FDE IN PRACTICE / WORKFLOW STORIES
ManufacturingFrom a customer inquiry to a clear production handoff
Bring information from inquiries, specification sheets and conversations into one task record, so sales, pricing and production can work from the same approved version.
- Who this is for
- Manufacturing teams coordinating inquiries, pricing and production handoffs
- Workflow focus
- Inquiry materials → Quote draft → Approved production task
Business context
One inquiry can require several rounds of clarification
Customers may send requirements through spreadsheets, product images and follow-up messages. Sales needs to assemble materials, dimensions, quantities and deadlines for pricing and production review. Once an order is confirmed, that information often needs to be entered again.
The challenge
Keep specifications, pricing and production instructions consistent
Similar product names can hide different manufacturing requirements. Missing dimensions, late changes and outdated prices can undermine a quote. AI needs to flag open questions, retain sources and keep production tied to the final approved version.
How we would help
Follow an inquiry through the whole process
Review typical inquiries with sales, pricing and production staff. Agree on specification fields, required information and exception handling, including which decisions follow a rule and which need a person.
Test quoting assistance with real materials
Connect specification sheets, pricing rules and order history to produce a quote draft with supporting sources. Highlight missing information and conflicting rules for a responsible team member to check prices and lead times.
Pass the approved version to production
Carry approved specifications, quantities, deadlines and notes into a production task, retaining versions and sign-offs. Use a limited trial to check handoff completeness and refine fields and routing rules.
Potential deliverables
- Inquiry fields and human review rules
- Quote-assistance prototype with sources and open questions
- Approved-quote to production-task workflow
- Representative inquiry evaluation set and operating guide
How the workflow could change
Existing workflow
- Sales manually assembles inquiries from spreadsheets, images and messages.
- Pricing staff search records and request missing specifications before quoting.
- Production re-enters order information and separately checks for changes.
Proposed workflow with FDE
- Collect inquiry materials, extract fields and flag missing information.
- Draft a quote using agreed rules for a responsible person to review.
- Create a production task from the approved version, retaining its change history.
Expected business value
Less repeated preparation
Reusing the same specification record could reduce repeated entry across quoting and handoff. Assess this through preparation time per inquiry and clarification rounds.
Easier quote review
Keeping pricing rules, reference orders and open conditions together could help reviewers check their basis. Track manual changes and reasons for quote rework.
Fewer handoff omissions
An approved order version could give production a clearer basis for acceptance. Check field completeness and returns caused by inconsistent information.
What matters here
Connecting inquiry, quoting and production starts with giving every team the same approved information.
Does your team have a similar workflow?
Bring a real task and your current process. We can identify what is worth testing and agree on how to assess the results.