Compare tools
Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.
⇄ Comparison dimension — pick the market you're actually shopping in
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Autonoma
✓ verifiedFreemium
Open-source testing platform where AI agents drive your app end-to-end to catch regressions on every PR, no test code needed.
72K visits/mo9.3K saves
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Stork
✓ verifiedPaid
Runs live AI reputation checks across ChatGPT, Perplexity, Gemini, Claude, and Grok to show who those engines recommend instead of you.
72K visits/mo
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Gumloop
✓ verifiedFreemium
No-code platform for building and running AI agents that automate work across data, sales and support tasks.
701K visits/mo
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PlayThis
✓ verifiedPaid
Gaming assistant recommending Steam backlog picks with playtime insights; fun niche tool.
92K visits/mo2.6K saves
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Userpilot
✓ verifiedFree trial
Product growth platform for SaaS teams building in-app onboarding, surveys, and analytics without engineering resources.
131K visits/mo
Pricing
Free & pay-as-you-go: $0 to start (100K credits free, then $100 per 150K credits)
Self-hosted: $0 (free forever, unlimited)
AI Reputation Report: $29 one-time
Pro: $37/month (20k+ credits/month, unlimited seats)
Free: $0
Pro: $6.99/month
Starter: $299/mo (up to 2,000 monthly active users)
Growth: from $849/mo (starts at 2,000 MAU)
Free trial available
Core features
- ✦AI agents navigate your app in real browsers
- ✦One-command setup that maps flows and drafts tests
- ✦SDK to seed and tear down real data
- ✦Runs on every PR against preview deploys
- ✦No test code required
- ✦Open-source with a self-hosted option
- ✦Integrates with GitHub, Vercel and Linear
- ✦Live queries across ChatGPT, Perplexity, Gemini, Claude, and Grok
- ✦Scored report showing which competitors get named instead
- ✦Free preview of likely questions and rivals before purchase
- ✦Works for products, companies, or individual professionals
- ✦Optional ongoing monthly monitoring
- ✦AI tool directory used to resolve categories and competitors
- ✦Visual canvas to orchestrate multi-agent workflows
- ✦Prebuilt specialized agents (data, support, CRM, sales)
- ✦Access to many AI models with no vendor lock-in
- ✦Slack, Teams and email agent interaction
- ✦Recurring/scheduled tasks and triggers
- ✦Enterprise security: RBAC, VPC, audit logs, spend controls
- ✦Seamless Steam Integration
- ✦Backlog Insights (Quality Per Hour, Extended Play Ratio)
- ✦AI-Driven Game Recommendations
- ✦Custom Categories
- ✦Achievement Progress Tracking
- ✦Estimated Completion Times
- ✦No-code builder for tooltips, banners, spotlights, and onboarding flows
- ✦Event autocapture with funnel, trend, and cohort analytics
- ✦NPS, CSAT, and behavior-triggered in-app or email surveys
- ✦Unlimited session replay with rage-click and error detection
- ✦Lia AI agent that surfaces insights and can execute in-app changes
- ✦MCP server for connecting Userpilot data to other AI tools
Use cases
- →Catching regressions before merging PRs
- →End-to-end testing without writing scripts
- →QA for fast-shipping product teams
- →Self-hosted testing on your own infrastructure
- →Businesses checking whether AI chatbots recommend them over competitors
- →Professionals like advisors or consultants checking their AI visibility
- →Marketers identifying which pages AI engines cite as sources
- →Tracking changes in AI-driven recommendations over time
- →Automate data analysis and reporting
- →Triage support tickets and spot patterns
- →Keep a CRM updated and research prospects
- →Deploy AI agents across a team's tools
- →Sorting and prioritizing games in your Steam library based on ratings and playtime.
- →Identifying top-rated, short-duration games for quick gaming sessions.
- →Discovering hidden gems and RPGs worth the time investment.
- →Planning streaming schedules and content calendars based on completion estimates.
- →Building guided onboarding flows to improve activation
- →Announcing and measuring adoption of new product features
- →Deflecting support tickets with proactive in-app guidance
- →Spotting at-risk or expansion-ready accounts from usage data
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