| What it does | 3D spatial perception and 4D radar-vision fusion for autonomous machines and robotics
| See where your AI coding agent's tokens go, cut the waste without breaking the prompt cache, and get a receipt for every saving
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| Stage | Established
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| Founded | 2001
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| Based in | CA
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| Pricing model | Not given
| Freemium
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| Pricing | Not given
| Free for open source (Wrapped, all fixes with undo, receipt, skill, plugin, MCP server). Team: $30 per developer, or 10% of verified savings, whichever is lower (spend by engineer, cost per merged PR, CI gate). Enterprise: contact for self-hosted, SSO, finance exports, procurement-grade reports.
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| Key features | - 3D and 4D spatial perception with radar-vision fusion
- 20× faster annotation, 100× quicker ground truth generation, 4× faster training
- Support for NVIDIA Jetson, NXP processors, and embedded platforms
- Object classification, 2D/3D detection, instance and semantic segmentation
- Au-Zone Maivin vision module for object detection and segmentation
- Au-Zone Raivin 4D imaging radar with camera for challenging conditions
- Reliable perception in dust, fog, rain, and darkness
| - Session log analysis with token pricing breakdown
- Categorized spending attribution by startup context, tool output, sub-agents, and cache rebuilds
- Safe automatic fixes for output trimming and cache countdown
- Undo capability for all changes
- Receipt comparing cost-per-commit before and after with 90% confidence range
- Shareable card with visualization of token usage
- Command output trimming to reduce context bloat
- Cache expiration countdown in status line
- MCP server integration for any agent
- Claude Code plugin with skill and MCP server
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| What makes it different | - Industry-first low-level radar-vision fusion engine
- Deploy from development to production in months instead of years
- Over 20 years of embedded engineering expertise
- Field-ready hardware modules optimized for cost, performance and reliability
- Seamless path from development to deployment with ready-to-use modules
| - Reads actual logs your agent already keeps, not a third-party service
- Fixes only trim new content without rewriting cache to preserve prompt optimization
- Open source under Apache 2.0 with no incentive to make you spend more tokens
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| Community votes | 0 | 0 |
| DR (Domain Rating by Ahrefs) | 29 ● no change since last check | Not checked yet ● no change since last check |
| Trust Flow (Majestic) | 21 | 0 |
| Citation Flow (Majestic) | 18 | 0 |
| Referring domains (Majestic) | 22 | 0 |