A nonprofit building free technology for water and sanitation since 2012

Applying AI to solve global challenges

mWater runs the global database for water and sanitation, used by 400,000 people in 200 countries and territories to map water points, run utilities, and monitor national services. We are bringing artificial intelligence into that work the way we have built everything else: for the people who manage water in low-resource settings, under their control, and at no cost to them.

A water technician in a high-visibility vest records readings at a tap stand in Mangochi District, Malawi
Koche Water Users Association, Mangochi District, Malawi. Photo: Amaru Photography

Bridging the expertise gap

Institutions responsible for water services collect more data than ever, but few can hire the analysts, GIS specialists, and engineers who turn data into decisions. AI lets existing staff do that work themselves, in plain language, inside the system they already use.

Automating routine data analysis

Cleaning imported records, harmonizing data from different systems, building the indicator a regulator asks for: the work that used to wait for a consultant. AI does the routine parts in minutes, and a person reviews every change before it is applied.

Individualized technical assistance and training

A rural water operator can ask a question and get an answer drawn from mWater's documentation and their own data, in their own language. We are working to encode the knowledge of seasoned engineers into tools an operator can consult as they work.

mWater: the global database for water and sanitation

400,000registered users
200countries and territories
51 millionsurveys collected
8 millionsites mapped, from water points to schools and clinics

mWater is the most widely used data platform in the water, sanitation, and hygiene sector. Governments, utilities, and thousands of civil society organizations use it to map services, collect data offline, manage assets and repairs, and report on national programs. It has been free since 2012, no feature has ever moved behind a paywall, and it is a recognized Digital Public Good. National monitoring runs on mWater in more than ten countries.

All data belong to the people who collect them. Users can access, download, or delete their records at any time, and governments and organizations keep their data systems after a project ends, whether or not the funding continues.

What AI adds for local users

A database is only as valuable as what people can do with it. A ministry may hold records on tens of thousands of water points and have nobody free to clean them, build the indicator a regulator asks for, or find out why a calculation is wrong. AI closes the distance between having data and using it, for a district office as much as a national ministry, at no cost, in the language they work in.

  • Ask questions of your data in plain language, through any AI assistant
  • Build charts, maps, and dashboards by describing them
  • Find and fix data quality problems at scale, with a person approving each change
  • Connect other systems and free global datasets, and keep them current

Our AI philosophy

Why AI

Artificial intelligence is the most transformative technology of our lifetimes, and it can make real progress on shared global challenges: predicting drought and flood, managing water scarcity, and expanding access to safe water and sanitation.

If its benefits are not shared with the whole world, we risk deepening inequality and poverty. AI investment is concentrating in a few countries, and UNDP has warned of a “next great divergence” between countries that adopt AI and countries that cannot.

AI can empower people by overcoming gaps in technical knowledge and skills. The question for the development sector is not only what could go wrong with AI, but what capabilities people lose if they are left without it.

We recognized in 2023 that AI would transform our work and began preparing for it, first in how we build software and then in the platform itself. Since late 2025 we have shipped AI features inside mWater: survey translation, guided survey design, automated data cleaning, a chart and map builder, an MCP server, and an open-source data integrator.

Our AI commitments

  • We will be a trusted and reliable provider of safe AI to the global development sector.

    mWater has a fourteen-year record as a data partner to governments and civil society organizations, and we intend to carry that trust into AI.

  • We will use AI to improve the capabilities and reliability of our software.

    AI helps our small engineering team build, test, and support a platform that hundreds of thousands of people depend on every day.

  • We will make AI available for free to people in low-resource settings who cannot afford a subscription.

    Higher usage limits are sold through Stellar, our commercial subsidiary, which returns its profits to the Foundation.

Our AI policy

These commitments apply to every AI feature we build and every AI provider we work with.

  • Choice

    Users choose whether to use AI features. Nothing in mWater requires AI, and the platform works fully without it.

  • Capability

    We use AI to expand what our users can do with data, not to automate and replace jobs that are already scarce in the places we work.

  • Privacy

    We only use AI providers with zero-data-retention policies, and we take steps to verify that they are followed. No user data is used to train AI models.

  • Security

    We design AI features with your security in mind and take steps to protect your data from malicious attacks. AI works inside existing permissions, changes are proposals that a person approves, and connections can be revoked at any time.

  • Sovereignty

    Communities and governments should have control over their data. AI should help build local digital capacity and sovereignty rather than create new dependencies.

What we mean by data sovereignty

Data sovereignty is usually defined as a nation's legal authority over data generated within its borders, and in practice it is often reduced to where the servers sit. We think it means two things. Control: authority over permissions, export, deletion, and exit. Capability: the real ability to use, analyze, and act on the data. A local server provides data residency, but by itself it confers neither. We build for both.

  • Users own and control every record. Role-based permissions, unlimited export in open formats, deletion, and the right to be forgotten.
  • Systems stay with the government or organization that built them after a project ends, regardless of continued funding.
  • AI features run on platform infrastructure under enterprise terms, and no user data is used to train models.
  • The open-source data integrator can run on a local server as a backup or as a hub for other systems, alongside cloud infrastructure that adds encryption, continuous backups, and disaster recovery.

AI features

MCP server

Connect Claude, Cursor, Codex, or any assistant that supports the Model Context Protocol to your mWater account. The assistant sees only what you can see, its queries are read-only, and any change it proposes waits for your approval in the portal.

How to connect an AI assistant

AI chart and map builder

Describe the chart or map you want and it is built from your own data, ready to place on a dashboard. Utility teams use it to develop the indicators their regulator or board requires without a data scientist on staff.

Watch a demonstration

Open Source Data Integrator

Coming in November 2026

Uses agentic AI to connect to all of your data systems and to free global datasets, with automated updates and harmonization. Hosted by mWater on our cloud, or installed on a local server as a backup or as a data hub for other systems, supporting national data sovereignty needs.

Ask us about early access

Where this is working

Zimbabwe: a national system, run by the Ministry

National monitoring systems have usually arrived through multi-year contracts worth millions of dollars. In March 2026 we delivered a national management information system to Zimbabwe's Ministry of Health and Child Care in about a month. As Ministry staff gained confidence, their requests moved from branding and structure to district-level sanitation and hygiene analysis, and then to public access to national information.

After a demonstration of the MCP server, the Ministry asked for early access and became its first national-ministry user. Staff use AI to find and correct data quality problems across tens of thousands of water sites, to build the indicators they report on, and to move to district-level operation, with each district managing its own records. The Ministry runs the system itself, at zimbabwemohcc.mwater.co.

Public servants in the countries we serve have spent years solving hard problems with fewer tools. They are proving to be especially creative and eager adopters of AI.

Dr. Annie Feighery, co-founder and CEO, mWater
A field worker records a water point on a mobile phone during a site visit in Uganda
Recording a water point during a site visit in Uganda.

Kenya: utility teams build their own metrics

Performance metrics, dashboards, and complex calculations used to wait for someone with a data background. With the AI chart and map builder, the person who understands the operation does the work directly.

The AI dashboarding tool has been instrumental in our work at FundiFix. It has allowed me to experiment rapidly with layouts and visualizations, develop key metrics, and troubleshoot complex calculations much faster than I could have done manually.

Abigail (Betty) Kyenze, Database and mWater specialist, FundiFix, Kenya
Technicians in high-visibility vests join sections of blue pipe in a trench in Mangochi District, Malawi
Koche Water Users Association, Mangochi District, Malawi. Photo: Amaru Photography

Engage with us

mWater plans to expand its free AI-powered tools across low- and middle-income countries. We have direct relationships with governments and can demonstrate impact at national scale.

Talk to us about opportunities to fund AI for good initiatives and projects that incorporate AI. If you use mWater and have questions about how the AI features handle your data, write to us and we will answer.

mWater Foundation Inc. is a US 501(c)(3) nonprofit. Contributions are tax-deductible to the extent allowed by law.