Data & AI · Bureau for Digital Business Solutions

One gateway for every AI model UNESCO runs — inference.unesco.org

A single OpenAI-compatible endpoint in front of UNESCO's on-premise, HuggingFace, and Azure inference — with ethics guardrails, MCP tools, and monthly reinvoicing built in, so project teams get one API token instead of juggling vendor keys.

Tokens are issued by the Data & AI team — raise a Smart Ticket to request one.

What's included

Four things bundled behind one endpoint

Every token issued through this gateway carries all four — there's nothing extra to wire up per project.

Stable model aliases

Call a name, not a vendor. The underlying model can change without touching your code.

ExpertDailyEfficient SmallVisionTranslation

MCP tools, built in

UNESDOC, the Data Hub, cross-platform Search, and the Administrative Manual — reachable as MCP tools from any model call, no extra integration.

mcp.unesco.org

Ethics guardrails

Every request is screened by GLiGuard, grounded in the UNESCO Thesaurus and the 2021 UNESCO Recommendation on the Ethics of AI.

ai-guardrails.unesco.org

Three inference sources, one fallback chain

On-premise GPU (Ollama) first, HuggingFace cloud burst second, Azure-hosted APIs as the managed fallback — routed automatically per alias.

on-prem · huggingface · azure
Billing

Monthly credit packages, reinvoiced per project

No individual vendor invoices to reconcile — usage is tracked per token, per model, per source, and settled monthly.

How it works

Your project is allocated a monthly credit package sized to expected usage. Spend against that package is tracked per API token, broken down by model alias and inference source (on-prem / HuggingFace / Azure). At month end, actual spend is reinvoiced to your project/sector code — the same cost-recovery model used elsewhere across UNESCO's shared services.

Getting a token

  1. Raise a Smart Ticket for the Data & AI team with your project name and sector/reinvoicing code.
  2. Tell us which aliases you need (e.g. Daily + Vision) and your expected monthly volume.
  3. You'll receive a scoped API token with its monthly credit package and budget already configured.

Starting an AI project?

Request an API token sized to your project's monthly credit package.

Raise a Smart Ticket
for the Data & AI team