5 chats/day, 3 uploads/month, PDF export, 100MB storage, CSV/PDF basics.
Business model
Pricing designed for students, analysts, founders, teams, and enterprise users.
The monetization model starts with a generous free tier, then expands into file volume, export depth, workspace storage, collaboration, and enterprise hosting.
50 chats/day, 20 uploads/month, PDF/DOCX export, 1GB storage, prompt templates.
Unlimited chats, 100 uploads/month, all export formats, voice input, SQL analysis.
3 seats, API access, workspaces, PPT export, 20GB storage, priority model routing.
10 seats, collaboration, admin panel, shared workspaces, white-label PDFs.
SSO, custom models, audit logs, SLA, dedicated support, on-prem options.
Success metrics
What the product should measure
Upload-to-insight rate
Target above 70 percent of uploads resulting in completed analysis.
Time to first insight
Target under 20 seconds for files below 5MB.
Report export rate
Target above 30 percent of analysis sessions generating an export.
Feedback accuracy
Target above 75 percent positive feedback on AI responses.
Retention
Target above 35 percent D7 retention and above 20 percent D30 retention.
Paid conversion
Target above 5 percent free-to-paid conversion within 60 days.
Risk planning
Key risks and mitigation
Anonymize data before provider calls, support local/Ollama mode, and use clear privacy settings.
Use chunking, async job queues, file limits, progress states, and retry-safe processing.
Show source data, validate outputs, capture feedback, and never invent statistics outside uploaded files.
Validate schema before rendering and allow users to override chart type and axes.