A digital twin for your mine's water balance
AquaTwin Agent is an AI agent for governance-grade water accounting in mining operations. Visual drag-and-drop modelling, contextualised document intelligence, weighted state fusion and an auditable Excel water balance — aligned with ICMM WAF, GISTM and TSM Water Stewardship.
Five core capabilities
The output is a semantic digital twin of your water system, tuned for governance-grade water accounting.
Visual modelling
Drag-and-drop editor for the site's water network: canonical asset types, directed water flows, WAF-scoped zones (Mine, Plant, Dams, Environment, Treatment).
Deterministic parametrisation
Every asset carries a fixed property schema per type (dam capacity, plant specific consumption, treatment efficiency…), plus the list of measurements it's expected to declare over time.
Contextualised document intelligence
Ingests PDF, Excel, Word and PowerPoint. Each extracted observation is pinned to an asset or flow, period, canonical unit and nature (measured, simulated, estimated) — with page/cell/slide traceability.
Weighted state fusion
Kalman-inspired fusion along time: each observation updates the state weighted by the declared reliability of the evidence. One high-reliability measurement outweighs several low-reliability estimates.
Water balance & Excel export
Close the water balance on demand — monthly or on any cadence you need. Export a multi-tab Excel with precision declaration per variable, a navigable evidence pack, and a plate code for version integrity.
Governance-grade output
The Excel artefact is designed to look like a controlled engineering plate — auditable, signed, dated — not a dashboard export. Ready for WAF reporting and GISTM/TSM evidence packs.
Who it's for
Environmental engineers
Specialists in water governance at large mining operations — typically iron ore — already familiar with ICMM WAF, GISTM and TSM.
Operations managers
Leaders responsible for the water closure of a mining complex, wanting traceable numbers and a defensible plate — not a dashboard.
Sustainability leads
Accountable for water reporting in WAF / GISTM / TSM cycles, looking for evidence-first AI — not generative guesswork.
MVP scope — demo mode
The MVP opens already populated with Mina Data Riders, a Brazilian iron ore seed operation, and a curated document corpus pre-processed into validated observations. Public, no login — users enter a live system.
Available today
Seeded iron ore operation · curated document corpus · on-demand water balance closure · email preview · downloadable Excel.
What's next
Scheduled delivery, richer state-fusion parameters, SCADA/historian integration, deeper plant decomposition and expanded WAF quality coverage — shaped with early partners.
Ideas behind AquaTwin Agent
The editorial and engineering posture behind the digital twin, explained in long form.
Featured cases connected to AquaTwin Agent
AquaTwin Agent is the engine. These cases show the water-governance lineage it grew out of — methodology, KPIs, instrumentation and the agent itself in operation.
AI agent for water balance & governance
The architectural ancestor of AquaTwin — a curated knowledge base, a tight system prompt, a curatorial loop.
Read case
Water management pilot at a mining complex
Diagnosis, KPIs, instrumentation and an operating AI agent — the full stack AquaTwin was designed to serve.
Read case
Water balance data reliability methodology
Auditable precision per variable — the methodology compiled into AquaTwin's fusion layer.
Read case
Water KPI tree aligned with WAF
The indicator hierarchy behind AquaTwin's precision declaration — traceability by design.
Read case