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 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 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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Built for
Complex industrial products with real engineering depth.
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.
Average ROI per dollar spent on enterprise AI
Increase in baseline ROI after doubling AI investment
Increase when AI spans four or more functions
Case Studies
Recent work.
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.

