Taste Lab vs Polycam
Side-by-side comparison of features, pricing, and ratings
At a glance
| Dimension | Taste Lab | Polycam |
|---|---|---|
| Best For | AI devs & design engineers | 3D scanning professionals |
| Pricing | Free (open source) | Freemium (subscription for full features) |
| Core Technology | Design extraction from URL | Photogrammetry & LiDAR scanning |
| Outputs | .md + .json design specs | 3D models, floor plans, point clouds |
| Platform | CLI (no GUI) | iOS, Android, Web |
| AI Features | 4-agent AI pipeline for design reasoning | AI 3D model & texture generator (beta) |
Choose Taste Lab if you need to decode a website's design system for AI-driven UI development; it's free and CLI-based. Choose Polycam if you need to create 3D scans, floor plans, or digital twins from real-world objects and spaces; it's a mature freemium app with broad export options.
AI-powered 3D scanning, floor plans, and reality capture for mobile, drones, and teams.
Visit WebsiteWho should pick which
- AI developer building a UI generation toolPick: Taste Lab
Taste Lab extracts design tokens and reasoning from any URL, providing structured context for AI agents; it integrates directly into developer workflows via CLI.
- Architect needing on-site floor plansPick: Polycam
Polycam automatically generates floor plans with measurements from LiDAR scans or photos, and the floor plan editor now supports drag overlapping objects.
- Design engineer reverse-engineering a competitor's sitePick: Taste Lab
Taste Lab outputs 20 measurement categories and 5-8 system rules per page, plus design principles, the fastest way to extract a complete design system.
- Product designer scanning a physical prototypePick: Polycam
Polycam's photogrammetry and LiDAR scanning create detailed 3D models suitable for digital review; exports to OBJ/FBX/USDZ for CAD tools.
- UX researcher analyzing design patterns across sitesPick: Taste Lab
Taste Lab's pattern detection and consistency checks provide a structured design map; output can be shared as .md and .json.
Frequently Asked Questions
Taste Lab vs Polycam: which should you choose?
Choose Taste Lab if you need to decode a website's design system for AI-driven UI development; it's free and CLI-based. Choose Polycam if you need to create 3D scans, floor plans, or digital twins from real-world objects and spaces; it's a mature freemium app with broad export options.
Which tool is free?
Taste Lab is completely free and open-source. Polycam has a free tier with limited features; full access requires a subscription.
Can Taste Lab generate 3D models?
No, Taste Lab extracts design specifications from web pages. It doesn't handle 3D geometry or scanning.
Can Polycam extract design tokens from a website?
No, Polycam is for 3D scanning of physical objects and spaces. It doesn't analyze web pages.
What formats do the tools export?
Taste Lab exports .md and .json files. Polycam exports GLTF, OBJ, FBX, USDZ, PLY, LAS, STL, DAE, ESX, DXF, and more.
Is Taste Lab easy for non-technical users?
No, it's a CLI tool requiring command-line knowledge. Polycam has a visual mobile/web interface, though advanced features may have a learning curve.
Does Polycam require internet?
Capture can be done offline, but processing and most features require cloud connectivity.
Which tool is better for AI training data?
Taste Lab provides structured design context for training UI-generating AI. Polycam provides 3D models for training computer vision or robot-scanning AI.
What's the latest feature in Polycam?
As of 2026, HDRI lighting with 5 presets and a floor plan editor with drag overlapping objects were added.
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Last reviewed: July 3, 2026