Domain specialists in engineering & manufacturing

One trusted picture of your operation.

If you run more than one system to make things (ERP, PLM, MES, quality, planning), your numbers live in pieces that never quite agree. i3volve uses AI to read across all of them and build one trusted picture: true cost, real margin, yield and traceability. Whatever you make, whatever you run.

AI-poweredReads across every system
SpecialistsOne domain, not generalists
Outcome-billedPriced on results, not days
Where the value lives

The reporting layer is the product.

Engineering and manufacturing reporting is slow and contested because the systems disagree. The engineering BOM sits in one tool, the production BOM in another, the actuals on the shop floor in a third, quality and planning somewhere else again. Whatever combination you run, i3volve closes the gap with two things working together: agents that do the reconciling, and a connector fabric that feeds them.

AI reporting agents

The differentiation

Agents that read across your systems and answer the questions a dashboard can't. They run on OData and the Model Context Protocol, not screen-scraping.

  • BOM variance: engineering vs production vs as-built
  • Standard-to-actual cost roll-up and true margin
  • Scrap, yield and OEE against standard
  • Lot and serial traceability and genealogy
  • Period close, consolidation and board-ready packs
  • Plain-language answers, with the working shown
Systems integration

The moat

The connectors that make the agents possible: maintained integrations into whatever systems you run, including the ones generalist partners won't follow you into.

  • PLM, MES, ERP, quality, planning: whatever you have
  • Works with your existing estate, no rip-and-replace
  • Dynamics 365 available as financial system of record
  • One reconciled data model across every source
  • Built once and maintained, not bespoke per report
  • Auditable lineage from source to number
What it does

The questions you can finally answer

Not another dashboard. The reporting layer answers the operational questions that today take a controller two days and three exports to assemble, and it shows its working.

01 / Margin

What did this part actually cost?

Standard versus actual, materials, labour and scrap rolled up by part and by job, so margin is a number you trust, not an estimate.

02 / Variance

Where did the BOM drift?

Engineering BOM in PLM against the production BOM in ERP against as-built, with the cost of every engineering change made visible.

03 / Yield

Where are we losing material?

Scrap and yield by line, work centre and shift, measured against standard and pulled straight from the shop floor, not typed up after.

04 / Throughput

Why is OEE down?

Availability, performance and quality from MES, tied back to the cost and order impact in ERP: one story, not two systems.

05 / Traceability

Where did this lot go?

Forward and backward genealogy across lot and serial for recall, audit and customer compliance, answered in seconds.

06 / Close

Are the numbers ready?

Period close, consolidation and a board-ready pack that ties back to source, with the lineage attached for the auditor.

How we work

Land on solid ground, then layer the reporting.

1

Land

Establish a trusted system of record: work with the ERP you have, or implement Dynamics 365 where you need one.

2

Connect

Wire in PLM and MES through maintained connectors, so engineering, production and the shop floor feed one model.

3

Reconcile

Build the shared data model where BOMs, costs and actuals finally agree, and disagreements become visible, not buried.

4

Report

Deploy the agents against agreed outcomes (margin, variance, yield, traceability, close), each one a defined deliverable.

5

Compound

Add questions as you go. Every new agent reuses the same reconciled foundation, so the layer gets more valuable over time.

Why i3volve

Specialists, where the generalists stop.

Built on a decade of shipping Dynamics 365 and AI-driven software, i3volve is now pointed at one thing: reporting for engineering and manufacturing businesses. We go deep on a narrow domain instead of wide on everything, which is exactly why we can answer the questions a horizontal partner can't.

One domain, done properly

Engineering and manufacturing is the only world we work in: BOMs, routings, work centres, lots, traceability. Whatever you make, we know the shape of the data and where it hides.

The reporting layer is real

Working agents built on OData and the Model Context Protocol, not a Copilot demo on a slide. Engineering you can inspect, with the lineage shown.

We follow the data into every system

The hard part of engineering and manufacturing reporting lives outside ERP, in PLM, MES, quality and planning. We build and maintain the connectors most partners quote around and never deliver.

Billed on outcomes, not days

We price against defined deliverables like a reconciled close or a working traceability answer, so you pay for results, and the risk of "it didn't work" sits with us.

Let's talk

Pick one number you don't trust.

Bring us the report that takes too long or never quite ties out: a margin, a yield, a traceability answer. We'll scope what it takes to reconcile it, and what it's worth. No retainer to start the conversation.