Requirement and engineering clarification
Structure drawings, specifications, volume, quality and delivery conditions while preserving uncertainty.
YaoVector / Industry
Custom Manufacturing
Connect drawing and RFQ interpretation, process assessment, capacity fit, quoting, order change and lead-time coordination for faster, more reliable decisions.
01 / Operating context
Growth is constrained across the operating chain
We start from real operating entities, handoffs and decisions—not a generic AI feature set.
- 01Incomplete drawings, specifications and RFQs create repeated clarification
- 02Manufacturability, process, material and capacity judgement depends on individual experience
- 03Cost, quote and lead-time commitments move through disconnected files and messages
- 04Order changes and shop-floor state do not return quickly to customers or operating decisions
02 / Value chain
Connect demand, decisions and fulfilment
Establish shared operating context before assigning work to people, agents or systems.
Process, cost and quote
Connect routing, material, equipment, capacity, cost and approval ownership.
Order, change and fulfilment
Track commitments, schedules, quality, exceptions, changes and customer communication.
03 / Priority scenarios
Start with high-value industry scenarios
Every scenario needs an owner, data conditions, exception boundaries and acceptance measures.
RFQ completeness review
Identify missing specifications, conflicting conditions and high-risk questions for specialist judgement.
Manufacturability and knowledge reuse
Retrieve governed process knowledge, similar parts and quality requirements with provenance.
Quote and capacity coordination
Bring cost, equipment, labour, load and lead-time assumptions into one approval flow.
Order-change closure
Propagate change impact to engineering, sourcing, planning, quality and the customer owner.
04 / Operating roles
People, agents and systems in operation
Intelligence comes from explicit accountability, state and evidence—not automation for its own sake.
Judge & commit
Own customer commitments, commercial judgement, process decisions and material risk.
Interpret & advance
Interpret industry context, prepare evidence, validate conditions, advance work and escalate exceptions.
Control & record
Maintain account, product, order and fulfilment state while enforcing permissions, rules and audit.
05 / Measurement
Measure industry operating value
Definitions, sources and baselines come first. These are measurement dimensions—not promises of uplift.
RFQ completeness
RFQs meeting the required information checklist before technical assessment.
RFQ-to-quote time
End-to-end time from receipt to an approved quote.
First-pass quote acceptance
Quotes not reworked because internal inputs were missing or incorrect.
Change response time
Time from change detection to impact confirmation, ownership and customer response.
06 / System composition
Compose the right solutions
Designed for high-mix low-volume, build-to-print, engineered-to-order or project manufacturers improving RFQ, quoting and order certainty.
07 / Evidence
A clear, verifiable evidence boundary
This page defines industry workflows and measures to validate. Client baselines, results or testimonials require disclosure approval and source review before publication.
08 / Next step
Start with one critical industry workflow
Designed for high-mix low-volume, build-to-print, engineered-to-order or project manufacturers improving RFQ, quoting and order certainty.