Example project

BlueHarbor Marine Supply

Help shoppers narrow down parts before they place an order.

Medium project. Typically six to twelve weeks, often with ongoing support afterward. Integration and automation work with a defined scope, built around the tools you already pay for. The figures are illustrative.

The problem
worth solving.

Product names alone do not explain compatibility, so shoppers abandon searches or ask staff to identify a part.

Try a related working example

The system behind the solution

Check compatibility before an order is committed

Connect manufacturer part relationships, customer-selected equipment details and stock reservations to reduce avoidable wrong-part orders.

A proposed system. The working example covers part of it.

Bring the information together

  • Approved part and compatibility catalog
  • Customer-selected make, model and year
  • Stock, reservation and order events

The decision it supports

Offer a compatibility match only when the catalog explicitly supports the supplied equipment configuration.

When a person steps in

Missing model details or conflicting catalog records go to a parts specialist without an automatic substitute.

What happens next

Reserve the approved item and record the order handoff once, with a retry queue for temporary store or inventory failures.

How to measure the improvement

Compare unresolved searches, compatibility-related returns and staff identification time per order.

Build it in stages
  1. Let shoppers filter by the compatibility details in the catalog.
  2. Show the matching part information and any unresolved fit questions.
  3. Keep selected products together through checkout.
  4. Send uncertain matches to staff for confirmation.

Example numbers

What improvement
could look like.

These are example figures, not results or guarantees.

Purchase conversion
+74%
Search abandonment
−42%
Average order value
+21%
Online revenue
+58% in 6 months

From example
to your business.

Start with the actual workflow

Confirm how your team works today, which systems contain the records and how you measure the result. Test the idea against your real constraints before agreeing the scope.

Build, connect and test

Start with one complete workflow. Connect approved systems, test permissions and failures, and review the result with the people who will use it. The examples on this site do not connect to business accounts.

Keep the system useful

Agree who owns access, monitoring and day-to-day changes. Document the handover and define the maintenance and improvement work that fits the engagement.

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