choices.
Strategy & Planning · Operations & Workflow
A checklist for deciding what context a model actually needs, how to structure it, and what should be left out.
Development & Code · Strategy & Planning
A 15-point checklist for evaluating any prompt before putting it into production. Catches the most common prompt failures: vague instructions, missing constraints, absent error handling, and untested edge cases.
Operations & Workflow · Strategy & Planning