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Zingaro AI
Government and public sector

Citizen services, in the citizen’s language, on servers you control.

Ministries, municipalities and public bodies serve everyone, in every dialect, and cannot send data abroad. We build voice and document agents that run in-country, on your infrastructure, with audit trails built in.

Zingaro AI serves government and public sector bodies with multilingual citizen service voice agents, application and form processing, records management and knowledge assistants, deployed in-country or on-premise with full audit trails.

The work we take over

The grind in government and public sector, handled.

01

Citizen helplines

Questions answered and requests logged by phone, in Arabic, English and local languages.

02

Applications and forms

Submissions read, checked for completeness and routed, with applicants updated.

03

Records and archives

Documents classified, indexed and made searchable, with permissions respected.

04

Staff knowledge assistants

Answers from regulations and procedures, with the article shown.

05

Field inspection video

Inspections recorded with location data and reviewed by model and person.

How it runs

Built for the rules you work under.

  • Hosted in-country or air-gapped
  • Arabic dialects handled natively
  • Audit trails for every interaction
01

On your servers

Air-gapped where required.

We install on machines you own, inside your network. Where the rules demand it, the system runs with no outbound connection and updates are carried in by hand. Your team keeps the keys.

Data stays inside your network

02

Your private cloud

We deploy into your account.

We deploy into your own cloud account, in your region, under your access controls. The data stays in your account. We get the access you grant, and nothing more.

Data stays inside your account

03

Ours

Managed, fastest to start.

We run it on infrastructure we operate. The right choice when the data is allowed to leave and you want the pilot running this month.

Managed by us, on our terms

In banking, insurance and healthcare, the rules decide where the data sits. We built for that first.

How each option works
How it goes live

From one painful job to a system in production.

Models and agents handle the volume. People handle the edges. You always know which did what.

  1. 01

    Discover.

    One or two weeks with your team. The jobs listed, sized and ranked. A number on the first one.

  2. 02

    Build the pilot.

    Fixed scope, fixed fee, 4 to 6 weeks. Real output on your real data, measured against the number.

  3. 03

    Ship it.

    Into production, inside your boundary if the rules require, with evals gating every release.

  4. 04

    Run it, or hand it over.

    We operate it with people on the queue and a weekly report, or your team takes it with the runbooks.

Services involved

What we bring to it.

  • Arabic

    Arabic-first AI

    Speech, language and agents for Gulf and Najdi Arabic, built and evaluated with native speakers.

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  • Voice

    Voice agent development

    Inbound and outbound voice agents on our own platform and telephony, in your customers’ languages.

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  • Documents

    Document AI and intelligent processing

    Invoices, claims, contracts and forms read, checked and filed into your systems, with uncertain fields flagged.

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  • Deployment

    Enterprise and sovereign AI deployment

    On-premise, air-gapped, private cloud and in-country deployment with MLOps, monitoring and retraining.

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Book a call

Bring us the government and public sector job you keep postponing.

Twenty minutes is enough to say whether we can take it.

A pilot starts within 5 working days of agreed scope · Nothing upfront · No seat licences