Is the AI Native Business Model skill free?

Yes. The skill itself is free from gmaxxxie/ai-native-product-agent-skills. SkillProof publishes the install command and an independent test verdict at no cost.

What is the AI Native Business Model SkillProof Score?

8.0/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 7/10, docs & honesty 3/5.

How do I install AI Native Business Model?

Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.

Can I use AI Native Business Model with Cursor, Copilot, Gemini CLI, Codex or other AI tools?

The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.

AI Native Business Model

Reprices an AI product around certainty premium instead of tokens or seats

by gmaxxxie · gmaxxxie/ai-native-product-agent-skills

Tested · Works

Install — copy the command Download source ↗

Test report

Verdict: Tested · Works
Score: 8.0/10
Tested: Jul 30, 2026
Environment: Claude Code 2.x (agent harness)
Upstream re-checked: Jul 30, 2026 · 26c8c4f

⚠ This skill is no longer available upstream. Our re-check on Aug 10, 2026 couldn't find it any more (repo unreachable/deleted). The test below is what we measured on Jul 30, 2026 and we're leaving it up as a record — but there is nothing left to install, so we've removed the command.

Priced a real product both ways: a $29/mo AI meta-description generator with flat revenue. Unassisted the answer was the usual playbook — usage tiers, annual billing, chase agencies. Running the skill's eight steps forced numbers on it (fear 3/10, error cost near zero, alternative cost $20-220/mo) and produced the opposite conclusion: there is no certainty premium in that job at all, so the fix is wiring Google Search Console to measure CTR lift first, which is simultaneously the missing data flywheel and the precondition for outcome-based pricing. Different recommendation, arrived at from stated variables rather than instinct. Two caveats: the headline formula multiplies a 1-10 score by two dollar figures, so it is a thinking scaffold and not the calculator the repo advertises, and the repo's own install.sh installs to ~/.hermes/skills and exits 1 when the hermes binary is absent — the copy command above is what actually works for Claude Code. Body is entirely in Chinese.

Scored on four weighted criteria — install, triggering, output vs. baseline, docs. How scoring works

Installs cleanly 5/5
Triggers reliably 5/5
Output vs. baseline 7/10
Docs & honesty 3/5

What AI Native Business Model does

A Chinese-language pricing and business-model playbook for AI products: it names six failing monetization patterns (token billing, per-call, flat SaaS, perpetual license, freemium, project work) and walks an eight-step diagnosis that scores customer fear, error cost and alternative cost, then routes you to one of four outcome-based models. Triggers when you ask how to price an AI product, why revenue is flat, or how to build a moat that is not just being first. Output is a structured YAML business-model brief with a go/no-go.

How to install AI Native Business Model

Nothing to install: the source repository no longer has this skill. If the author brings it back, our daily re-check will pick it up and the command will reappear here.

Commands — how to trigger AI Native Business Model

/ai-native-business-model Reprices an AI product around certainty premium instead of tokens or seats

It also activates on plain-language prompts like these:

我的AI SaaS产品定价29美元每月，但收入一直不涨还在流失客户，帮我重新设计商业模式和定价策略
帮我分析这个AI产品到底该按token计费还是按结果计费，给出一个更合理的定价建议
用八步诊断法帮我评估一下客户对这个AI功能的恐惧值、出错成本和替代方案成本各是多少

Frequently asked questions

Is the AI Native Business Model skill free?: Yes. The skill itself is free from gmaxxxie/ai-native-product-agent-skills. SkillProof publishes the install command and an independent test verdict at no cost.
Does AI Native Business Model work with Claude Code?: We tested it with Claude Code 2.x (agent harness) on Jul 30, 2026. Verdict: Tested · Works. Priced a real product both ways: a $29/mo AI meta-description generator with flat revenue. Unassisted the answer was the usual playbook — usage tiers, annual billing, chase agencies. Running the skill's eight steps forced numbers on it (fear 3/10, error cost near zero, alternative cost $20-220/mo) and produced the opposite conclusion: there is no certainty premium in that job at all, so the fix is wiring Google Search Console to measure CTR lift first, which is simultaneously the missing data flywheel and the precondition for outcome-based pricing. Different recommendation, arrived at from stated variables rather than instinct. Two caveats: the headline formula multiplies a 1-10 score by two dollar figures, so it is a thinking scaffold and not the calculator the repo advertises, and the repo's own install.sh installs to ~/.hermes/skills and exits 1 when the hermes binary is absent — the copy command above is what actually works for Claude Code. Body is entirely in Chinese.
What is the AI Native Business Model SkillProof Score?: 8.0/10 — installs cleanly 5/5, triggers reliably 5/5, output vs. baseline 7/10, docs & honesty 3/5.
How do I install AI Native Business Model?: Copy the install command from this page, run it in your terminal, and restart Claude Code. Skills live in ~/.claude/skills/ (global) or .claude/skills/ inside a project.
Can I use AI Native Business Model with Cursor, Copilot, Gemini CLI, Codex or other AI tools?: The SKILL.md format is native to Claude (Claude Code, Desktop, claude.ai). The instructions inside adapt to other assistants: Cursor rules, GitHub Copilot instructions, Windsurf rules, Custom GPTs, AGENTS.md for OpenAI Codex, and GEMINI.md for Google Gemini CLI — our conversion guides cover each, and the free converter on the tools page does the wrapping for you.