AI for businesses that sell, make, move & maintain machinery
Agricultural and industrial equipment, vehicles, and the logistics around them share the same operational DNA — physical assets, long sales cycles, production, parts, and fleets. We build AI across all of it, with real operating experience running machinery companies, not just shipping software.
We help equipment and machinery businesses win more deals, run production and inventory tighter, keep product data trustworthy, and see their fleet and assets in real time — with AI agents, computer vision, and digital twins.
Automotive, logistics, and machinery are the same problem
A company that sells tractors, a distributor moving auto parts, and a fleet operator running trucks look different on the surface. Underneath, they run the same playbook: find and win buyers for high-consideration physical products, keep an accurate catalog of complex SKUs, produce and stock parts, move goods through procurement and logistics, and keep expensive assets running.
That's exactly where AI pays off — and it's the thread through our work across agriculture, automotive, and logistics. Same capabilities, applied to whatever you sell, make, and move.
The AI stack for a machinery business
Each piece is something we've shipped in an adjacent domain — click through to the case.
AI outbound sales engine
Find and verify buyers, personalize outreach at scale, and triage every reply — so reps close deals on equipment and machinery instead of prospecting.
See the caseMachinery & parts data platform
Multi-model enrichment with strict anti-hallucination rules — a versioned, verified catalog of vehicles, machinery, and parts you can trust.
See the caseProcurement & tenders
Live reverse auctions, value-based award, auto-generated contracts, and a full audit trail — for sourcing equipment and moving freight.
See the caseComputer vision inspection
Read drawings, spec sheets, and images into structured data — and inspect equipment condition — with human review where confidence is low.
See the caseFleet & asset digital twins
A real-time model of your equipment and fleet — sensor pipelines, anomaly detection, and early warning before something fails in the field.
See the caseOps agents & automation
Document and workflow automation across quotes, orders, warranty, and support — the repetitive back-office work a machinery business runs on.
Explore AI agentsBuilt for the whole machinery value chain
Makers & distributors
Movers & operators
We've actually run these businesses
The difference isn't just AI engineering — it's knowing how a machinery company really makes money.
Real operating experience
Hands-on experience managing agricultural machinery companies — in both sales and production. We know the sales cycle, the dealer network, and the shop floor, not just the software.
Production AI, not demos
AWS Solutions Architect certified — systems shipped with evals, guardrails, and monitoring, built to run where downtime costs money.
The whole value chain
Sell, make, know, move, maintain — one team that can build across the machinery lifecycle instead of stitching five vendors together.
Questions we hear a lot
Do you work with agricultural and industrial equipment companies?
Yes. We build AI for businesses that sell, make, move, and maintain machinery: agricultural and industrial equipment, automotive, and logistics. It is backed by hands-on experience running machinery companies in both sales and production.
We don't have an in-house AI team. Can you still help?
That is exactly who we build for. We design, build, run, and hand over the systems, so you do not need internal AI or engineering to start.
What can AI actually do for a machinery business?
Win more deals with AI outbound and dealer enablement, run production and inventory tighter, keep machinery and parts data trustworthy, automate procurement and tenders, and monitor fleets and assets in real time.
How do you keep it accurate and safe in production?
Evaluations, guardrails, human-in-the-loop where decisions matter, and monitoring. The same production discipline we apply across every build.
How do we start?
With a paid discovery sprint that scopes the highest-value use case and returns a concrete plan and estimate before any build.
Run a machinery, equipment, or fleet business?
Tell us where the work piles up — sales, data, production, or maintenance — and we'll scope where AI would pay off first.
Book a discovery call