| What it does | Quality infrastructure for AI-written code with deterministic refactoring and a merge gate
| Physics-based AI that optimizes complex industrial systems in real time
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| Stage | Startup
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| Founded | 2026
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| Based in | US
| US
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| Pricing model | Freemium
| Contact for pricing
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| Pricing | Builder Edition: Free forever for personal, non-commercial, and open-source use. Engineering Edition: $29/month or $299/year (save 14%). Architecture Edition: $59/month or $599/year (save 15%). Elite Edition: $99/month or $999/year (save 16%). Enterprise: Custom pricing, contact sales. All editions
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| Key features | - 182 AST-aware refactor operations for code transformation
- 42 codebase analyzers for code analysis
- Support for 163 programming grammars
- Deterministic merge gate with signed receipts
- MCP server and CLI interfaces
- Cross-file import updates and automatic checkpointing
- 10 cross-language porting operations
- Instant undo for all operations
- ~88% token savings on query operations
- Native binary with zero dependencies and no supply chain risk
| - Physics-native optimization grounded in system physics
- Multi-fidelity data fusion with real-time feeds
- Guard railed autonomy with rigorous framework
- Decision-making under uncertainty with calibrated confidence measures
- Systems of surrogates for industrial-scale complex systems
- Auditable workflows with complete chain of evidence
- Cloud-native with on-premises support
- REST API and OPC UA integration
- SOC 2 Type II certified security
- Deploys in weeks across entire operations
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| What makes it different | - Deterministic verdicts and signed receipts for every code change ensure reproducible quality gates
- Built by engineer with decades of production experience in correctness-critical domains
| - Deploys in weeks, not years or months
- Physics-grounded reasoning beyond historical data patterns
- Measurable outcomes from day one with $100M+ proven results
- Uncertainty-aware recommendations operators can trust
- Operates on mission-critical systems trusted by world's largest energy companies
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| Community votes | 0 | 0 |
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| DR (Domain Rating by Ahrefs) | 27 ● no change since last check | 30 ● no change since last check |
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| Trust Flow (Majestic) | 8 | 18 |
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| Citation Flow (Majestic) | 31 | 30 |
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| Referring domains (Majestic) | 182 | 141 |
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act101
Geminus