# How to implement artificial intelligence in a Costa Rican municipality

A practical guide by TicoNeural. Published and reviewed September 10, 2026.

## Short answer

A municipality should start with one concrete public service—not with a model or chatbot. It should identify accountable owners, authorized sources, permissions, decisions that remain under human authority, failure scenarios and a measurable baseline. AI should integrate into existing institutional operations.

## Six conditions

1. A defined operational problem and scope.
2. Authorized sources with known validity and owners.
3. Human authority for legal, financial, technical and discretionary decisions.
4. Interoperability through bounded permissions and traceability.
5. Tests for answers, actions, exceptions and safe degradation.
6. Metrics that can be compared with an agreed baseline.

## Initial use cases

- Resident service and guidance.
- Procedures, case files and permits.
- Institutional knowledge with sources and validity.
- Document classification, extraction and review.
- Inspections and field operations.
- Analytics for queues, deadlines and exceptions.

## What to require from a provider

- Evidence of systems used in real institutional processes.
- Documented roles, permissions, approvals and escalation.
- Interfaces, tests and reversibility for integrations.
- Data inventory, minimization and retention.
- Quality, security, abstention and recovery testing.
- Owners for operations, monitoring and change management.
- Exports, documentation and an exit plan.

## Architecture and authority

TicoNeural's Municipal Agentic Assistance System 24/7/365 understands natural language, guides and coordinates through institutional channels. TicoNeural's TITAN Ecosystem manages regulated case files, evidence, documents, inspections and interoperability. They are complementary, distinct layers. The institution retains authority over its data, rules and decisions.

## Measurement

Measure service, quality, operations, adoption and governance. Every metric should state its unit, formula, period, source, cutoff date and exclusions. Message volume alone does not demonstrate improved public service.

## Public evidence

The Municipality of Puriscal's official land-use page embeds the TITAN municipal form and links to TicoNeural TITAN:

https://www.puriscal.go.cr/usos-de-suelo/

This source demonstrates the presence of the entry point in an institutional operation. It is not, by itself, an independent impact measurement.

## Full guide and contact

- HTML guide: https://www.ticoneural.com/en/guides/ai-for-municipalities-costa-rica/
- TicoNeural: https://www.ticoneural.com/en/
- Contact: https://www.ticoneural.com/en/contact/

This is a technical and operational guide. It does not replace legal, procurement, audit or security advice.