We go deep in a few industries rather than shallow in all of them.
Layer 1 of our ontology is built industry by industry, on live engagements. These are the domains where we arrive already knowing the vocabulary, the systems, the regulations and the arguments.
Transportation & logistics
LTL freight in particular: NMFC classification, tariffs and rating mechanics, terminal and linehaul operations, cargo claims, OS&D, billing and collections. We have built a formal freight ontology in OWL 2 and mapped it onto forty-year-old operational systems.
- Claims, billing, pricing, quoting and customer service solutions in production
- Document and scan volumes in the tens of thousands per day
- DOT and union considerations built into workforce solutions
Packaging & converting
A multi-year relationship with a Fortune 200 packaging manufacturer covering supplier intelligence, neural quality inspection and agent rollout across a sixty-plant network, plus the center of excellence that governs it.
- Substrate, print and converting process ontology
- Vision-based defect classification tied to plant quality taxonomy
- Reference programs used as the template for subsequent sites
CPG, food & hospitality
Consumer signal at multi-brand scale, live since 2024, plus restaurant and hospitality operations where the meaningful data is a review left after closing and a district manager's Monday.
- ConsumerEdge across a seven-brand portfolio
- Brand, SKU, pack, claim and occasion ontology
- Complaint clusters traced back to plant, shift and lot
Commercial real estate & professional services
Six years and counting with a global real estate services firm: order-to-cash orchestration, valuations lifecycle, HR service at 70,000+ employees, two filed patents and a CIO 100 award.
- Order-to-cash and collections at global scale
- Valuations bid-to-delivery across ~60,000 annual requests
- Formal design review integration with the client's own architecture process
Chemicals & industrial manufacturing
Supplier intelligence, spend and disruption for specialty chemicals and industrial manufacturers in the $1–5bn revenue range, where a single-source component is a board-level risk.
- Multi-tier supplier risk and exposure modeling
- Contract obligation and index pass-through intelligence
- Plant and asset intelligence alongside procurement
Financial services & regulated operations
Financial crime alert triage and investigation support, built on a governed data pipeline with third-party risk data and a full investigator audit trail, the environment where explainability is not optional.
- Alert triage with mandatory human decision points
- Evidence assembly and investigator narrative support
- Model governance artifacts produced as part of delivery
Not on this list?
Then you would be the engagement where we build that canon. That is not a disadvantage; it is how every domain above started, and the first customer in a domain gets the deepest attention we have. What we won't do is pretend we already know your industry when we don't.
Tell us about your domain →Depth beats breadth.
If your industry is on our list, we arrive knowing the vocabulary. If it isn't, you get our deepest attention.