External-source research synthesis, not a Sander Gansen client result. Evidence reflects the supplied October 2026 research and source-specific dates.
The information already exists, but the right version is missing
A high-mix manufacturer can know that it has made a similar part and still spend valuable time searching drawings, inspection sheets, routings and correspondence. Dependency on the person who remembers the job is an operating constraint. Retrieval can remove part of that constraint, but not the obligation to check whether the evidence fits the new work.
The named Unytite case
CADDi’s 11 January 2026 announcement describes nearly 60,000 drawings, inspection sheets, routings and customer specifications centralised across Unytite’s R&D, Quality, Sales and Production, with controlled revision history. The US fastener manufacturer’s fragmented network storage, ERP and email were the original problem. The provider reports retrieval in under one minute, more than 90% lower engineering/production search time and over 200 hours saved. These are provider-reported outcomes without a published task sample, baseline period or independent audit. The 200 hours have no stated time horizon and cannot be called monthly cash savings.
Keep the product and record versions distinct
Another retained case version says 55,000-plus documents; the January release says nearly 60,000. Use the count from the cited version, not an invented average. Drawer was the named historical product. Later CADDi Explorer, Agent and Quote product names should not receive retrospective credit for the earlier result. An accessible publisher interface is also not a test on a customer’s live engineering corpus.
A two-stage enquiry for custom manufacturing
Consider a stainless process-skid RFQ. This is an illustrative application, not a reported deployment. Capture buyer authority, NDA constraints, released drawing revision, material, quantity, weld or inspection requirements, destination and delivery window. Retrieve permitted similar work with process, tooling and inspection evidence. Then an engineer checks current manufacturing envelope, qualification, tooling and capacity. Sales can prepare an assumption-tagged indicative estimate; authorised owners separately approve a binding offer.
A similar drawing is evidence, not capacity
Old geometry can be relevant while material grade, tolerance, certification or site conditions make the new job different. Rights to view, quote, train a model and republish documents are separate. The source hierarchy must distinguish historical analogy from released current requirements. The useful agent should ask or abstain when it cannot find the required revision, rather than presenting a close-looking document as an approved match.
Test the mistakes you cannot afford
Use a permissioned evaluation sample containing stale revisions, near-duplicate part numbers and incompatible grades. Measure authoritative-record retrieval, wrong-revision rate, search time and expert review. Record the sources used and why a result was rejected. Add a stop rule for missing approved drawings or unsupported material assumptions. Faster search is valuable when it produces a better starting point for qualified review; it does not justify autonomous engineering, supplier selection or a binding estimate.
Sources and next reading
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