Numancia de la Sagra: a case study in citizen services through WhatsApp and AI

Numancia de la Sagra: a case study in citizen services through WhatsApp and AI

For a municipal decision-maker, assessing an artificial intelligence assistant means answering a specific question: what service will residents receive, and what will the council need to sustain it?

Numancia de la Sagra offers a real implementation as a starting point. This article presents its announced scope and our interpretation for other councils, distinguishing documented facts from outcomes that require measurement.

From proposal to municipal service

In July 2026, Numancia announced a municipal WhatsApp assistant with 24/7 availability. The announcement appears on its municipal Bandomovil channel.

El Español identifies CIVIA as the developer and reports municipal staff involvement in preparing the information.

For CIVIA, this case provides a concrete reference when another council asks where to begin. A reference helps assess possibilities; it does not remove the need to study each municipality.

The problem: finding information when a question arises

Consider an everyday situation: someone plans an administrative task after work and needs to understand the next step. The information may exist, but they may not know where to look or which service to contact. This is an illustrative situation, not a testimonial from a Numancia resident.

A service project should examine the gap between publishing information and helping someone find and understand it. The starting question is not how many features AI can offer, but which enquiries to make easier and which need personal attention.

The enquiries illustrated by this case

Castilla-La Mancha Media reported two examples: information about municipal resident registration and swimming pool opening times. Practical enquiries explain the service better than a technology description.

For another council, the useful exercise is to identify equivalent questions and check that an up-to-date answer exists. Before considering a demonstration, we suggest gathering:

• frequent questions in the words residents actually use;
• the municipal source that provides each answer;
• cases where general information is no longer sufficient.

These examples are neither an exhaustive feature list nor evidence that the assistant processes administrative applications. Explaining a procedure and carrying it out are different capabilities.

What the council should retain

Our interpretation is that municipal knowledge should be central to a project of this kind. Staff who understand local services can identify details missing from a FAQ list: an exception, an opening-time change or an instruction that needs context.

For a new implementation, we would propose agreeing who validates content, who communicates changes and which channel receives enquiries requiring a person. These are decisions we would recommend to the next client, not a description of Numancia's internal procedures.

The aim is for the organisation to explain what the service offers and where its limits lie. For more context, read our guide to citizen services through WhatsApp and AI.

What the implementation demonstrates and what needs measuring

The case provides a launch reference and external coverage. That is a useful starting point for a council exploring the solution.

We do not present a quantitative assessment of Numancia here: there are no figures for fewer calls, hours saved, satisfaction or financial return. Launch coverage alone cannot establish those outcomes.

To evaluate a comparable project, we would suggest examining:

1. Usefulness: whether the person receives correct, sufficient information for their enquiry.
2. Continuity: what happens when they need another channel.
3. Quality: answers requiring correction and content becoming outdated.
4. Staff workload: review time compared with repetitive work avoided.
5. Use: enquiries handled and their timing, without equating messages with resolved issues.

These indicators are an evaluation proposal, not results attributed to the municipality. Our guide to calculating AI project ROI helps distinguish released capacity from actual savings.

How to assess the fit for your council

We recommend starting with a scope the team can review. An initial conversation should answer four questions:

• Which enquiries recur, and through which channels?
• Where is the necessary information, and who maintains it?
• Which matters should remain with human staff?
• What evidence would we need before expanding the service?

Those answers make it possible to prepare a demonstration around real needs and define a potential pilot. The municipality's size, available content and maintenance capacity will shape the proposal.

You do not need to copy another deployment to learn from it. Numancia's example makes the conversation concrete; the next project's scope must suit its own organisation.

Frequently asked questions

Is this the same article as the citizen services guide?

No. The guide explains the general model. This case presents an implementation reference and explains how to use it when evaluating a municipal decision.

Can another municipality offer exactly the same service?

Its needs, information and channels must be reviewed first. A demonstration can help define the scope, but it is not a final proposal.

Does this include Numancia's financial results?

This article does not publish the municipality's financial metrics. Any benefits used to justify investment must be checked against data and a comparison period.

What should we prepare for an initial meeting?

A selection of common enquiries, links to official information and the responsible department. Personal case files are unnecessary when exploring an initial information-only scope.

Let's assess an assistant for your municipality

If you are exploring a similar initiative, we can review frequent enquiries, available information and service boundaries together. We can then consider a tailored demonstration and what would make sense to test first.

Assess an assistant for my council