Service 03 / AI Architecture & Consulting

Victor AI Multilingual help for refugees in Denmark.

A help service that gives refugees practical guidance on public services, healthcare, housing, work and education, in their own language, powered by more than 100 specialized AI agents.

AWSDeveloped in collaboration with AWS

ANY OF 100+ LANGUAGES Where to register? See a doctor? Find a job? LANGUAGEROUTERany language HEALTH HOUSING WORK EDUCATION LEGAL 100+ AGENTS
Domain
Public services, healthcare, housing, employment, education and legal procedures
Approach
Specialised agents behind one multilingual interface
Service
AI Architecture & Consulting

Capabilities

Two things make the architecture work.

100+Languages. People ask in their own language and get the answer back in it.
100+Specialized AI agents. Each one is focused on a single information need.

The case

01 · Problem

Refugees arriving in Denmark have to find their way through public services, healthcare, housing, employment, education and legal procedures. Information is scattered across authorities and websites, usually in Danish or English. Support organisations cannot give personal guidance to everyone.

02 · Solution

Victor AI, developed in collaboration with AWS, is a multilingual agentic platform. People ask in their own language, from over 100, and Victor routes each question to one of more than 100 specialised agents, each focused on one information need. Questions that need more attention go to a person.

03 · Value

Guidance is accessible whatever the language, and it scales across domains without scaling the support team. Routine questions no longer fill staff time, so people can concentrate on the cases that need them. The architecture can take on new services as they are needed.

How it works

From a question in any language to the right agent.

The same path serves every topic. What changes is the agent that answers.

  1. 01

    Ask

    A person writes in their own language, in plain words.

  2. 02

    Language layer

    The platform detects the language and translates in both directions, so nobody has to switch to Danish or English.

  3. 03

    Route

    A router identifies what the question is about and selects the right specialised agent.

  4. 04

    Specialised agents

    Each agent covers one information need, such as healthcare, housing, employment, education or public services. New agents extend the platform without redesigning it.

  5. 05

    Answer

    The reply comes back in the user’s own language as practical guidance.

  6. 06

    A person steps in

    When a question needs more attention, it is passed to the support team.

QUESTIONtyped in any language LANGUAGE LAYERdetect · translate in and out ROUTERtopic → specialised agent SPECIALIZED AGENTS HEALTH HOUSING WORK EDUCATION LEGAL SERVICES 100+ agents · more added over time ANSWERin the user’s own language 100+languages SUPPORTTEAMcomplex cases

Value

Business and social value.

  • Accessible guidance, regardless of language.
  • Scalable assistance across many information domains.
  • Less repetitive work for support organisations.
  • More efficient use of human support resources.
  • An extensible architecture for future services.

We do not publish adoption figures or results for this case.

Concept

A grant manager for NGOs.

The same pattern — specialised knowledge, clear sources, a person at every decision — applies to another bottleneck in non-profits: finding, writing and reporting on grants.

  1. 01

    Calls and profile

    Funder calls are collected and compared with the organisation’s mission, history and capacity.

  2. 02

    Match and eligibility

    Opportunities are ranked, and each eligibility judgement cites the rule it relies on.

  3. 03

    Draft

    Sections are drafted from past applications and project data. Figures are sourced, never generated.

  4. 04

    Grant manager decides

    A person edits and approves every section. Nothing is submitted automatically.

  5. 05

    Report and remind

    Reports are assembled from project records, and a tracker keeps deadlines and obligations visible.

FUNDER CALLSEU · foundations ORG PROFILEmission · history MATCH + ELIGIBILITYranked · every rule cited DRAFTpast applications · project data GRANT MANAGERedits · approves every section SUBMITby a person · never automatic REPORTfrom project records · sourced DEADLINES + REMINDERS

Concept status

The grant manager is a concept CoreAI would explore with an NGO. It is not a delivered system, and no results are claimed.

Contact

Ready to make AI operational?

Whether you need an AI roadmap, a reference architecture or a working prototype, let’s discuss where to start.

Email
contact@core.ai
LinkedIn
linkedin.com/company/coreai-dk
Location
Copenhagen, Denmark