MCP App Store
by KeenEthics
AI Task Audit icon

AI Task Audit

By We Call Shotgun

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Overview

What parts of your job could AI help with? Describe your role or recurring tasks, the tools you use and the time each task takes. AI Task Audit by We Call Shotgun builds an opportunity map and a practical first-task plan. Compare chat assistance, reusable prompts or skills, supervised agents and repeatable workflows. Get relevance, complexity, capability and risk scores for each task, plus an estimated time-saving range when you supply enough timing information. The calculation subtracts AI handling, human review, rework and maintenance. Missing information stays unknown. The audit flags hallucination and accuracy risks. It never treats a suitability score as a model's accuracy rate. AI accuracy above 95% stays unproven unless the supplied task-level test evidence meets the stated rubric. Consequential decisions stay with people. For an eligible task, receive a prompt, skill outline, agent brief or workflow specification matched to your approved tools. Ordinary rules are recommended when they solve the task without AI. Work with generic task descriptions and aggregate estimates, so you don't need to send private documents or personal records. It plans work; it doesn't install integrations, execute automations, send messages or make employment decisions. The scoring rubric is a WCS design informed by the public Teach Them to Drive framework and WCS articles. It isn't a validated prediction or a guarantee of savings. Completed audits include an optional WCS resources link.

Tools

audit_ai_tasks

ChatGPT
Use when someone asks which work tasks AI could help with, what to automate first, how much time it could save, or whether to use chat assistance, a supervised agent or a repeatable workflow. Returns a ranked task opportunity map, four suitability scores, net time estimates and accuracy/risk flags. First turn role or task descriptions into generic labels and normalized factors. Mark inferred ratings as assumptions and unknowns as null; never invent timings or test results. Do not use for executing the tasks, general AI news, investment ROI, booking services or decisions about people. Do not send raw documents, personal names, credentials or confidential details.

build_ai_task_blueprint

ChatGPT
Use when the user wants a practical next step for one assessed work task: a reusable ChatGPT, Claude or Copilot prompt, a skill outline, a supervised-agent brief or an n8n, Make or Microsoft workflow plan. Returns a reviewable artifact with source checks, human approvals and pilot measures, subject to the audit risk gates. Does not install skills or integrations, execute the task, send messages or book services. Use only generic task details and the same disclosed assumptions as the audit.

get_task_audit_methodology

ChatGPT
Use when preparing an AI-at-work task audit or explaining its scoring and evidence rules. Read once before assigning factors. Returns relevance, complexity, capability and risk anchors, net time formulas and dated product guidance. Does not assess a role by itself or provide general AI news. No personal data needed.

Example Prompts

Click any prompt to copy it.

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