evidoria

← Back to browse

Good practice

GCtranslate — Canada's AI Translation Tool Scaling Across the Federal Public Service

Canada · Ottawa · See the Canada profile

Canada's Translation Bureau built GCtranslate, trained on an 8-billion-word bilingual corpus; a departmental pilot translated 60M+ words in 3 months, reaching 300M+ words by June 2026 as the tool rolled out government-wide through March 2027.

8 billion words
Bilingual training corpus size (n/a)
60 million words
Words translated in first three months of pilot (June-Sept 2025)
3,000+ pages/day
Pages translated per working day during pilot (June-Sept 2025)
300+ million words
Cumulative words translated by rollout announcement (by 18 June 2026)
800,000+ pages
Cumulative pages translated (by 18 June 2026)
6-7 departments
Departments in initial pilot (Jun-Sep 2025)
GCtranslate — Canada's AI Translation Tool Scaling Across the Federal Public Service

Details

Maturity
Scaling
Promoter
Public Services and Procurement Canada (PSPC) — Translation Bureau, with Treasury Board of Canada Secretariat
Period
Prototype (PSPC Translate) launched June 2025; 6-7 department pilot Jun-Sep 2025; government-wide rollout April 2026 to March 2027
Keywords
public administration, language services, machine translation, digital government

Context

Public Services and Procurement Canada's (PSPC) Translation Bureau built GCtranslate as the first flagship project under the Treasury Board of Canada Secretariat's Artificial Intelligence Strategy for the Federal Public Service, aimed at routine English-French translation needs.

Objectives

GCtranslate is positioned as a fast, self-service tool for routine English-French content, explicitly complementing — not replacing — the Translation Bureau's professional translators.

Activities

An early prototype, PSPC Translate, launched in June 2025, trained on an 8-billion-word bilingual corpus of Government of Canada text. It was piloted across six to seven departments and agencies (PSPC, Privy Council Office, Finance Canada, Canadian Heritage, FINTRAC, RCMP). Professional translators continue to review output and periodically help retrain the model on curated data.

Results

In its first three months (June-September 2025) the pilot translated more than 60 million words, equivalent to over 3,000 pages of documents per working day. By the government-wide deployment announcement (18 June 2026), cumulative usage had reached more than 300 million words translated, equivalent to over 800,000 pages. Government-wide rollout began 30 April 2026 and is proceeding incrementally across departments until March 2027.

Conclusions

The public record to date documents adoption scale and rollout timeline, not an audited measure of translation quality or cost savings. Future extensions under discussion include Indigenous language support.

Implementation

Indicative cost
High (€500k–€5M) — No cost or budget figures have been disclosed.
Time to results
Medium (1–3 years) — Prototype launched June 2025; departmental pilot June-September 2025; government-wide rollout April 2026 to March 2027.
Staffing & skills
PSPC Translation Bureau (tool owner), professional translators for output review and periodic model retraining, Treasury Board of Canada Secretariat (AI Strategy oversight)

Conditions for success

  • a large curated bilingual corpus (8 billion words) of government text
  • a staged rollout: prototype, then multi-department pilot, then government-wide deployment
  • explicit positioning as complementing rather than replacing professional translators

Where it fits

Governance type
federal government AI strategy flagship project
Scale
government-wide, entire federal public service
Income level
high-income

Data sources

Where this practice's information was retrieved from, and when.

Attachments

Similar practices you may find useful