Industries
Different regulators. Same standard.
Sector expertise isn’t a slide with your industry’s logo on it — it’s knowing which workflow to start with, which regulator will ask what, and which numbers convince your board.
Citizen services in Arabic first, casework that moves at machine cadence, and the audit trail regulators expect — designed for national-cloud and sovereign deployment from the first diagram.
Where we usually start: A readiness sprint scoped to one service journey, measured end to end.
- Arabic-first citizen assistants across channels, dialect handling included
- Document and case processing for permits, correspondence, and inspections
- Decision-support systems with full traceability for oversight bodies
- Vision-2030-aligned AI roadmaps with procurement-ready specifications
Banks and insurers run on documents, exceptions, and regulatory scrutiny — the exact terrain where governed AI pays back fastest, and where ungoverned AI is a license risk.
Where we usually start: One high-volume operations workflow with a measured cost baseline.
- Onboarding and KYC document pipelines with human-in-the-loop checkpoints
- Agentic operations for reconciliation, disputes, and back-office exceptions
- SAMA-conscious model governance: approval gates, monitoring, model inventory
- Arabic-English customer service that respects both the dialect and the regulation
Decades of engineering documents, inspection reports, and operational logs — unread by anyone since they were filed. That corpus is an asset the moment retrieval and extraction actually work.
Where we usually start: A retrieval pilot over one document domain, scored by your own engineers.
- Technical-document intelligence: standards, P&IDs, inspection and HSE reports
- Maintenance and reliability copilots grounded in your operational history
- Contractor and compliance document processing at portfolio scale
- Knowledge preservation as a generation of field expertise retires
Scale is the story: millions of Arabic-speaking customers, terabytes of interaction data, and unit economics where a fraction of a riyal per contact decides the business case.
Where we usually start: A platform assessment: current spend, sprawl, and the consolidation case.
- Dialect-aware service automation with measured containment and CSAT
- LLM platform layers with per-team cost attribution across the group
- Network-operations copilots over alarms, runbooks, and change records
- Personalization pipelines that respect PDPL consent boundaries
Clinical documentation, prior authorization, and patient communication — high-stakes workflows where the human stays in charge and the AI earns its place through evidence, not enthusiasm.
Where we usually start: An administrative workflow first — value without touching diagnosis.
- Clinical documentation support with clinician sign-off by design
- Claims and authorization processing with full auditability
- Arabic patient communication across scheduling, triage, and follow-up
- Governance frameworks for AI in regulated care settings
Working in a sector we haven’t listed? The method transfers — talk to us →
Your sector, your constraints, our method.
Tell us the workflow that hurts. We’ll tell you what we’d build, what it would cost, and what number it would move.