IrrigAimsSense. Decide. Act. Learn.

Three phases. Nothing announced before it ships.

This is the full build order, from the twelve features in the current build through to the multi-year vision. Every roadmap item is labelled roadmap, not available, until it's running on real data.

PHASE 01 · THE PROTOTYPE
Phase 1 · The current prototype

The twelve features described in full on the Intelligence page.

All twelve are defined for the current build, each labelled by its real status: eleven Live, one Partial (EdgeSense v1). See AI Intelligence for the detailed what/why/inputs/status of each.

WaterIQ Live · trained model

Irrigate now (yes/no) and for how long, from live soil telemetry.

Savings Ledger: water Live · metered maths

Litres and AED saved vs. fixed-schedule baseline, formula disclosed.

AgroBrain Live · forecast maths

Hours to next irrigation, 48-hour schedule, 7-day outline, salinity-aware.

NutrientIQ Live · trained model

Dose now (yes/no) and N/P/K amounts, with trained-in safety gates.

Savings Ledger: nutrients Live · metered maths

Nutrient mL used vs. fixed weekly feeding baseline.

FertiBrain Live · forecast maths

7-day nutrient-depletion projection and weekly dosing schedule.

SproutID Live · trained model

Photo-based plant ID at onboarding for the right water and nutrient profile.

LeakSense Building · rules v1, 14 tests, not deployed

Flow and moisture anomaly detection for leaks and stuck valves.

SensorGuard Building · rules v1, 16 tests, not deployed

Sensor drift and failure self-diagnosis with trust scores.

EdgeSense v1 Partial · thresholds live, TinyML pending

On-device threshold safety live now: pump cap, dry-run cutoff, hysteresis, override. TinyML anomaly screening is programme-year work.

SaltGuard Live · FAO standard

EC-driven salinity management with FAO leaching-requirement durations.

Gulf Crop Library Live · crop reference

Curated arid-agronomy crop profiles feeding every built feature.

DewBrief (a weekly bilingual digest) is deferred to the pilot phase and is not part of this prototype.

PHASE 02 · SCALE LAYER
Phase 2 · Years 2–3

Deeper agronomy and fleet-scale automation.

AgroBrain Planned

ML upgrade: a learned per-site scheduler succeeding the Phase-1 deterministic version.

FertiGuard Planned

ML successor to FertiBrain: learned NPK dynamics driving auto-dosing inside its safety gates.

FleetCare Planned

Predictive maintenance for pumps, valves and batteries.

DustGuard Planned

Dust-storm-aware irrigation and panel-soiling alerts.

SourceWise Planned

Multi-source water chemistry blending: brackish, effluent, mains.

RootSense Planned

Dual-depth probes estimating infiltration rate and root depth.

PumpEar Planned

TinyML pump vibration and current analysis.

SkySense Planned

Free Sentinel-2 satellite imagery fused with ground telemetry.

PHASE 03 · HORIZON LAYER
Phase 3 · Years 3–5

The long horizon.

VisionCrop Planned

Computer-vision plant health assessment.

YieldCast Planned

Yield prediction from fused sensing and imagery.

Dwani Planned

Bilingual Arabic-first conversational AI agronomist.

TwinFarm Planned

A water digital twin of the site.

CreditFlow Planned

Audit-grade water-and-carbon ESG reporting.

CondenSense Planned

AC-condensate harvesting intelligence.

Dwani on WhatsApp Planned

The conversational agronomist, reachable where site owners already are.

FedFleet Planned

Federated learning: raw farm data never leaves the device, aligned with UAE data-residency policy.

The discipline behind this list.

A feature moves off this roadmap and onto the platform when it ships, and it ships when its accuracy has been measured on real pilot data. Nothing here is presented as running today.