AI for digital construction · autonomous agents · engineering data
Your drawings, models, schedules and tickets already hold the answers. MNMSI puts autonomous agents inside Revit, Navisworks, AutoCAD, Bluebeam, Procore and SmartPlant to read all of it overnight and hand your team decisions by morning. Fewer review cycles, fewer surprises on site, and engineers who spend their hours on engineering instead of reconciliation.
01 · Services
Every engagement starts with the data you already have and ends with something that runs without us. No platform to buy, no army of consultants, no six-month roadmap.
SmartPlant Suite, engineering data warehouses and lakehouses, document control, KPI pipelines. We automate the repetitive half of project controls and leave you an audit trail your client will accept.
AI assistants that read, audit and act inside Revit, AutoCAD, Navisworks, Bluebeam and Procore, with guardrails, logs and human approval wherever the output changes a deliverable. Your engineers stay in charge. The agent does the legwork.
Dashboards fed straight from your systems, schedule and forecast analysis, lessons-learned search, and natural-language queries so a manager gets the answer in seconds instead of a report next week.
Federated models, clash detection at scale and coordination with an agent in the loop. Fewer clashes reach the site, and every coordination meeting starts from decisions instead of lists.
3D scanning to BIM and digital twins for offshore, industrial and mission-critical facilities. The asset leaves handover with a model you can trust and keep using in operations.
Mobile apps and SaaS built, launched and operated by the same team: design, backend, AI assistant, subscriptions, app store releases and support. Proof: Toddli, a baby-tracking app we run ourselves.
02 · Work
Anonymised on purpose. Each of these is a pattern we have delivered more than once, modelled here from public references. Ask us for the details under NDA.
Offshore and marine shipyard in Singapore, FPSO project with 514 P&IDs and 29,000 instrument tags. In 5 months, fully remote, we delivered the engineering data warehouse behind the 30% design-review reports in 15 working days, automated Smart3D alerting and to-do lists (designed to cut registered errors by 20%), and closed 133 SmartPlant P&ID/SPI items. Two deliveries accepted with no variance to baseline.
Metric automation across scheduling, document control and ticketing systems that never talked to each other. Agents reconcile them every day and flag exactly what a program manager must see, before the weekly meeting instead of after it.
An assistant that runs inside Navisworks and Revit, groups clashes by system and location, drafts the coordination report and tracks what was resolved. Coordination meetings start from decisions, not from lists.
03 · Packages
Six packages we have delivered enough times to fix the shape and the price. Each one ships as agents plus a runbook, with logs and a human-approval step wherever the output changes a deliverable. Pick one and start next month.
Every sheet checked the moment it is uploaded: title block, revision and status, sheet numbering, north arrow and scale, cross-references, standards and naming. Issues come back as a marked-up PDF and a register your document controller can act on the same day. Stop paying senior engineers to find missing revision clouds.
An agent inside the model: naming, parameters, levels, LOD, warnings, and clash detection triaged by system and location. You get a coordination report that says what to fix first and a dashboard that shows whether it was fixed.
Structural, MEP, civil, envelope, code and accessibility: each agent carries its own tools, references and refusal rules, and never quotes a code value from memory. Built on our library of engineering skills and adapted to your standards and jurisdiction.
Schedules, documents, RFIs, submittals and tickets reconciled every night across the systems that do not talk to each other. KPIs computed, not compiled. Exceptions routed to the person who can act on them.
Agents run in parallel on AWS or on-premises, one worker per model, sheet or site. The same runbook covers a single building or a programme of a hundred. Everything is logged, versioned and replayable, so growth never costs you the audit trail.
Two-day workshops that leave your engineers running agents inside Revit, AutoCAD and Procore, writing their own skills and knowing where the guardrails are. Office hours follow while the habits form, so the investment sticks.
04 · How we work
Two weeks with your data and your people. We leave with one problem worth automating, the evidence for it, and a fixed price to solve it.
A working agent or pipeline on your real files, measured against how the work is done today. You see the numbers before you commit further.
Hardened, logged, documented and handed over, with the guardrails your engineers asked for.
We stay on call while the team makes it theirs. Then we get out of the way.
05 · About
MNM Soluções Inteligentes started in 2014 as a digital engineering consultancy for the AEC, oil & gas and mining industries: SmartPlant, engineering data warehouses, BIM and 3D scanning. Today the same discipline is applied to AI: agents that work inside engineering tools, automation that keeps its audit trail, and data that answers questions.
Founded and led by Matheus Matos, an information management and digital delivery leader with 15+ years across engineering software, project controls, digital construction and applied AI. Brazilian, based in Singapore. We work with clients in Asia-Pacific, Brazil and beyond, in English and Portuguese.
06 · Contact
Usually it is smaller than you think, and it starts with the data you already have. The first call is free.