Applied AI · Industry field guides
AI for industry.
Researched first.
Eight applied-research field guides showing how AI could be designed, governed, and validated for consequential work across the UAE and Gulf.
Research that enters the workflow
Not AI beside the business. AI inside the decision.
We stay true to a research mission by carrying it toward the point of use. We study how intelligence should represent a domain, reason over its rules, ask for missing evidence, and act within a defined boundary. Then we define the smallest working system that could test those ideas in operations.
Our research combines domain language models, semantic knowledge, deterministic policy, agentic workflows, and human review. The goal is not a generic copilot. It is a system whose recommendation could be inspected, challenged, and improved by the people accountable for the outcome.
How to read these pages. These field guides are applied research outputs and reference designs—not descriptions of completed customer engagements. Where we have deployed work, such as curlit, we label it separately and provide the artifact and evidence. Public industry facts are cited only as context and are never presented as Zustis results.
Industry field guides
Eight operating systems. Eight definitions of safe.
We begin with the decisions that create value or risk, not with a model. Select an industry to explore the research patterns, reference architecture, control boundary, and validation plan.
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01
Oil & gas
Turn reservoir, plant, maintenance, and operating-rule evidence into decisions teams can verify.
- Production intelligence
- Process safety
- Asset integrity
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02
Engineering & field services
Connect tenders, crews, materials, permits, work packs, and quality records from bid through handover.
- EPC delivery
- Shutdowns
- Field productivity
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03
Aviation
Coordinate disruption recovery, maintenance evidence, and passenger exceptions without crossing safety boundaries.
- Network recovery
- Maintenance evidence
- Exception orchestration
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04
Shipping, ports & logistics
Connect vessel, terminal, yard, trade-document, and inland-network state into one operational picture.
- Port & yard
- Trade documents
- Network simulation
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05
Financial services
Make regulated decisions faster while preserving evidence, policy, and human accountability.
- Financial crime
- Credit intelligence
- Regulatory change
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06
Healthcare
Reduce administrative friction and surface care gaps without displacing clinical judgment.
- Clinical documentation
- Population health
- Claims reasoning
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07
Telecom
Move from alarm response to intent-led networks, proactive care, and governed service orchestration.
- Network autonomy
- Service assurance
- Customer intent
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08
Construction & infrastructure
Turn models, schedules, site evidence, contracts, and safety controls into a continuously verified project picture.
- Project controls
- Site assurance
- Commercial change
A public build record
The method must survive contact with a real product.
We built and deployed curlit, an open-source developer utility, to test a heterogeneous planner–executor–reviewer loop. The artifact, source, and case study are public because research claims become stronger when the working system can be examined.
Start with one consequential decision