Water intelligence · built for evidence
Measured water.
Explainable decisions.
Reproducible protection.
AV Sentinel is the governed intelligence layer connecting staged water treatment, sensing and human oversight—from an integrated prototype to a partner-enabled validation programme.
Current stage
Integrated maker-scale prototype · preparing calibrated partner validation
Evidence path
AVS / 01
-
01
Characterise RAW · source baselineMEASURED
-
02
Treat selected bounded interventionCONTROLLED
-
03
Verify CLEAN · evidence boundaryCHECKED
-
04
Decide ACCEPT · RE-TREAT · HOLDGOVERNED
01Local-firstDecisions continue without cloud dependence
02Human-supervisedAI never receives unrestricted actuator authority
03Audit-readyData, model, policy and action remain traceable
04ReplicableOne evidence contract across deployment scales
The system
From physical water path
to governed intelligence.
AV Sentinel does not replace the treatment train or the operator. It makes both measurable, inspectable and reproducible.
PHYSICAL PROCESS
LOCAL SAFETY
GOVERNED INTELLIGENCE
Layer 01
Water & sensing
Visible, modular, instrumented
Layer 02
Bounded local control
Deterministic before predictive
Microcontroller nodes validate level, pressure, flow, leak state and route availability before any pump or valve command.
CHARACTERISETREATVERIFYACCEPTRE-TREATHOLD
Layer 03
AV Sentinel
Edge Kubernetes services
Data contracts
Model registry
Policy
Provenance
Audit
Observability
Controlled updates
HUMAN ACCOUNTABILITY
Operators retain stop, HOLD, maintenance and release authority—with identity, reason and outcome recorded.
Evidence before assertion
A chain of trust for every water decision.
No output is accepted on algorithmic authority alone. Each decision is connected to its source signals, model and calibration version, policy threshold, uncertainty flags and executed action.
Measured
Sensor values, process states, energy and hydraulic conditions.
source + unit + time + quality
Inferred
Risk, anomaly and out-of-domain estimates with stated confidence.
model + calibration + uncertainty
Verified
Reference tests and stable final-stage evidence linked to the run.
method + sample + result
Released
A governed ACCEPT, RE-TREAT or HOLD outcome under explicit rules.
policy + actor + action
Protective default
Uncertain or unfamiliar water maps to HOLD.
Uncertainty is not hidden. It becomes observable protective behaviour and a concrete request for better evidence.
Operational intelligence
One core. Multiple scientific functions.
Anomaly detection
Detect departures in water-quality, hydraulic and operational signals without confusing unfamiliar conditions with certainty.
Predictive supervision
Support early recognition of instability, fouling risk, infrastructure stress and maintenance needs.
Explainable response
Translate evidence into bounded recommendations and configurable baseline, watch, alert and action levels.
Reproducible deployment
Version services, models, thresholds and configurations for controlled rollout, rollback and cross-site comparison.
Circular operating logic
Connect accepted water to recovery, energy, barrier state and residual management—not flow alone.
Governed collective learning
Exchange signed evidence and validated updates while each site remains sovereign over local actuation.
Designed for collaboration
Different partners.
One shared evidence system.
Universities & research centres
Use the prototype as a common experimental platform for water matrices, membrane studies, optical sensing and trustworthy AI.
- Matched reference datasets
- Pre-registered validation protocols
- Reproducible computational environments
Industrial & infrastructure partners
Validate integration, secure deployment, maintainability and operator adoption in real technical environments.
- API-first and containerised integration
- Cybersecurity-aware telemetry and access
- Operational and maintenance evidence
Funders & grant evaluators
Assess a staged programme where each decision gate produces a durable scientific or deployment asset.
- Explicit KPIs and evidence classes
- Milestone-based risk reduction
- Household-to-city replication pathway
Proposed validation pathway
Funding that compounds
into reusable evidence.
The programme is intentionally staged. Each gate can yield a useful asset before the next phase begins: an instrument, dataset, validated model, performance map or field-ready module.
Evidence baseline
Freeze instrumentation, synchronise data tags and establish AV Sentinel’s minimum deployment profile.
Gate: complete traceable runsOptical risk calibration
Integrate the economical AV-MRS path and pair observations with recognised reference sampling.
Gate: calibrated probability + bounded HOLDWater & membrane trials
Run water matrices, fault conditions, membrane upgrades and blinded evaluation against pre-defined criteria.
Gate: performance and energy thresholdsField transfer
Co-design household and community pilots around maintainability, operator use and service availability.
Gate: validated transfer and service evidence
Performance framework
Measure protection and service—not only component specifications.
Accepted water / day
Specific energy
Recovery
Barrier availability
OOD / HOLD behaviour
Maintenance burden
External residual fraction
Cost / accepted litre
Scale by replication
The physical train changes.
The intelligence contract remains.
Tank volume, pump rating, membrane area and energy capacity adapt to demand. The measured → inferred → verified → released contract is designed to remain consistent.
Engineering commitments
Trust is a system property.
Truthful claims
Prototype facts, sensor observations, model outputs and treatment performance are kept in distinct evidence classes.
Local autonomy
Essential operation continues without requiring internet access or remote actuator control.
Repairability
Visible modules, documented interfaces and local training preserve practical agency.
Data restraint
Local-first storage and purpose-limited export minimise unnecessary data movement.
The wider Aqua Vitaque platform
AV Sentinel is the intelligence core of a wider water mission.
Explore the published scientific, institutional and deployment material behind Aqua Vitaque’s decontamination-first platform, membrane research, controlled reuse and industrialisation pathway.
Visit Aqua Vitaque
01 / SYSTEM
Platform architecture
Decontamination-first treatment, biosensing, optional desalination and evidence integrity.
Open platform ↗ 02 / SCIENCEScientific programme
Membrane transport, diagnostics, physics-informed AI and validation research.
Open science ↗ 03 / TRUSTAI trust layer
Weak-signal interpretation, bounded response, evidence gates and cyber-resilient records.
Open AI Trust ↗ 04 / REUSEControlled reuse
Source control, treatment barriers, agronomic gates and accountable water release.
Open controlled reuse ↗ 05 / SCALEIndustrialisation
From prototype evidence to manufacturable modules, field pilots and replication logic.
Open scale pathway ↗ 06 / PARTNERSCollaboration
Research, field, institutional, donor, manufacturing and governance partnerships.
Open collaboration ↗Partner with AV Sentinel
Help turn one integrated prototype into validated water infrastructure.
We welcome scientific validation, pilot sites, industrial integration and mission-aligned funding conversations.
Start a technical conversation