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saas launch audit AI Agent Skill
View Source: b-open-io/prompts
MediumInstallation
npx skills add b-open-io/prompts --skill saas launch audit 39
Installs
SaaS Launch Audit
A comprehensive, repeatable audit workflow for SaaS products approaching launch. Provides clear PASS/FAIL states with single actionable next steps.
Purpose
Validate launch readiness across 10 critical areas: validation, pricing, payments, AI economics, discovery, competitors, social presence, legal, trust infrastructure, and launch day operations.
Workflow Overview
- Discovery Survey - Gather project context (product type, audience, stage)
- Interactive Verification - Actively verify items using browser tools and web queries
- PASS/FAIL Report - Output each item with status and next step for failures
- Iterate - Re-run audit after fixes until all items pass
Discovery Survey
Before running the checklist, gather project context:
Questions to ask:
- Product type: B2B SaaS, B2C, Developer Tool, Marketplace, or Other?
- Target audience/ICP: Who is the primary customer?
- Current stage: Pre-MVP, Beta/Early Access, or Ready to Launch?
- Does the product use AI/ML that affects unit economics?
- Primary domain/URL to audit (if live)
Platform recommendations by product type:
- Developer Tools: GitHub, Hacker News, Reddit, X, Dev.to
- B2B SaaS: LinkedIn, Product Hunt, G2/Capterra
- B2C/Consumer: X, TikTok, Instagram, YouTube
- Indie Hacker: Product Hunt, Indie Hackers, X, Reddit
Audit Checklist (10 Sections)
1. Pre-Launch Validation
| Item | Verification Method |
|---|---|
| 50+ discovery calls completed | Ask user |
| Pre-payment secured from 3+ customers | Ask user |
| Problem validated (not just interest) | Ask user for evidence |
| Manual service delivery tested | Ask user |
2. Pricing Strategy
| Item | Verification Method |
|---|---|
| Pricing model selected (outcome/usage/hybrid) | Ask user, verify NOT per-seat only |
| Value metric identified | Ask user what outcome they charge for |
| 3-4 tiers with clear differentiation | Browser: check pricing page |
| Annual contract incentives configured | Browser: verify discount shown |
| Pricing page live and scannable | Browser: visual check |
3. Payment Integration
| Item | Verification Method |
|---|---|
| Stripe account activated (live keys) | Ask user to confirm |
| Test transactions successful | Ask user |
| Webhook endpoints configured | Ask about endpoint URL |
| Billing portal accessible | Browser: test billing portal link |
| Tax/KYC requirements met | Ask user |
4. AI Economics (if applicable)
| Item | Verification Method |
|---|---|
| Inference costs calculated per action | Ask user for cost breakdown |
| AI costs < 30% of revenue | Calculate: inference cost / revenue per user |
| Gross margin > 50% (AI-adjusted) | Verify: traditional SaaS 80-90%, AI-first 50-65% |
| Margin protection strategy exists | Ask about usage caps, tiering |
| Cost monitoring/alerts configured | Ask user |
5. GEO & AI Discovery
| Item | Verification Method |
|---|---|
| AI visibility audit completed | WebSearch: query ChatGPT/Perplexity for brand |
| Structured data/FAQ schema | Browser: check page source |
| Content uses authoritative language | Browser: check for excessive hedging |
| SSR/pre-rendering for LLM crawlers | Ask about rendering strategy |
| Server response time < 200ms | Run scripts/tech-audit.sh |
| Core Web Vitals passing | Check PageSpeed Insights |
2026 Fact: AI agents account for ~33% of organic search activity. Only 12% of companies appear across ChatGPT, Perplexity, and Claude.
6. Competitor Intelligence
| Item | Verification Method |
|---|---|
| 3+ direct competitors identified | Ask user to list |
| Competitor pricing documented | WebSearch: research each competitor |
| Differentiation statement written | Ask user for positioning |
| AI visibility comparison done | WebSearch: query "[category] tools" |
| Citation sentiment analyzed | Review AI responses for tone |
7. Social Media & Launch Prep
| Item | Verification Method |
|---|---|
| Primary platform profiles created | Browser: check each platform |
| LinkedIn founder profile optimized | Browser: review profile |
| X/Twitter presence established | Browser: check account |
| Product Hunt profile ready | Browser: check PH profile |
| 400+ PH supporters lined up | Ask user about DM outreach |
| Launch email sequence drafted | Ask user |
| Content calendar for 30 days | Ask user |
| "Magic Triangle" ready | Ask about founder content + outreach + retargeting |
8. Legal & Compliance
| Item | Verification Method |
|---|---|
| Privacy Policy live | Browser: check /privacy or footer link |
| Terms of Service live | Browser: check /terms or footer link |
| Cookie consent banner | Browser: verify banner appears |
| DPA template ready (if B2B) | Ask user |
9. Trust Infrastructure
| Item | Verification Method |
|---|---|
| Auth system production-ready | Ask user about auth provider |
| Audit logging enabled | Ask user |
| Error tracking configured | Ask about Sentry or similar |
| Uptime monitoring active | Ask user |
| Security headers configured | Run scripts/tech-audit.sh |
10. Launch Day Readiness
| Item | Verification Method |
|---|---|
| Support channels operational | Browser: check support links |
| FAQ/Knowledge base published | Browser: check /help or /docs |
| Analytics tracking verified | Ask about GA4, PostHog setup |
| Team roles assigned | Ask user |
| Rollback plan documented | Ask user |
Output Format
Report each item as:
[PASS] Item descriptionor
[FAIL] Item description
→ Next step: Single actionable instructionVerification Tools
Browser Verification
Use mcp__claude-in-chrome__* tools to:
- Navigate to pricing, terms, privacy pages
- Check for cookie banners, structured data
- Verify billing portal accessibility
- Review social media profiles
Web Search Verification
Use WebSearch to:
- Query AI assistants for brand visibility
- Research competitor pricing
- Check product mentions and sentiment
Script Verification
Use provided scripts:
scripts/tech-audit.sh- Core Web Vitals, SSL, security headersscripts/competitor-visibility.sh- AI visibility comparison
Additional Resources
For detailed guidance, see the references directory:
references/pricing-2026.md- Outcome/usage-based pricing strategies, 2026 trends, tier design principlesreferences/payment-verification.md- Stripe go-live checklistreferences/geo-visibility.md- GEO/AI discovery optimization, technical requirements, content strategiesreferences/launch-tactics.md- Product Hunt and social strategies, "Magic Triangle" approachreferences/trust-infrastructure.md- Trust-as-a-Product requirementsreferences/metrics-2026.md- AI-first SaaS metrics (gross margins, cost optimization)references/platform-guides.md- Platform-specific launch guides
Completion Criteria
The audit is complete when:
- All 10 sections have been evaluated
- Each item shows PASS or FAIL with next step
- User has a prioritized list of fixes
Re-run the audit after implementing fixes until all critical items pass.
Key 2026 Insights
- Pricing: Per-seat is declining (126% YoY growth in credit models). Use outcome-based or hybrid models.
- AI Economics: Target AI costs < 30% of revenue. Traditional SaaS: 80-90% margins. AI-first: 50-65% margins.
- Discovery: AI agents now ~33% of organic search. Only 12% of companies appear across all AI platforms.
- Trust: Trust-as-a-Product is a differentiator, not just compliance.
- Product Hunt: 26.5% of launches get 500-1000 users. 49% fail by relying on PH alone.
Installs
Security Audit
View Source
b-open-io/prompts
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How to use this skill
Install saas launch audit by running npx skills add b-open-io/prompts --skill saas launch audit in your project directory. Run the install command above in your project directory. The skill file will be downloaded from GitHub and placed in your project.
No configuration needed. Your AI agent (Claude Code, Cursor, Windsurf, etc.) automatically detects installed skills and uses them as context when generating code.
The skill enhances your agent's understanding of saas launch audit, helping it follow established patterns, avoid common mistakes, and produce production-ready output.
What you get
Skills are plain-text instruction files — not executable code. They encode expert knowledge about frameworks, languages, or tools that your AI agent reads to improve its output. This means zero runtime overhead, no dependency conflicts, and full transparency: you can read and review every instruction before installing.
Compatibility
This skill works with any AI coding agent that supports the skills.sh format, including Claude Code (Anthropic), Cursor, Windsurf, Cline, Aider, and other tools that read project-level context files. Skills are framework-agnostic at the transport level — the content inside determines which language or framework it applies to.
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