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MANUFACTURINGILLUSTRATIVE CASE STUDY

From scattered enquiries to one production-ready brief.

A connected enquiry-to-quotation workflow for a manufacturer with complex product specifications.

Software & AI
01 / CONTEXT

The business challenge.

A growing manufacturer receives enquiries through email, phone calls and distributor messages. Specifications arrive in different formats. Sales asks engineering the same questions, and estimating starts before the brief is complete.

How could the business turn an incomplete enquiry into a usable quotation request without adding another layer of administration?
02 / THE THINKING

The insight behind the approach.

The bottleneck is not simply quotation speed. It is the quality of the information available when estimating begins. The experience should help the customer supply the right details and show the team what is still missing.

03 / PROPOSED APPROACH

The proposed solution.

01

Start with the specification

Create guided enquiry forms by product family. Ask for dimensions, quantities, tolerances and supporting files only when they are relevant.

02

Give the team a shared record

Bring requests into a role-based workspace with ownership, status, clarification history and versioned attachments.

03

Assist, then review

Use AI to suggest extracted details from incoming documents. Highlight uncertainty and require a person to confirm the specification before it reaches estimating.

Proposed scope

  • Customer enquiry experience
  • Internal quotation workspace
  • CRM integration
  • Document extraction with review
  • Status notifications
04 / EVALUATION

What success would need to show.

These are proposed measures, not reported results. A real engagement would establish a baseline and agree targets before implementation.

Enquiry completeness
Share of requests ready for estimating without another clarification round.
Time to first quotation
Median elapsed time from a complete brief to a first quotation.
Rework
Requests returned to sales because of missing or conflicting specifications.
THE TAKEAWAY

Improve the information entering a process before trying to accelerate the process itself.

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Retail & e-commerce