AI-powered System of Intelligence for New Product Development that orchestrates knowledge from systems of record and experts into actionable portfolio intelligence
Stage
MVP
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Founded
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Based in
US
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Pricing model
Freemium
Contact for pricing
Pricing
Free tools available (STL repair, 3D print cost calculator, UV printing profit calculator). Standard: $9.99 USD/month. Operator: $19.99 USD/month (founding offer: $9.99/month for first 12 months, or $9.99 for first 2 months for other new subscribers). 30-day free trial of Operator available; no card
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Key features
Design discovery and marketplace signal comparison
Commercial-use license filters
3D print cost estimates
Machine comparisons and production planning
STL file inspection and repair
Marketplace opportunity radar
Business planner for production costs
UV printing profit calculator
Product Knowledge Hubs
AI Agents
Smart Templates
AI Workflows
Cross-functional Chat interface
Portfolio intelligence and metrics
Integration with PLM, ERP, CRM systems
Cerebrum AI engine
Gate review acceleration
Documentation automation
What makes it different
Research questions backed by marketplace evidence instead of guesswork
Accounts for all production costs including labor, failures, and channel fees
Distinguishes between maker downloads and actual buyer demand
Free tools including STL repair and cost calculators
Guides makers through discovery, analysis, evaluation and action stages
Compounding knowledge that grows smarter with every product cycle
Retains institutional knowledge across team transitions
Built specifically for advanced manufacturers, not generic AI
Accelerates cycles by up to 67% on benchmark validation
Recovers approximately 9 hours per person per week