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Wholesale & distribution

Industrial Distribution
Managed AI Workflows.

Prepare accurate quote and substitution questions from customer requests, product data and stock context.

THE OPPORTUNITY

Start where the work
gets held up.

Customers often describe a part informally or supply an incomplete reference. A confident but incorrect match can lead to returns or a failed installation.

Help sales staff identify what must be confirmed before quoting the right item.

A WORKFLOW WORTH EXPLORING

Technical inquiry-to-quote brief

An inside-sales representative receives a request containing a part number, description or image.

Suggest candidate matches with supporting evidence and list the dimensions or compatibility details that remain uncertain.

WHERE JUDGMENT BELONGS

Make the review point explicit.

A product specialist validates identity and suitability. Substitution, price and availability commitments require normal approval.

Work within the real constraints.

Confirm catalog version, unit of measure and availability source. Similar descriptions do not establish interchangeability.

Success needs
a useful measure.

Track incorrect matches, clarification cycles, returns attributable to specification errors and preparation time.

Before expanding the workflow, compare the result with the current process. Include review effort and exceptions in that comparison so the improvement reflects the team's actual experience.

Read the implementation guide ↗
CHOOSE THE RIGHT SUPPORT

Build it. Build with us.
Or have us manage it.

The workflow stays centered on your business. The engagement determines who learns, implements and operates it.

DIY

Your team owns the build.

Start with AI workflow training and the Factory Line source package. Workshop support is available when you need feedback.

Explore the $2,500 package ↗
DFY

We manage the foundation.

Include all the learning and guidance, with ownership of agreed operations and major implementation decisions.

Explore managed delivery ↗
CONNECTED OPPORTUNITIES

Food Wholesalers

Prepare customer-order exceptions with product, lot and delivery context for operations review.

Explore this solution ↗
START WITH YOUR WORK

Where is your team
doing too much by hand?

Bring a process, a bottleneck, or an idea. We'll help you decide what to automate, what to keep under human review, and where to begin.