Search: retrieval and ranking
Retrieve engineering evidence with domain fine-tuned embeddings optimized for recall and a fine-tuned ranking model focused on precision. Source references let your team inspect the evidence behind each result.
- Inputs
- Drawings, specifications, connected records, and approved decisions.
- Outputs
- Ranked evidence with references to the documents and records behind it.
Example workflow
Find the specification and prior decision behind a material requirement.
Explore access optionsChange management
Compare drawing, document, and BOM revisions to identify engineering changes and their impact on requirements and costs. Keep before-and-after evidence attached so your team can review changes and coordinate updates.
- Inputs
- Previous and current drawings, documents, BOMs, and related engineering records.
- Outputs
- Revision differences, affected requirements and cost items, and changes ready for review.
Example workflow
Identify a tolerance change, review its manufacturing impact, and coordinate updates to the BOM and estimate.
Explore access optionsCost estimation
Build editable cost estimates from engineering scope using your rate cards, ERP data, and quote history. Compare volume, material, and process scenarios while keeping cost drivers, assumptions, and evidence visible for approval.
- Inputs
- Structured scope, process assumptions, rate cards, and pricing history.
- Outputs
- Cost breakdowns, scenario comparisons, editable assumptions, and supporting evidence.
Example workflow
Compare manufacturing options at different production volumes before approving a quote.
Explore access optionsWorkflow automation
Track customer emails and communications, turn requests into reviewable actions, and coordinate updates to connected PLM and ERP records. Use agreed rules and approval steps to keep engineering and commercial work aligned.
- Inputs
- Customer communications, engineering records, connected PLM and ERP data, and workflow rules.
- Outputs
- Tracked requests, review tasks, and coordinated record updates with an activity trail.
Example workflow
Track a customer revision request, route it for review, and update the relevant PLM and ERP records after approval.
Explore access options