All projects
AI & ML
Insurance
Polaris AI Platform
An enterprise AI platform with guardrails baked in.
Client
Polaris Insurance
Delivered
2025 · 7 months
Team
9 specialists
Category
AI & ML
Overview
What we built
Stood up an internal AI platform giving Polaris teams safe access to LLMs, retrieval and evaluation — with governance from day one.
Business impact
Outcomes that moved the P&L
0
Use-cases live
0%
Time to prod
0%
Cost visibility
0 models
Model routing
The challenge
- Business units piloting GenAI in ungoverned SaaS tools.
- No shared retrieval, evaluation, or observability layer.
- Regulator required documented controls before any production use.
How we approached it
- Delivered a shared LLM gateway with routing, budgets and PII controls.
- Built retrieval and evaluation as reusable services.
- Wrote and shipped a Responsible AI operating model with legal and risk.
What changed
- 23 AI use-cases moved from pilot to production in nine months.
- AI spend visibility and control at team level.
- Regulator briefed and satisfied ahead of first production release.
Project gallery
Inside the delivery
LLM gateway
Routing, budgets, PII filters.
Retrieval service
Shared, evaluated, governed.
Responsible AI controls
Documented and enforced.
Technology
Built with
The tools and platforms we chose for this engagement.
Azure OpenAI
LangChain
Weaviate
Python
Terraform
Datadog
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