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Innovation, Digital & AI
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Innovation, Digital & AI

Smart metering, digital twins, satellite monitoring and artificial intelligence: the technologies making scarce water go further.

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cubic kilometres of groundwater lost in seven years, measured from orbit
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distribution losses at Dubai's utility at the end of 2023, from 7.06% in 2018
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kWh per cubic metre: the lowest verified desalination energy intensity, set in 2025
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network efficiency in Morocco in 2024, on the state auditor's figure

Why it matters

Scarcity is the mother of water technology, and this region has been inventing under it for three millennia. The line runs from Persian qanats, hand-dug tunnels that moved groundwater by gravity, to drip irrigation, commercialised when Simcha Blass and Kibbutz Hatzerim founded Netafim in 1965, and on to the price-crushing reverse-osmosis auctions of the Gulf.2 The current wave is digital: satellites that see leaks and falling aquifers, meters that report hourly, networks that model themselves. For a sector that loses half its product in some countries, information is the cheapest water available.

The measurable frontier is commercial, and it is worth being precise about who measures what. The supplier of L-band satellite leak detection reports finding buried drinking-water leaks as small as half a litre a minute; no utility or peer-reviewed evaluation of that threshold has been published.1 Dubai’s utility, by contrast, publishes its own outcome: distribution losses fell from 7.06% at the start of 2018 to 4.6% at the end of 2023, on a network that reached 100% smart metering in July 2024.7

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cubic kilometres of groundwater lost across the Tigris, Euphrates and western Iran in seven years, measured from orbit

State of the region

Three innovation clusters shape the region. Israel’s water-tech ecosystem exports network analytics, leak detection and drip worldwide. Gulf utilities and research hubs push desalination efficiency, brine valorisation and metering at national scale, with the money to deploy immediately. A younger North African and Levantine scene builds low-cost sensing for farms and utilities, usually inside donor programmes. The buyer side is catching up: national smart-meter rollouts are now routine procurement, while digital twins and artificial intelligence remain, on the published record, announcements rather than measured outcomes.

Satellite monitoring, the one technology with an unambiguous record

Gravimetry measured total water storage across the Tigris, Euphrates and western Iran falling 27.2 ± 0.6 mm a year between January 2003 and December 2009, 143.6 km³ in all, of which 91.3 ± 10.9 km³ was groundwater.3 For the Arabian Peninsula, GRACE and its successor give a groundwater trend of −4.90 ± 0.32 mm a year from April 2002 to June 2023.4

Radar interferometry does the same job for the land surface. A 100 m resolution survey of Iran for 2014 to 2020 found about 56,000 km², 3.5% of the country, subsiding, with 3,000 km² sinking faster than 10 cm a year and an inferred 1.7 billion cubic metres a year of depletion from confined aquifers.5 Egypt now runs drones, satellite monitoring and analytics across more than 55,000 km of canals and drains, alongside electronic groundwater licensing.6

Smart metering, where the region is actually spending

Dubai completed installation of more than a million smart water meters, reaching 100% coverage in July 2024; its analysis centre reads them every 15 minutes and its own anomaly system screens the whole fleet in about an hour. The utility credits the loss reduction with saving 12.5 billion gallons, valued at AED 451.3 million.7 Qatar had installed more than 988,000 smart meters by mid-2025, of which 460,000 were water meters, with the water rollout due to finish in 2027.8 Oman’s utility set out to install more than 400,000, having already fitted 320,000 in Muscat and 70,000 in South Batinah, against a target of cutting losses from about 40% to 10% by 2036.910

Saudi Arabia’s National Water Company began its smart-meter programme in 2016.11 By the end of September 2019 it had installed more than 1.7 million meters, 87% of a two-million target for early 2020.12 Itron was contracted in 2014 for 141,000 meters with radio modules in Jeddah.13 In 2019 Giza Arabia won a contract for 120,000 meters across six northern regions, due for completion in March 2024.14 By October 2020 the utility had passed two million meters and linked 950,000 customers to weekly high-consumption alerts. It reported that 78.5% of alerted customers responded, and that those who did cut monthly use by an average of 39%. Distributed volumes fell by more than 820,000 m³ a week.15 These are the utility’s own figures, and no independent evaluation of them has been published.

The Levant and North Africa run the same technology at pilot scale. Amman’s utility contracted 76,000 ultrasonic meters and three years of analytics in March 2018, choosing static ultrasonic units because they “do not count air”, which matters on an intermittent network.16 Tunisia’s first connected-meter phase, announced in April 2025, covers 2,067 households and businesses on Djerba.17

The economics have a constraint rarely stated in vendor material. Under intermittent supply, Jordanian domestic meters under-register after less than two years and must be replaced within five, so the asset degrades faster than its payback.18

Artificial intelligence and digital twins: announcements, mostly

Egypt is preparing pilot operation of a digital twin of the Ismailia canal, and the sequencing is instructive: the ministry has asked for water-level gauges and telemetry to be fast-tracked, and for meters at drinking-water plants and industrial intakes, so that readings can feed the twin. The instrumentation is being installed after the model.19

No measured outcome, in non-revenue water, energy or supply continuity, was found for any regional digital-twin or artificial-intelligence deployment in the sources checked for this hub. That absence is itself the finding, and it is why this page treats announcements as announcements.

Desalination research: membranes, batch processes and the record book

Saudi Arabia’s desalination corporation held the verified record at 2.271 kWh a cubic metre in March 2021, using parallel positive-displacement pumps and energy recovery; the record has since moved outside the region, to 1.794 kWh a cubic metre set in February 2025 on a 2,500 cubic metre a day unit in the Canary Islands.2021 Neither number is a fleet average, and neither should be read as one.

The interesting work is in how membranes are driven. A pilot batch reverse-osmosis rig using a flexible bladder reached 3.3 kWh a cubic metre while recovering 82.6% from a scaling-prone concentrate, and its authors model under 1 kWh a cubic metre at scale.22 Abu Dhabi’s renewable desalination pilots at Ghantoot reported energy-efficiency improvements of up to 75% against technologies then in use in the UAE.23

Brine, the unpriced half of the output

Globally 15,906 operational plants produce about 95.37 million cubic metres of water a day and 141.5 million cubic metres of brine, roughly 1.5 units of brine for every unit of water. This region makes 48% of the water; Saudi Arabia, the UAE, Kuwait and Qatar alone account for 55% of the brine.24

Recovering caustic soda, hydrochloric acid, magnesium or lithium is the standing commercial proposition. No regional pilot with a disclosed throughput, product tonnage or capital cost was found, which is the honest state of the art.

Cloud seeding, fog and atmospheric water

Rain enhancement is the region’s most-funded weather technology and its least-measured. A review of the published literature found estimates of additional precipitation ranging from 0 to 20%, noted that effectiveness research is limited enough that the return on investment is unclear, and pointed out that seeding works only when the right clouds are already there.25

Fog harvesting is smaller and better documented. In southwest Morocco, 600 square metres of nets capture an average of 6,300 litres a day, about 10.5 litres per square metre, feeding five villages and more than 400 residents through prepaid meters on 52 homes, with 539 cubic metres of storage.26 A solar atmospheric water generator launched in Abu Dhabi in 2023 is rated at up to 1,000 litres a day per unit, and is framed by its developers as off-grid and disaster-relief technology rather than city supply.27

Agtech at farm level, and the instrumentation gap

Fertigation control, soil-moisture networks and farm-level forecasting, mostly sold into subsidised efficiency programmes. Morocco equipped about 794,000 hectares with localised irrigation by the end of 2023, close to half the national irrigated area, and its state auditor records that this did not stabilise irrigation demand while groundwater overexploitation worsened.28

The measurement never arrived with the hardware. The World Bank’s completion report for the Oum Er Rbia modernisation project records meters installed for 20 farmers in Haouz and eight in Tadla, delayed by farmers unwilling to have abstraction monitored.30 In Chtouka, the successor project’s indicator for wells equipped with meters still stood at zero on 5 June 2026, against a target of 4,000 by December 2027.31 Without a metered cap, better technology raises basin consumption rather than lowering it.

Artificial intelligence in water

Water is an unusually good fit for machine learning. The questions are mostly prediction problems on noisy sensor data, and the value of a marginal improvement is easy to price. The region has both the scarcity to justify the spend and the capital to fund it. Most of what is deployed today is unglamorous and genuinely useful.

  • Leak and burst detection: models trained on flow and pressure data flag anomalies in a district metered area within hours instead of weeks; the highest-return AI application in the sector
  • Demand forecasting: short-term prediction of consumption by district, used to optimise pumping schedules against tariff periods and solar output
  • Plant optimisation: chemical dosing, membrane fouling prediction and energy optimisation in desalination and treatment works, where a percentage point of energy is worth millions a year
  • Satellite and remote sensing: machine learning on Sentinel and GRACE-type data to map irrigated area, detect unlicensed wells, estimate crop water use and track aquifer storage loss
  • Digital twins: calibrated hydraulic models of a network, run continuously against live telemetry, used to test interventions before anyone digs
  • Asset condition and maintenance: predicting which pipes and pumps fail next, so capital goes where the failures will be rather than where the complaints are

Two cautions are worth stating plainly. First, AI is a multiplier on instrumentation: a utility without reliable metering and telemetry has nothing for a model to learn from, so the sequencing is always sensors and data governance first. Second, the region's most consequential use of these tools may not be operational at all. Satellite-based estimates of abstraction and aquifer depletion are increasingly what makes groundwater and transboundary flows measurable, and therefore negotiable.

Deployments to watch

Deployments that show the direction:

GRACE over Mesopotamia

NASA's gravity satellites measured 143.6 km³ of water-storage loss across the Tigris, Euphrates and western Iran between January 2003 and December 2009, of which 91.3 km³ came out of groundwater. The study that put invisible depletion on the region's front pages, and still the most-cited measurement in regional water policy.

Dubai's metered network

More than a million smart water meters, 100% coverage from July 2024, readings every 15 minutes and losses down from 7.06% to 4.6% in six years. It is the region's clearest evidence that metering plus analytics moves the number, and it took six years.

Fog nets in Aït Baamrane

Six hundred square metres of mesh in southwest Morocco yield about 6,300 litres a day for five villages, metered and prepaid. Small, measured and maintained: the opposite of most water-technology announcements, and a useful benchmark for what off-grid supply actually delivers.

Sources: Voss et al. (2013)3; the Dubai utility’s own announcement7; the UNFCCC case record for the Moroccan fog project.26

Economics

Digital water sells where losses are priced. A leak-detection contract pays for itself in weeks in a city that desalinates; a soil-moisture network pays back in one season of saved pumping. The barrier is rarely the technology. It is the utility’s capacity to absorb it, which is why the fastest-growing model is outcome-as-a-service: vendors paid per leak found, per cubic metre saved, per hectare optimised.

The numbers behind that are public in two markets. Persistent non-revenue water costs Jordan’s water authority and its three public companies more than JOD 350 million a year, against official 2022 losses of 50.0% kingdom-wide and a spread from 32.9% in Karak to 68.8% in Mafraq.18 Morocco’s distribution network ran at 78% efficiency in 2024, and on current trends the state auditor projects 113 million cubic metres a year of desalinated water lost to leakage by 2027, worth more than MAD 506 million.29 Losing desalinated water is the most expensive way to lose water there is.

Two practical cautions for anyone modelling a payback. Jordanian meters under-register within two years on an intermittent network, so the replacement cycle, not the meter price, drives the business case.18 And the same policy work ranks apparent-loss reduction, meaning customer and meter management, ahead of capital-intensive rehabilitation on a one-to-five-year horizon.18

Who to know

The bodies that commission, regulate or deliver in this sector, and the names that recur across its tenders.

Mandates, procurement routes and the rest of the region’s institutions are in the decision-maker directory.

Business opportunities

Where the near-term money is:

National smart-meter tenders

the Gulf's rollouts and their Levant/North Africa successors.

Leak analytics as a service

satellite + acoustic + AI bundles for high-NRW utilities.

Irrigation intelligence

ET-based scheduling and fertigation control sold with efficiency programmes.

Utility digital twins

capital-planning models for the AAWDC-era networks now being designed.

Desalination optimisation

membrane analytics and energy-management retrofits across the installed base.

Outlook

The region will keep importing hardware and increasingly export software, on the Israeli model with Gulf capital scaling it. The research base is real and measurable: in 2024, works indexed under water or desalination came to 461 at KAUST, 362 at Khalifa University, 233 at Ben-Gurion, 213 at Sultan Qaboos, 182 at the Technion and 138 at Hamad Bin Khalifa University.32

The next threshold is regulatory rather than technical. Metering standards already exist in Gulf form, including the regional adoption of the ISO 4064 series for cold potable water meters.33 Once every drop is metered, water can be managed, and eventually traded, as a measured asset rather than an estimated one. The evidence on this page suggests the sequence that works: instrument first, publish the baseline, then buy the algorithm.

Further reading

Sources

38 references
  1. ASTERRA (formerly Utilis), “About satellite leak detection technology”. A supplier claim; no independent evaluation of the 0.5 litre-a-minute threshold was located.
  2. Irrigation Leader Magazine, “How Kibbutz Hatzerim helped pioneer drip irrigation”, on the 1965 founding of Netafim to commercialise Simcha Blass’s invention.
  3. Voss, K.A. et al. (2013), “Groundwater depletion in the Middle East from GRACE”, Water Resources Research 49, full text via PubMed Central.
  4. “Assessing groundwater sustainability in the Arabian Peninsula through GRACE measurements” (2024), Remote Sensing 16:1381, doi:10.3390/rs16081381.
  5. “Uncovering the impacts of depleting aquifers: a remote sensing analysis of land subsidence in Iran” (2024), Science Advances, doi:10.1126/sciadv.adk3039.
  6. Egyptian State Information Service, “Egypt deploys drones, AI to upgrade national water-management system”, 2 December 2025.
  7. Government of Dubai Media Office, “Over a million smart water meters in Dubai with 100% installation rate”, 23 July 2024.
  8. Smart Water Magazine, “Kahramaa installs more than 988,000 smart electricity and water meters across Qatar”, 7 July 2025.
  9. Muscat Daily, “Nama installing over 400,000 smart water meters nationwide”, 11 September 2024.
  10. Fast Company Middle East, “Oman aims to reduce water losses from 40% to 10% by 2036”, 4 October 2025.
  11. National Water Company, Smart meters, last modified 6 June 2023 (archived copy).
  12. Saudi Press Agency, National Water Company statement on 1.7 million smart meters installed (Arabic), 24 October 2019.
  13. Itron, “National Water Company of Saudi Arabia Deploys Itron Technology to Support Water Conservation”, 3 April 2014.
  14. BPE Partners, “Giza Systems Awarded Largest Smart Water Meters Project in Saudi Arabia”, 16 July 2019.
  15. Ajel, report of a National Water Company statement on smart-meter alerts (Arabic), 11 October 2020.
  16. Itron, “Itron expands work in Jordan to address non-revenue water”, 22 March 2018, on Miyahuna’s contract with Al Darb for 76,000 ultrasonic meters.
  17. WebManagerCenter, “SONEDE déploie ses premiers compteurs connectés à Djerba”, 9 April 2025.
  18. LDK Consultants for the EU-funded WES programme (2024), Non-revenue water policy for Jordan.
  19. Smart Water Magazine, “Egypt to pilot digital twin on Ismailia canal”, 13 August 2026.
  20. PR Newswire for the Saline Water Conversion Corporation, announcement of a Guinness World Record at 2.271 kWh per cubic metre, 5 April 2021.
  21. “The worldwide lowest specific energy consumption measured in a seawater desalination plant” (2026), Energy Conversion and Management: X, doi:10.1016/j.ecmx.2026.101682.
  22. “Piloting batch reverse osmosis with a flexible bladder for water recovery from scaling-prone brine” (2025), npj Clean Water 8:30, doi:10.1038/s41545-025-00462-6.
  23. Masdar, results of the renewable energy desalination pilot programme at Ghantoot, 17 January 2018.
  24. Jones, E. et al. (2019), “The state of desalination and brine production: a global outlook”, Science of the Total Environment 657, full text.
  25. US Government Accountability Office, Cloud seeding technology: assessing effectiveness and other challenges, GAO-25-107328, 19 December 2024.
  26. UNFCCC Momentum for Change, “Women-led fog harvesting for a resilient, sustainable ecosystem, Morocco”.
  27. Smart Water Magazine and the Emirates News Agency, “Khalifa University launches a solar-powered atmospheric water generator”, 17 May 2023.
  28. Cour des comptes (Morocco), Principaux axes du rapport annuel 2023–2024 (November 2024).
  29. Cour des comptes (Morocco), Principaux axes du rapport annuel 2024–2025 (November 2025).
  30. World Bank (2018), Implementation completion and results report, Morocco Modernization of Irrigated Agriculture in the Oum Er Rbia Basin (P093719).
  31. World Bank (2026), Implementation status and results report, Resilient and Sustainable Water in Agriculture (P175747), 29 June 2026.
  32. OpenAlex, works indexed by institution for 2024, queried September 2026. The query is reproducible by substituting each institution’s ROR identifier.
  33. GCC Standardization Organization, GSO ISO 4064-4:2017, water meters for cold potable and hot water, approved 27 April 2017.
  34. FAO, AQUASTAT — Global Information System on Water and Agriculture: country water resources, withdrawals by sector and dam register. fao.org/aquastat. Latest country values as compiled at build.
  35. World Bank, World Development Indicators and country water-sector reporting. data.worldbank.org.
  36. Kaufmann & Kraay, Worldwide Governance Indicators (World Bank), 2024 update — political-stability and regulatory-quality scores, 0–100, shown in the market snapshot. worldbank.org/wgi.
  37. World Resources Institute, Aqueduct 4.0 Water Risk Atlas (2023) — the sub-basin risk, stress and groundwater-decline layers on the interactive maps. wri.org/aqueduct.
  38. MENA Water Review major projects register and PPP pipeline — compiled from procurer publications, development-bank project pages and trade reporting; each record names its source.

Numbered references are linked from the superscript markers in the text. Figures without a marker come from the sources above as compiled in the site methodology.

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