Start where the uncertainty is highest. Windmill can validate one workflow, take a proven product into production, or independently evaluate something another team built.
Decide where AI is worth pursuing — and what it will take to succeed.
We identify the opportunities with the strongest potential, design the product and technical direction, and establish the evidence needed to make a confident investment.
Duration: Typically 1-2 months
Turn a promising AI use case into evidence you can act on.
We build a working product slice and test it with real users and real data against agreed success criteria, technical constraints, failure modes and economics — creating a clear basis for the next investment decision.
Duration: Typically 1.5-2 months
Take a validated product from proof into production.
Product, AI, engineering, data, integrations, security, evaluation and operations are developed as one system — creating the foundations for release reliably, operate effectively and evolve over time.
Know how the product performs, where it fails and what needs to improve.
We evaluate AI quality, regressions, failure modes, controls, human oversight, latency and cost — giving teams a reliable baseline and a prioritized path to stronger performance. The product does not need to have been built by Windmill.
Duration: Initial assessment typically 1.5 months
AI products for banks, wealth managers and financial platforms — from client-facing tools to operations and risk. Designed so every decision can be explained to clients, reviewers and regulators.
View Finance work →AI that helps research and medical teams find, check and use evidence faster. Every answer links back to its source, so teams can verify it before they act on it.
View Life Sciences work →AI for clinical and patient-facing tools, where a wrong answer has real consequences. We design how the system supports care teams, when it hands over to a person, and how patient data stays protected.
View Healthcare work →AI that turns operational data into decisions on fuel, cargo and compliance for airlines and operators. Built to fit the systems and people already running the operation.
View Transportation work →We talk through the product, the users and the constraints.
One of the four engagements, or a smaller first step.
Scope, approach and the next decision it supports.
