Autonomyware vs Excession Labs

A side-by-side comparison built from both listings. Blank cells mean the company has not given that detail; we never guess.

Autonomyware compared with Excession Labs
Detail	Autonomyware	Excession Labs
What it does	AI-native platform for engineering physical products from natural language descriptions	AI security agent and hosted model API for authorized testing
Stage	Not given	Not given
Founded	Not given	Not given
Based in	NL	Not given
Pricing model	Freemium	Not given
Pricing	Explore: €19.99/month (1,000 credits), Create: €49.99/month (2,500 credits), Engineer: contact for pricing. Yearly billing available with up to 21% savings.	Starter $20/month with $30 credit; Pro $100/month with $175 credit; Max $200/month with $400 credit; Ultra $500/month with $1,250 credit. Pay as you go: add funds from $10 to $1,000, balance never expires. DeepSeek V4.1 Flash: $0.035 input, $0.005 cached input, $0.50 output per 1M tokens. DeepSeek V
Key features	Natural language product descriptions converted to 3D models Exact CAD geometry generation Bill of materials with complete parts list Manufacturing-grade geometry with part dimensions and assembly Electronics design in open beta System architecture and engineering reasoning Self-checking geometry verification Real-time simulation and testing Export to multiple file formats and manufacturers Collaborative engineering with AI agents	Terminal AI agent with parallel workers Per-tool allow, deny and ask rules Evidence-linked findings with severity and remediation steps OpenAI and Anthropic SDK-compatible API endpoints Session save, resume, fork and export Headless mode with JSONL output and exit codes for CI Support for MCP servers, skills, AGENTS.md, slash commands and hooks DeepSeek V4.1 Flash and abliterated variant models Cross-platform support for macOS, Linux and Windows Shared account balance between terminal agent and API
What makes it different	Exact, buildable geometry instead of visual approximations No CAD or engineering knowledge required Complete engineering data with traceability and reasoning Proprietary geometry kernel for real engineering, not guessing Dedicated capacity and collaborative scoping for enterprise	Unified billing for both terminal agent and hosted API API compatible with OpenAI and Anthropic SDKs Evidence-based findings with source lines and reproduction steps Terminal agent with configurable tool rules and headless CI mode
Community votes	0	0
DR (Domain Rating by Ahrefs)	4 +1 (up) since last check	15 −1 (down) since last check
Trust Flow (Majestic)	7	0
Citation Flow (Majestic)	27	0
Referring domains (Majestic)	44	0

4 details filled in for both companies.

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