AI for Industrial Manufacturing

Rooted intelligence for industrial products companies.

Most AI initiatives in industrial manufacturing fail because the underlying data isn't trustworthy. We start by grounding your company in a single source of product truth — then build the agents and systems that compound from there.

100%
Industrial focus
4–6 wk
Veracity Audit
3.7×
Avg. AI ROI

Preserve Context

Every claim, spec, and decision keeps its lineage. Nothing loses meaning as it moves between PLM, ERP, marketing, and sales.

Ensure Integrity

Grounded in source. Traceable at every step. Built for the audit and compliance reality of industrial products.

Augment, Don't Replace

A layer of intelligence on top of the stack you already run — Windchill, NetSuite, Salesforce, Confluence, your data warehouse.

Our Approach

Three phases, each built on the one before.

Phase 1

Veracity Audit

Find the gap between what your product is and how the market hears it.

A 4–6 week diagnostic that ingests your engineering specs, certifications, firmware notes, sales decks, and public messaging, then maps every claim back to authoritative source-of-truth. You leave with quantified revenue impact, prioritized corrections, and proof of what's possible.

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Phase 1
4–6 wk
Engagement
$1–5M
Avg. opportunity surfaced

Phase 2

AI Data Intelligence Layer

The foundation every other AI initiative will require.

We deploy the Veracity Bridge™ — a hybrid data and synthesis layer that unifies product, engineering, marketing, sales, service, and operations data into one grounded, queryable source of truth. This is the foundation. Without it, downstream AI projects stall.

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Phase 2
4 layers
Data · Synthesis · HITL · Execution
100%
Source-cited answers

Phase 3

Industrial AI Agents

Purpose-built agents on top of your trusted data foundation.

Once the foundation is in place, we build the agents that matter for industrial products companies: RFQ triage, sales engineering copilots, predictive quality, supplier risk, warranty intelligence, demand forecasting, and inter-system automation across PLM, ERP, CRM, and field service.

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Phase 3
8+
Agent categories
Weeks
From foundation to live agent

Built for

Complex industrial products with real engineering depth.

Industrial automation & controls
Precision machining & CNC
Drive systems & motion control
Industrial networking & edge
Test & measurement equipment
Process equipment & instrumentation
Industrial sensors & IoT hardware
Heavy machinery & off-highway

Testimonials

What industrial leaders say.

Strategic Impact

ROI that compounds.

Industry research from KPMG and BCG consistently shows that AI ROI compounds with the depth and breadth of adoption — but only when built on a coherent data foundation.

3.7×

Average ROI per dollar spent on enterprise AI

1.5×

Increase in baseline ROI after doubling AI investment

Increase when AI spans four or more functions

Case Studies

Recent work.

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30-Minute Intro

Find out what your product data is actually telling you.

A short, no-pitch call to understand your business, your stack, and where a Veracity Audit would land first. You'll leave with a concrete next step — whether or not we work together.

1 business day
Response time
Partner-led
No SDR funnel
Industrial only
Every engagement
Zero pressure
Honest fit assessment