Every CAD file your company has ever produced is a record of intent — what you decided to build, why, and how. Most of it is locked in folders organized by project code, readable only by the engineer who put it there. We turn that history into a queryable layer — searchable by shape, reasoned over by AI, governed end-to-end, running entirely inside your network.
Type "flat bracket with mounting holes" or click any part to surface its look-alikes. CADDLE parses geometric and physical properties together and returns ranked matches across the full library — no tags, no taxonomy, no metadata curation.
Open any part and CADDLE has already inventoried its geometry: holes, pockets, grooves, spotfaces, bosses, fillets, rounds, threads. Each feature lit up on the model, queryable across the entire library.
A supplier sends a quote. A new design lands on your desk. Drop the file into CADDLE and it surfaces every geometrically similar part already in your library — ranked by similarity, scored on volume and topology, in seconds.
A UMAP projection of every part you own. Families surface as colour continents, outliers as islands. Drag-select a region to compare; click any point to find its nearest neighbours. The whole library at a glance — the whole library at your cursor.
Clusters where every member matches on shape (≥99.999%), scale (volume and bounding box within ±1%), and topology (matching face and edge counts). Safe to consolidate — the library scanned down to the redundant copy.
Every consolidation runs through a governed review board. Promote a canonical part, retire the non-canonicals, export a cluster report, route the decision for sign-off — with a full audit trail and reversal rate tracked on every action.
Annual savings rolled up by project. Workflow health on a 7-day window. Top expensive clusters ranked by recoverable dollars. Materials breakdown across the full library. Procurement gets the numbers, engineering gets the parts, finance gets the proof.
CADDLE deploys inside your perimeter and indexes geometry where it already lives. Files are never copied to a vendor cloud, never sent to a third-party API, never inspected by an outside system. Embeddings stay local. Queries stay local. Logs stay local.
That single architectural choice is why CADDLE runs in environments cloud-only competitors structurally cannot enter — ITAR, export-controlled, and classified programs across aerospace, defense, and automotive engineering.
We're taking on a small number of design partners. Share a sample of up to 5,000 STEP files and we'll run them through CADDLE, returning a duplicate-cluster report with estimated consolidation savings on your own parts. On-premise option available — your geometry never has to leave your network.
Unlimited users, company-wide. $1,500/month minimum, annual contracts. Land with a $15K–$50K paid duplicate-detection engagement — your first session pays for the platform.
The product as it exists today. Geometric search, feature inspection, duplicate detection, governed consolidation, analytics — on-premise, up to 500,000 parts.
Real-time manufacturing cost estimation from raw geometry. Strong pull from job shops and procurement. The first product that quotes from the CAD file itself.
A neutral platform where OEMs share approved part specs with suppliers as cryptographic geometry hashes. Share the spec, not the file. Real network effects.
The infrastructure primitive underneath all of it — a standalone database optimized for geometric embeddings and spatial queries, for the next generation of engineering AI builders.
"The parts library shouldn't be a search problem for engineers. It should be an intelligence layer the whole organisation can reason over — and the geometry should never have to leave the building for that to be true."
CADDLE deploys inside your network in an afternoon. Connect your file server and, in your first session, we'll show you how many duplicates you're already shipping — and what they're costing you.