AI Product Launch Checklist 2026

The complete checklist for launching an AI product in 2026.

Pre-Launch (4 Weeks Before)

Product

• Core feature works reliably
• AI responses are consistent
• Error handling in place
• Loading states optimized (<3s)
• Mobile responsive

Technical

• Analytics setup (PostHog/Mixpanel)
• Error monitoring (Sentry)
• Authentication flow works
• Database optimized
• API rate limiting in place

Legal & Compliance

• Terms of Service
• Privacy Policy
• Cookie consent (if EU)
• AI data handling disclosure

Launch Week

Website

• Landing page ready
• Pricing page clear
• Product demo working
• Testimonials/case studies
• SEO basics done
• Open Graph images

Pricing

• Free tier (if applicable)
• Paid plans defined
• Trial period (7-14 days)
• Payment processing works
• Invoice generation

Launch Assets

• Demo video (2-3 min)
• Launch post drafted
• Social media copy ready
• Email sequence prepared

Post-Launch (First 30 Days)

User Acquisition

• Product Hunt submission
• Hacker News launch
• Twitter/X presence
• Indie Hackers post
• Reddit (relevant subs)

Metrics

• Track signups daily
• Track activation rate
• Track retention (Day 1, 7, 30)
• Track revenue
• Cohort analysis setup

Feedback

• User interviews (10+)
• Support channels monitored
• Feature request tracking
• Bug reporting process

AI-Specific Checklist

Model Performance

• Response latency <2s
• Token costs optimized
• Fallback when AI fails
• Rate limiting per user

Data & Privacy

• User data protected
• No PII in AI prompts
• Data retention policy
• GDPR compliance (if EU)

Quality Control

• Output quality tested
• Hallucination rate low
• Safety filters working
• Human override available

Pricing Models

Common AI Pricing

Recommended Tiers

Free: 100-500 credits
Starter: $29/mo - 5K credits
Pro: $99/mo - 25K credits  
Enterprise: Custom

Launch Channels

Free

Paid

Post-Launch Metrics to Watch

Key Metrics

Growth Targets

• Week 1: 100 signups
• Week 4: 1,000 signups
• Month 3: 10,000 signups

Common Mistakes

1. No clear positioning - What problem do you solve?
2. Pricing too low - Undervalue your work
3. Launching too late - Ship, then iterate
4. Ignoring feedback - Talk to users daily
5. No analytics - Measure everything

Resources

• Stratospheric - SaaS launch guide
• Lenny's Newsletter - Product growth
• Hotjar - User feedback

More AI Resources

• Launch & Distribution — Go-to-market
• Marketing Tools — Growth tools
• SEO Growth Guide — Organic growth

Last updated: March 2026