Four industries we have actually shipped into.
Not a list of every vertical we would take a call about. These are the four where there is a published case study behind the claim, and each page covers the workloads, the regulatory shape and the engineering decisions specific to that industry.
Media & Entertainment
Media businesses do not have an AI problem, they have a catalogue problem. Thousands of assets published daily, metadata written by whoever was on shift, and an archive nobody can search by meaning. That is the shape of the work we do here.
- Semantic content matching
- Archive search that understands meaning
- Recommendation and content enrichment
- Inference cost control at publishing scale
HR & Recruitment
Recruitment is the vertical where AI is most useful and most regulated at the same time. Everything we build here assumes an auditor will eventually ask how a score was produced, because in this industry one eventually will.
- Conversational assessment
- Scenario-based scoring
- Skill-gap analysis and career pathing
- Structured resume and profile parsing
Trust & Safety
Trust and safety is the one place where a model's false positives cost as much as its misses. Everything here is built around that trade-off, and around how fast a team can respond when a new abuse pattern appears.
- Hybrid detection: transformers plus live keyword intelligence
- Per-category scores and per-surface thresholds
- Zero-downtime rule deployment
- Latency and cost engineering
Advertising & AdTech
Digital out-of-home has spent a decade selling impressions it could not measure and scheduling campaigns by clock rather than audience. Computer vision changes the input; the hard part is doing it without touching anyone's identity.
- Anonymous audience analysis
- Real-time ad selection
- Knowledge-driven campaign rules
- Fleet operations across sites
An industry page without a case study behind it is marketing, not evidence.
We have worked in more sectors than these four, and the engineering transfers further than the labels suggest: the retrieval discipline behind a media catalogue is the same discipline behind a clinical knowledge base. If your industry is not here, that means we have not published work in it yet, not that we cannot scope it. Tell us the problem and we will tell you honestly whether we have done it before.