AI solutions for every corner of your business
Eight families of solutions, composed to fit your domain, your data, and your compliance posture — each grounded in our own platform, sovereign and verifiable.
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
How we deliver
Scope
We map your use case to the right solution family and the data it needs.
Ground
Your corpus, catalogue, or standards go into a governed archive — the agent cites it, never invents.
Ship
A working agent or model — cloud or on-prem — with human approval on every action.
Adapt
It verifies its own work, learns from each run, and escalates to your team when unsure.
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.