ai-roi-audit

仓库创建 2026年1月29日最近提交 13 小时前SkillHot 收录 20 天前
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帮助财务与产品判断 AI 投资是否产生真实回报

这个 Skill 做什么

审计组织 AI 支出回报,量化效益并提出计量方法

帮你把公司花在 AI 上的钱算清楚,不靠厂商口径或感觉,而是用基线、对照组和质量差异来量化回报。适合 CFO 追问成效、续约前评估或整合重复订阅时用。输出会给每个工具的保留/合并/剔除建议、每个数字背后的可复现测量方法,以及没法量化项目的基线计划。

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Audit whether the organisation's AI spend actually paid — measured against baselines, not vendor math or vibes. Use when a CFO asks what the AI tools returned, when renewing AI contracts, when consolidating overlapping AI subscriptions, or to build the measurement plan before the next spend. Produces an ROI audit with per-tool verdicts (keep/consolidate/cut), the honest-measurement method behind each number, and a baseline plan for whatever can't be scored yet. To forecast ROI before an investment use roi-estimator; this skill measures what already happened.

Skill 开发管理ROI 审计成本效益采购决策通用
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# AI ROI Audit Skill

Every org now spends real money on AI tools, and most justify it with adoption counts ("80% weekly active!") — which measure enthusiasm, not return. This skill audits what the spend *returned*, using methods that survive a sceptical CFO: baselines, counterfactuals, and quality deltas, with "we can't know yet" said out loud where it's true.

## What This Skill Produces

- A **per-tool verdict table**: keep / consolidate / renegotiate / cut, each with its evidence
- The **measurement behind each number** — method, baseline, confidence — so the audit is checkable
- A **hidden-cost ledger** (the part vendor ROI decks omit)
- A **baseline plan** for every "unknown", so next 
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