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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Flame Analytics
✓ verifiedPaid
Privacy-first AI video analytics for stores and venues, measuring traffic, conversion, dwell time, and occupancy from existing CCTV.
36K visits/mo
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BasicAI Cloud
✓ verifiedFreemium
Data-annotation platform with AI-assisted labeling tools and team workflows for building ML training datasets.
22K visits/mo
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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
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Toffu AI
✓ verifiedFreemium
AI marketing agent that executes tasks directly in your ad and analytics accounts, from audits to scheduled reports.
43K visits/mo
Pricing
Pay-as-you-go: 42.8% platform fee for corporate, 33.3% for academic/non-profit (no monthly fee)
Participant payment: minimum $8.00/hr, recommended $12.00/hr
No public pricing
No public pricing
Starter: $299/mo (up to 2,000 monthly active users)
Growth: from $849/mo (starts at 2,000 MAU)
Free trial available
Free: $0/mo (500 one-time credits)
Business: $100/month (5,000 monthly credits, up to 5 scheduled tasks, 1 team member)
Scale: $200/month (12,000 monthly credits, up to 15 scheduled tasks, up to 3 team members)
Growth: $500/month (40,000 monthly credits, up to 30 scheduled tasks, up to 5 team members)
Core features
- ✦Access to a verified and engaged participant pool
- ✦Self-serve platform for easy task setup and launch
- ✦Tools for AI training and evaluation
- ✦Fair compensation for participants
- ✦Audience checker
- ✦AI people counting (no biometrics)
- ✦Conversion analytics cross-checked with POS
- ✦Customer journey and heatmaps
- ✦Real-time occupancy and queue analytics
- ✦Guest WiFi capture and marketing
- ✦Customizable dashboards, 200+ KPIs
- ✦AI-assisted data annotation tools
- ✦Training-data platform (BasicAI Cloud)
- ✦Team and project management
- ✦Annotation services
- ✦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
- ✦One-click integrations with Google Ads, Analytics, Search Console, LinkedIn, Meta Ads, and more
- ✦Automated ad account audits with savings estimates
- ✦SEO opportunity plans from Search Console data
- ✦Scheduled recurring reports and monitoring tasks
- ✦Ready-made marketing playbooks
- ✦Multi-workspace and team collaboration for agencies
- ✦SOC 2 Type II and GDPR compliance
Use cases
- →Academic research
- →AI training and evaluation
- →Market research
- →User research & testing
- →Data annotation
- →Training & alignment
- →Evaluation & safety
- →Measuring footfall and conversion in stores
- →Optimizing mall tenant mix and layout
- →Activating marketing via guest WiFi
- →Labeling images and data for ML models
- →Managing annotation teams and projects
- →Producing training datasets at scale
- →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
- →Performance marketers auditing ad account spend waste
- →SEO teams finding striking-distance keyword opportunities
- →Agencies managing multiple client workspaces
- →Marketing teams automating recurring competitor/campaign reports
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