MRA AI Studio — building the AI layer for global finance.
Production-grade AI agents for cross-border commerce, RegTech, and treasury operations. Built on Vertex AI and Gemini. Operated from Canada.
Three deployable surfaces.
One AI engineering core.
Every product is built on the same Vertex AI / Gemini stack and shipped from Cloud Run in Canada. Pick one or compose them.
RegTech Cloud
AI agents for AML, KYC, and sanctions automation. Document understanding, entity resolution, and audit-ready evidence in one place.
- Document AI
- Embeddings
- Agent Builder
- BigQuery
Pay Intelligence
AI-powered cross-border payment routing and FX optimization. Settlement reconciliation, treasury co-pilot, and stablecoin compliance.
- Vertex AI
- Cloud Run
- Pub/Sub
- BigQuery
AI Lab
Bespoke AI engineering for regulated enterprises. We ship production-grade LLM apps, agentic workflows, and RAG systems on GCP.
- LLM apps
- Agents
- Fine-tunes
- Eval pipelines
- Vertex AIModel Garden, embeddings, evals
- GeminiLong-context reasoning, vision
- Cloud RunStateless inference + APIs
- Document AIKYC, trade-doc parsing
- BigQueryAudit trails, analytics
- Cloud LoggingObservability + evidence
What we’re building.
Out loud.
All postsCross-border AML with retrieval-augmented LLMs
How we structure embeddings + agentic workflows to flag sanctions hits without false-positive fatigue.
ReadLatency budgets for Vertex AI in payments
Lessons from running real-time risk inference under a 200ms settlement deadline.
ReadStablecoin compliance, automated
An evaluation harness for LLM-driven Travel Rule and beneficial-owner checks.
Read