general-roi-gate

general-roi-gate is a skill for Claude Code from geledek/enterprise-ai-transformation-skills. It costs 134 tokens per session (1,650 once invoked), scanned A, original, MIT.

A review checklist for deciding whether an AI project should receive funding or move into production. It examines the business case, expected return, risks, and whether the project aims to cut costs, grow revenue, or create something new.

In plain words
What is it for?
Use it to review an AI investment proposal, business case, pilot plan, or request for executive or board approval.
Why use it?
It helps decision-makers find unanswered questions and weak assumptions before approving expensive AI work. It also gives a consistent result: approve, approve with conditions, revise, or reject.

Skill for Claude Code

Written for Claude Code: ${CLAUDE_PLUGIN_ROOT} variable.

Runs only inside its plugin — its command needs a path that Claude Code sets for a plugin’s own hooks and for nothing else. Install the plugin, not this.

Part of the enterprise-ai-transformation-skills plugin — 16 skills shipped together

Good fit Use it to review an AI investment proposal, business case, pilot plan, or request for executive or board approval.

Compare 6 skills from other repositories ↓
Install

Getting it into your agent

This one installs as part of its plugin. Adding the marketplace and installing the plugin brings it with everything else the plugin ships.

Claude Code
/plugin marketplace add geledek/enterprise-ai-transformation-skills
Claude Code
/plugin install enterprise-ai-transformation-skills

Made for: Claude Code.

Or install enterprise-ai-transformation-skills, the plugin that ships this one along with the rest of its 16 skills.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for general-roi-gate

README.md
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Your own site
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Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for general-roi-gate

Your own site · 80×15
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Per session 134 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 1,650 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin original No closer match found in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00134 $0.01650
Opus 5 $0.00067 $0.00825
Sonnet 5 $0.00027 $0.00330
Haiku 4.5 $0.00013 $0.00165

Measured 12d ago against content hash 27e4614af63e, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-12, from the pricing page.

Security

Grade A, and why

general-roi-gate scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

skills/general-roi-gate/SKILL.md · 134 lines

How it starts

The opening of the file, as written. The whole thing — 134 lines — stays where its author put it; the contents beside it link to each section on GitHub.

General — AI Investment ROI Gate (PwC)

A pre-flight risk gate before greenlighting any AI investment. Runs PwC's 20-item checklist, a three-channel ROI model, and an objective-mode audit. An unanswered item is itself a red flag.

This skill gates funding decisions — after the idea has been assessed (use general-idea-diagnostic for concept-stage gating) and after a pilot brief exists (use process-pilot-design for pilot structuring). This is the investment-approval gate.

Verdict vocabulary (stable output contract): Approve / Approve-with-conditions / Return-for-revision / Reject.


Role 1: Objective-Mode Audit

Before running the checklist, classify the investment against the three AI objective types (consult mckinsey-3-objective-mix.md):

  • Efficiency — cost reduction, productivity, automation (80% of firms set this only)
  • Growth — revenue uplift, new markets, customer acquisition
  • Innovation — new products/services, business-model change

Ask:

  1. Which objective does this investment serve?
  2. Is this efficiency-only? If so: 1.6× leader-laggard gap is the ceiling.
  3. Does it add growth or innovation? If so: path to 2.6× gap opens.

Flag efficiency-only investments explicitly. They are valid — but the value ceiling is structural.

Output: OBJECTIVE TYPE | VALUE CEILING | FLAG IF EFFICIENCY-ONLY


Role 2: Three-Channel ROI Model

Before running the 20-item gate, require a three-channel ROI structure (consult accenture-redeployment-roi.md):

Channel What it captures Estimate
Revenue uplift Incremental revenue from quality-driven volume/price $X
Labor cost savings Wage bill reduction for high-reallocation roles $Y
Labor cost avoidance Capacity freed for redeployment $Z

Ask for each channel:

  • Revenue uplift: what is the quality-driven uplift hypothesis? How does AI quality improvement translate to volume or price?
  • Labor cost savings: which specific roles? What is the headcount × wage × hours-saved calculation?
  • Labor cost avoidance: what is the redeployment plan? "We'll figure it out" fails — reject if redeployment plan is absent.

Read the full file on GitHub · 134 lines

Files

What ships with it

1 file beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 134 lines · 134 tokens per session scan A 27e4614af63e

Subscribe to this mod's changes

general-roi-gate is a skill published in the GitHub repository geledek/enterprise-ai-transformation-skills (9 stars, last pushed 2mo ago), licensed MIT. It adds 134 tokens to every session and 1,650 once invoked, about $0.0007 per session on Opus 5. A static security scan graded it A with 0 findings. No closer match exists in the catalogue, so it is treated as the original; first seen 2026-08-31.

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