AI Delivery PipelineSwiss HQ · ISO 27001:2022

Build what's next with AI systems that can reach production

We help financial institutions move from an AI use case to a working sandbox, production architecture and an operating model. A named Windmill team stays accountable after launch.

Start with a four-week Sprint See the operating model

Trusted by regulated institutions and enterprise teams

The Product is the Pipeline

Turn AI ambitions into audited production

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Prioritize

Separate the jobs an agent can own from those that still need a person. We score them by value and feasibility, not hype.

Design the agent system

Data map, agent roles, tools and MCP, stop conditions, memory, and feedback loops. A modular pipeline that can grow.

AI-first UX

Show the plan before the agent acts and a receipt afterwards. Make an override cheaper than doing the work again.

Prototype in the Sprint

Working agents and a supervision interface on sandbox data in four weeks. Architecture, governance brief, and a path to Build and Run.

Eval and govern

Audra Eval gates, ISO evidence, observability, prompt and model versioning. Nothing ships below threshold.

Ship and Run

Ship to production, then operate under a 24–60 month subscription covering quality drift, security and monthly improvements.

Proven Delivery

Featured case studies

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FinTechAgentsUX

AI sprint · Development

KYC/Onboarding re-imagined with AI agents

Agentic pipeline for KYC and onboarding - documents, checks, and explainable handoff.

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HealthTechAgentsEval

AI sprint · Development

Accelerating personalized health protocols with agentic AI

Modular agents parse clinical documents, assess risk, and compose protocols in under five minutes.

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FinTechPrioritizeAgents

AI model · AI sprint · Design · Development

Transforming loan acceptance predictions using artificial intelligence

From credit data to an explainable acceptance model wrapped in a usable decision experience.

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WealthUXAgents

AI sprint · Development

Chat-based offering analysis for private market investors

Investors interrogate offerings in natural language, with citations and compliance bounds.

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FinTechPrioritizeUX

Discovery · UX audit · Product design sprint

Reinventing compliance for the modern hedge fund

Compliance workflows redesigned for speed without dropping the audit trail.

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WealthUXRun

Design · Motion · Product design sprint

Digitizing exclusive client servicing in private banking

Mobile e-banking for HNWI clients, integrated with core banking (Temenos).

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Proprietary Products

Topaz Modular Wealth Platform

Topaz is our white-labeled wealth management suite: 360° client portfolios, document aggregation, advisory workflows, and compliance. Proof that we build and run enterprise products - not only short-term consulting sprints.

Discover Topaz & Audra Suite Why We Built Audra Vibe

Client & Partner Endorsements

What our partners say

“I’ve partnered with Windmill on dozens of projects - from startups to enterprises. They’re my go-to for user-centric product design.”

Eric Larnard

VP Platform & Shared Services, Clarivate Analytics

“Windmill delivered a robust mobile app that supports thousands of concurrent purchases. The customer feedback has been overwhelmingly positive.”

Paul Reiter

“Our partnership with Windmill merges world-class design thinking with NextCaller’s Insights Engine to power data-driven transformation.”

Sam Espinosa

Perspectives

Latest insights & engineering essays

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Insight · 2026

From SaaS to self-built in weeks, not months: Why we created Audra Vibe

We replaced Jira and Tempo with Audra Vibe, an internal platform shaped around how our team actually works.

Insight · 2026

Audra Eval: How we hold our own AI work accountable

Audra Eval is our evaluation and quality-gate layer. It tests accuracy, citations and model drift before and after release.

Insight · 2025

Certified secure: Our upgrade to ISO 27001:2022

Our ISO 27001:2022 upgrade added the current control set used to govern security across client delivery.