AI-Powered
Water
Intelligence
The Intelligence Layer for Water.
We help water utilities and industrial operators turn existing sensor data into predictions, automated reports, and smarter decisions — without touching your SCADA.
Who We Are
Streamwise DI is an Australian industrial intelligence company. Since 2013, we’ve been designing, building, and operating AI-powered monitoring platforms for water, wastewater, and industrial process environments across some of Australia’s most demanding sites.
Our platform is the intelligence layer that sits on top of your existing sensors and infrastructure — turning raw operational data into predictions, automated compliance reports, and real-time decisions. We don’t replace what you have. We make it dramatically smarter.
Our team brings deep experience across water treatment, industrial automation, data engineering, and applied AI — with decades of combined time spent on-site at plants, not just behind screens.
Not a SCADA vendor. The brain that makes existing infrastructure smarter.
Trusted By
Deployed across Australia’s most demanding industrial water environments — from dairy processing and meat plants to municipal wastewater and chemical treatment facilities. Our platform is trusted by operations teams who need reliability, not experiments.
What Water Operations Actually Deal With
Most water and wastewater operations are drowning in data but starved of insight. Sensors generate millions of data points, but the information sits in disconnected systems that don’t talk to each other — and the people who know how to interpret it are stretched thin or heading for retirement.
Siloed Data Systems
SCADA, LIMS, historians, spreadsheets, and paper logs — critical operational data lives in 5+ disconnected systems with no unified view. Teams waste hours cross-referencing just to answer a simple question.
Alarms Per Day
Operators are bombarded with threshold-based alarms, most of which are noise. Real issues get buried. By the time something escalates, the event has already happened.
Manual Reporting
Compliance and discharge reports take hours of manual work — pulling data from SCADA, copying into Excel, formatting for regulators. It’s repetitive, error-prone, and eats into operational time.
Knowledge Walking Out
Senior operators carry decades of plant intuition in their heads — how the plant behaves in winter, which pump sounds wrong, what that pH trend really means. When they retire, that knowledge goes with them.
Before & After AI
Adding an intelligence layer doesn’t mean ripping out what you have. It means making every existing system, sensor, and process work harder — and giving your team the visibility they’ve always needed.
Traditional Water Ops
- Threshold alarms — 50–80/day, mostly noise
- Reactive maintenance — fix it when it breaks
- Manual compliance reports — hours of wrangling
- Knowledge in heads — lost when people leave
- Siloed data — no cross-system visibility
- Over-dosing chemicals as a safety margin
AI-Powered Operations
- 3–5 actionable alerts with root cause
- Predictive maintenance — 24–72hr early warning
- Auto-generated reports — sensor to PDF
- RAG knowledge base — memory preserved forever
- Unified data layer — every source, one platform
- AI-optimised dosing — 45% chemical reduction
Platform Architecture
Our platform is designed as a layered architecture that sits alongside your existing infrastructure — not inside it. Data flows one way: from your field sensors and historians, through a secure edge device on-site, into our cloud intelligence engine, and back out as dashboards, alerts, and automated reports.
Each layer is independent and loosely coupled, which means we can deploy without modifying your SCADA, scale across sites without rearchitecting, and add new AI capabilities without disrupting what’s already running.
Data Sources
Edge Layer
Cloud
AI Engine
Outputs
Built for OT Environments
We understand that operational technology environments have zero tolerance for risk. Our platform is purpose-built to deliver AI capability without ever touching your control systems — no SCADA modifications, no additional attack surface, no disruption to critical processes.
Historian-First Connectivity
We connect via read-only access to your enterprise data historian — OSIsoft PI, Honeywell PHD, GE Proficy, or equivalent. No direct SCADA or PLC connections. Your control layer stays completely untouched.
One-Way Data Flow
All data flows in one direction only — from your site to our platform. No back-traffic to OT networks. Where required, we support data diode architecture for physical air-gap guarantees.
Security & Compliance
Aligned with SOC 2, Essential Eight, ISO 27001, and GDPR frameworks. Azure-hosted with end-to-end encryption, role-based access control, and regular penetration testing.
Works With Your Stack
Already running a SCADA modernisation program? We complement it. Our platform delivers value regardless of which control system, historian, or telemetry stack you operate — and grows with you as your infrastructure evolves.
What Our AI Does
Our AI engine is purpose-built for water and industrial process environments. It learns the unique behaviour of your plant — seasonal patterns, load variations, upstream influences — and uses that understanding to detect problems early, predict what’s coming, and automate the reporting your team shouldn’t be doing manually.
Anomaly Detection
Goes beyond simple threshold alarms. Our models learn multi-parameter relationships — how pH, flow, turbidity, and temperature interact — and flag deviations that single-sensor alarms would miss. The result: fewer false alarms, earlier warnings, and root-cause context with every alert.
Predictive Analytics
24 to 72-hour lookahead on equipment failures, compliance breaches, and process degradation. Instead of reacting after an exceedance, your team gets advance notice — with enough lead time to intervene, adjust dosing, or schedule maintenance before it becomes an incident.
Intelligent Reporting
LLM-powered reports generated directly from live sensor data. Discharge reports, compliance summaries, incident logs — formatted to regulatory requirements and auto-scheduled for daily, weekly, or monthly delivery. No more copy-paste from SCADA to Excel to Word.
Knowledge Capture
Your operational manuals, incident histories, SOPs, and regulatory documents — ingested into a searchable knowledge base. Operators can ask questions in plain language and get answers grounded in your actual plant documentation, not generic web results.
Agentic AI Workflows
End-to-end automation: an event triggers analysis, the AI determines the cause and recommended action, executes pre-approved responses, and generates a full audit trail. For example: turbidity spike detected → cause identified as upstream load change → coagulant dose adjusted → operator notified → report filed.
AI-Optimised Dosing
Chemical dosing is one of the largest controllable costs in water treatment. Our AI continuously analyses incoming water quality and process conditions to recommend — or automatically adjust — chemical dosing rates, reducing consumption by up to 45% while maintaining or improving compliance.
Real-World Impact
These aren’t projections — they’re measured results from live deployments across Australian water and wastewater facilities.
Why Work With Us
We’re not here to sell you software and disappear. We’re a partner that embeds alongside your operations team to make your water infrastructure genuinely smarter — and stays around to make sure it keeps working.
- Unified visibility — every asset, every sensor, every site on a single dashboard your operators will actually use. No more switching between SCADA screens, spreadsheets, and separate monitoring tools.
- Automated reporting — compliance reports, discharge tracking, and regulatory submissions generated directly from live data. Formatted, scheduled, and delivered — freeing your team from hours of manual work each week.
- Scales with you — from a single treatment plant to your entire network with minimal marginal cost. Adding a new site takes days, not months, because the platform and AI models are designed for multi-site from the ground up.
- AI that assists, not replaces — our platform surfaces the right information at the right time so your team makes better decisions, faster. Operators stay in control. The AI handles the noise so they can focus on what matters.
- Fast to deploy, low risk to start — most sites are live within 2–4 weeks. No infrastructure overhaul, no lengthy IT projects. We connect to what you already have and start delivering value immediately.
- Ongoing partnership — we don’t hand over a login and walk away. Our team provides continuous support, model tuning, and platform improvements. As your operations evolve, the platform evolves with you.
Ready to See What Your Data Can Do?
Whether you’re exploring AI for the first time or looking to get more from existing infrastructure, we’d love to have a conversation.
Victoria, Australia · streamwisedi.com · 1300 344 468
Get in touchStreamwise D.I.™ Solutions
Three modular platforms designed for modern wastewater management. Start with visibility, add intelligent control when you need it, and layer on AI when you're ready.
Streamwise Insight
Monitoring and Learning Platform
Digitize your operations and gain actionable insights, alarms, and detailed reports on your operations, helping you remove the guesswork from key decisions.
- Real-time data acquisition from PLCs, SCADA, historians
- Custom dashboards for operations, trends, and KPIs
- Configurable threshold alarms and notifications
- SMS, email, and app alerts to the right people
- Full historical logging for compliance and audits
- Automated trade waste and EPA reporting
Streamwise Control
Management Platform
Access intuitive control and management tools via a web platform and companion mobile app. Easily optimize your own chemical dosing and automation, ensuring efficient and effective plant operations.
- PID loop control with auto-tuning for stable operation
- Feedforward control adjusts based on influent conditions
- Automated closed-loop chemical dosing optimization
- Duty/standby pump management with automatic switchover
- Time and condition-based setpoint scheduling
- Online jar testing to find optimal dose automatically
Streamwise AI™
Predictive Intelligence
AI-powered analytics that predict problems before they happen and find optimizations humans miss. Works with Insight or Control.
- Anomaly detection with pattern recognition spots problems early
- Root cause analysis automatically diagnoses issues
- Predictive maintenance with equipment health scoring
- Holistic optimization across multi-variable processes
- Natural language insights in plain English
- Continuous learning improves from operator feedback