Manufacturing & Industrial

It's not a staffing problem. It's a systems problem.

Your engineers handle support and quotes because your systems can't run AI safely. We fix the systems, then add agents, one for equipment, one for people.

Where the time and risk actually sit
Sales & Support Conversations

Knowledge/Support Agent

Buyers wait on an engineer to answer a question that's already sitting in your catalogs and specs. This agent answers immediately from that same material, so the question never reaches your engineer's desk.

Quote/Design Agent

A raw RFQ means back-and-forth before a spec is even usable. This agent walks the buyer through specs and tradeoffs first, and hands your team a structured brief instead of a raw request.

Sales Playbook Agent

Your best sales story usually lives in one person's head, whoever's been there five years. This agent puts that same story in front of whoever's actually on the call.

Ordering and parts commerce

Ordering and parts often still run through legacy systems nobody wants to touch. We layer a modern transactional experience on top without ripping out what's underneath.

Equipment Intelligence

Equipment health copilots

Most fleets get charts someone still has to interpret. This is real-time anomaly detection and predictive maintenance that flags what needs attention, not another dashboard.

Control-layer modernization

AI can't safely act on a system it can't actually read from or write to. We locate and rewrite the legacy code that operates the hardware first, so it can.

BEFORE · YOU RAN QUOTES ON GUT FEEL
Days of email back-and-forth before a spec is nailed down
Re-reading old proposals to remember what worked
Answering the same application questions on every RFQ
Rebuilding requirements in Excel by hand
AFTER · STRUCTURED BRIEF, SAME DAY
A guided session collects the right specs up front
Your sales engineer starts from a complete brief, not a blank inbox
The Knowledge Agent fields the repeat questions before a person has to
One conversation, one clean handoff

Quotes start days closer to the finish line.

See it work

This is what the Sales Playbook Agent sounds like on a real RFQ.

A working prototype, not a screenshot. Describe a project and watch it collect the specs your team actually needs.

Sales Playbook Agent · working demo
Tell me about the project, indoor or outdoor installation, noise limits, sustainability targets, timeline, budget. I'll pull together a structured brief.
Success story

Hydrolec: a fleet copilot that's live in production

We found and rewrote the buried code controlling the machines, moved the system to AWS, then added a copilot that predicts failures and proposes a fix a person applies with one click.

Running equipment that's monitored but not understood?