Introducing NaciluzIA: Light on the Public Sector

By Anushka Appala and Dr. Janio Rosales

An older woman in Alta Verapaz who speaks only Q'eqchi' is owed a pension. To claim it, she travels four hours to a municipal office, waits most of a day, and is sent home because a form is missing. She will try again next month. Multiply that story across 340 municipalities and 25 languages, and you have the quiet, everyday failure of a state that already holds all the information it needs — but cannot put it to use.

We built NaciluzIA to close that gap.

NaciluzIA is a National Platform for Algorithmic Governance for Guatemala. It is not a chatbot, and it is not "AI running the government." It is public infrastructure that lets the State serve citizens in minutes instead of weeks, in their own language, while keeping every binding decision in human hands. Its name says what it is for: nación + luz + IA — light for the nation, powered by intelligence. Our tagline is the whole promise: cada decisión, a la luz — every decision, in the light.

One principle, non-negotiable

A system that decides who receives a pension or a permit cannot be a probabilistic guess. So NaciluzIA is built on a single, strict rule:

AI recommends. Policies decide. Officials oversee. Audits verify.

The AI understands a citizen's request, translates it, explains the process, and drafts the paperwork. It never approves a benefit, suspends a right, or authorizes a payment. Those binding actions run through a deterministic rules engine — plain, published, reproducible logic grounded in Guatemalan administrative law — and are signed by a named human official. Every step is cryptographically recorded in a tamper-evident ledger, valid under Guatemala's e-signature law (Decreto 47-2008). The result is an "AI system" that is impossible to hallucinate a decision, and whose every action can be audited by the Contraloría.

Starting small, on purpose

We are not trying to rebuild the whole state at once. Our first step is a three-month MVP, built with Guatemalan universities, for one social program in one municipality, in Spanish and Q'eqchi', running on simulated data so no sensitive systems are touched. The single thing it proves is the thing governments actually buy: the time to complete a social-program application drops from weeks to minutes, while 100% of decisions stay with a human.

From there, the path is deliberate — a live pilot, a measured recovery of welfare leakage, an executive commitment, and multilateral funding to scale.

Built in the open, with Guatemala

NaciluzIA is designed as an open, auditable standard, not a proprietary product to lock the government in — a posture aligned with the Inter-American Development Bank's 2025 AI Framework and the GAE's national digital-transformation plan. It is built with UVG and USAC students and faculty, validated in indigenous languages with the Academia de Lenguas Mayas, and stewarded by a nonprofit so that the public interest, not a vendor, owns the standard.

Guatemala is not just a place with problems to solve; it is the right place to prove that government technology can be clean, fast, transparent, and inclusive — and then to share that model across Central America.

If you work in government, at a multilateral, at a university, or in civil society and this resonates, we'd like to talk.

Cada decisión, a la luz.

— Anushka Appala and Dr. Janio Rosales