We recommend starting with a discovery session to understand your goals, constraints, and data. From there, we propose a prioritized roadmap of practical use cases.

It depends on scope. Strategy and assessment work may take a few weeks, while delivery projects typically run from 4–12 weeks for the first release.

Yes. We can support you from use-case discovery and architecture through model development, integration, and MLOps.

In most cases yes. We adapt to your current stack and follow your security, compliance, and governance requirements.

We can set up monitoring and alerts for your team, or stay engaged to handle retraining, incident response, and continuous improvement.

Yes. Many clients begin with a focused proof of concept to validate value and feasibility, then extend to more use cases.

We offer both fixed-fee and time-and-materials models, depending on how well the scope can be defined upfront. We always clarify expectations before work begins.

Yes. We are used to collaborating with product, technology, operations, and risk teams to ensure alignment and smooth delivery.