Factory has raised $200 million at a $5 billion valuation, up from $1.5 billion in April. CADDi has raised $114 million at a $1.2 billion valuation, more than double the roughly $470 million valuation it reported in March 2025.
Factory’s valuation has risen about 3.3 times in five months and CADDi’s about 2.6 times in roughly 18 months. Their operating models show what sits underneath that shared premium.
Factory sells model-agnostic software-engineering agents into enterprises. Its strategic claim puts the durable value in repositories, permissions, task routing, review, enterprise controls and integration with the software-development process even as foundation models change. Factory says its Droids are used by hundreds of thousands of developers and names enterprises including Nvidia, Blackstone, Palo Alto Networks and Adobe. The new financing takes disclosed funding above $400 million.
CADDi is pursuing the same economic position in a very different operating environment. Its software ingests manufacturing drawings, CAD files and other production information, then makes that fragmented industrial history searchable and usable by AI agents. If a manufacturer uses the platform to quote parts, source suppliers, investigate defects or reuse prior engineering work, CADDi becomes part of the operating memory of the factory. Faster retrieval is the entry point; repeated operating decisions create the switching cost.
That context can create switching costs even as underlying models become cheaper.
CADDi also shows the margin question the valuation headlines omit
The financing disclosures do not provide the ARR, net retention, gross margin or implementation cost needed to value either company on public-market software terms. That absence matters more for CADDi because manufacturing data is difficult to normalise and organisational adoption is labour-intensive. Reporting around the round describes a company with roughly 900 employees and more than 100 people in customer success.
The staffing footprint makes implementation intensity part of the valuation case. If customer success, data preparation and change management remain heavy as revenue scales, CADDi may own a valuable workflow while still producing a lower-margin business than the valuation shorthand implies.
Factory faces a different burden. Its April round was already at $1.5 billion, and the latest price implies investors have capitalised a very large amount of future growth into five months of execution. Model neutrality protects the application layer from supplier churn. The $5 billion price now places the burden on retention, pricing power and inference economics.
The common thesis behind both rounds is credible: as foundation models become more substitutable, value can migrate toward the systems that own permissions, proprietary context and the final business action. The premium should widen most for products that capture that control without carrying a proportionate implementation workforce.
The disclosure that would make CADDi’s operating leverage measurable is revenue or ARR alongside gross margin and customer-success expense. Sales can double while the economics worsen if deployment labour has to double with them. If customer-success expense grows much more slowly than recurring revenue, the services burden is being amortised and the workflow thesis gets stronger. Factory needs the same evidence on ARR, retention and gross margin, but its lighter implementation model should set a higher software-margin hurdle.
Until those numbers are public, the $5 billion and $1.2 billion prices are bets on operating leverage as much as workflow ownership.
Sources
- Factory, April 16, 2026, Series C announcement: https://factory.com/news/series-c
- The Wall Street Journal, September 15, 2026, AI Coding Startup Factory More Than Triples Valuation to $5 Billion: https://www.wsj.com/tech/ai/ai-coding-startup-factory-more-than-triples-valuation-to-5-billion-871da697
- Fortune, September 15, 2026, Manufacturing AI startup CADDi valued at $1.2 billion following $114 million Series D funding round: https://fortune.com/2026/09/15/caddi-manufacturing-startup-valuation-funding-round-series-d-exclusive/