Industries

Delivering for leaders in the physical economy

We build production AI for asset-intensive industries, where downtime is expensive, margins are thin, and expertise is scarce.

A business jet parked on a wet apron, mirrored in standing water

Aerospace

Maintenance, compliance and the long tail of specialist knowledge.

A wheel loader crossing a dusty yard at speed

Autonomy & robotics

Field-deployed where downtime is measured in millions per hour.

A robotic arm with a gripper poised over a steel work plate in a bright lab

Manufacturing

Yield, uptime and the process that lives in three people’s heads.

A container ship under way, seen from above with its wake trailing behind

Transportation & logistics

High-volume operations where small margins compound quickly.

Problem & opportunity areas

The same challenges, every industry -
until AI becomes the runtime.

Across every plant, fleet and hangar we work in, the same handful of problems repeat - and deterministic software hit its ceiling on them years ago. With a model as the runtime, ambiguity stops being a blocker and starts being the input.

  1. Systems that don’t talk

    Decades of ERPs, MES and homegrown tools, each holding a piece of the truth. AI that reads across all of them surfaces the patterns no single system can see.

  2. Reconciliation at scale

    Millions of records that almost match - inconsistent formats, missing fields, uncertain provenance. Models handle the ambiguity that breaks rule-based pipelines.

  3. Validation that understands intent

    Hard-coded checks fail the moment reality gets messy. Validation that grasps what a rule was written to prevent catches the cases the rulebook never anticipated.

  4. Root cause, faster

    The answer is in the data - buried under terabytes of it. Cut diagnostics from days of manual digging to minutes of directed search.

  5. More throughput, same team

    Processes where headcount scales with volume. Agents take on the repetitive middle so the same team absorbs more work - growth without the overhead.

  6. One surface over fractured systems

    Work that spans five screens and a dozen swivel-chair steps. A single conversational interface over disconnected systems ends the copy-paste tax.

Portrait of Greg Heine
“We operate in a very niche industry, and this isn’t the easiest thing to pick up, but Gritmind has done a great job connecting with all of the different stakeholders in the business to dig into the details, summarize the current state, and make recommendations for the future of this product.”
Greg HeineEVP Maintenance Software, JSSI