AI that ships — agents, industrial ML, and verifiable documents
UTS builds sovereign, verticalized AI for Qatar organizations on an in-house platform stack — not a reseller wrapper. Deploy in the cloud or fully on-premise, in Arabic and English.
What we can build for you
Eight families of AI solutions, each grounded in our own platform stack — composed to fit your domain, your data, and your compliance posture.
Domain AI Agents
A grounded, approval-gated AI agent for any knowledge-work vertical — deployed as a bundle of files, not a code fork.
- Legal, tender, finance, procurement, HSE
- Cite-or-refuse; never invents facts
- Bilingual, human-in-the-loop
Autonomous Workflows
Scheduled and event-driven agents that plan, verify their own work, adapt, and escalate to a human when stuck.
- Cron schedules + folder / webhook triggers
- Plan → verify → replan → escalate
- Learns from each run
Document Intelligence
Retrieval over your corpora with OCR, hybrid search and citations — plus sealed, verifiable documents.
- Contracts, standards, P&IDs, catalogues
- Hybrid keyword + semantic, cited
- Tamper-evident .it deliverables
Industrial ML & Digital Twins
Predictive maintenance, anomaly detection, digital twins, optimization and simulation — governed, not guessed.
- Condition-based maintenance (ISO 10816)
- OR-Tools optimization + SimPy what-if
- Every prediction labelled with confidence
Knowledge & Company Archive
An owner-governed retrieval archive across three levels — general, company, and project — with per-agent access.
- 3-level RAG, hard-filtered by grant
- Templates-on-output
- Every answer cited to a source
Conversational & Channel AI
Customer-facing agents on the channels you already use, with approval gates on every outbound action.
- WhatsApp (official + unofficial)
- Meta post + comment replies, email
- Fast, grounded, escalates when unsure
Sovereign / On-Prem AI
The whole stack runs on one box with zero external services — for data-sensitive and government clients.
- Dual-mode: cloud or 100% local Ollama
- Air-gappable end to end
- No Redis, no Qdrant, no Docker required
Custom AI Engineering
Bespoke solutions built fast on our own SDK, storage, and document foundations — weeks, not quarters.
- @msm-core/* SDK + monlite + IntentText
- Brain-agnostic (OpenAI / Claude / Gemini / local)
- Yours to own and self-host
Built on our own stack
These aren't demos on top of someone else's API. They're products we build, ship, and run — the reason our solutions are fast, sovereign, and verifiable.
One platform that produces a branded, licensed version per client — never a fork. Read it as the firm's AI workforce: a department is a team, an agent is a specialist you hire, a case or project is the matter they work, the company archive is the firm's memory, and the licence is your plan. An agent is a folder, a tool is a file, a vertical is a bundle.
- Legal · banking · consulting · tender · medical · marketing
- Client-ready documents with figures locked to their sources
- The licence decides: which specialists, how many seats, what they may do
- Cloud or fully air-gapped — and you approve every risky action
The generic engine behind every agent: mini, the brain-agnostic execution loop, plus jobs, planner, memory, safety and more — pure, injectable packages that run identically in the cloud or air-gapped.
- 13 packages + 10 Docker compute workers
- OpenAI / Anthropic / Gemini / Ollama
- Guards, cost cap, verify-and-adapt
One SQLite file that is vectors + full-text + key-value + queue + cron + collections. It replaces Redis, Qdrant, Mongo and BullMQ — crash-tested, WAL-durable, copy it to back it up.
- The complete backend for AI agents, in one file
- Hybrid vector + BM25 search built in
- Same code scales up to Postgres
A document format where the file itself is the data — human-readable, queryable, and tamper-evident (SHA-256 seal + signature). Arabic-native, and a folder of files is a database with no server.
- Seal · sign · verify — offline, by anyone
- Contracts, quotes, audit records
- e-invoicing (EN 16931 / ZATCA)
The difference
Sovereign by design
Run the entire stack on one machine with no external services. Air-gappable for government and regulated buyers — a stray cloud key is a hard failure in sovereign mode.
Verticals as data, not forks
A legal, tender, or marketing capability is a folder of files you import in one click — no code branch, no recompile. Ship a branded client build in days.
Verifiable, not just generated
Deliverables are sealed and self-verifying documents; predictions are labelled opinions with confidence — never a hallucinated number dressed as a fact.
Arabic / Qatar native
RTL-aware documents, Arabic OCR, Qatari-Arabic language handling, Qatar Monaqasat e-tendering and e-invoicing — built for Qatar, not localized after the fact.
Industries we serve
Legal
Grounded advisory, contract review, sealed opinions.
Oil & Gas / Industrial
Tenders, predictive maintenance, twins.
Marketing & Retail
Content, sales, and customer support agents.
Government
Sovereign, on-prem, auditable AI.
Finance
Feasibility, DCF, bookkeeping assist.
Engineering & Procurement
RFQ quoting, document intelligence.
Islamic banking
Cited Sharia review, sealed opinions.
Medical centres
Clinical assistant and report writer.