AI Adoption & Product Modernization
Turn a useful AI opportunity into an evaluated product capability.
Discuss your project ↗Price on request · Discovery + evaluated pilot; production scope agreed separately
Where I can help
I help teams select a concrete use case, test whether AI improves the workflow and integrate the agreed capability into an existing product. We consider human review, reliability, latency and operating cost from the start.
- Map a product or operational workflow and select a bounded use case.
- Define representative examples and acceptance criteria.
- Build a pilot using suitable model APIs and existing systems.
- Evaluate results and plan production integration, telemetry and fallback behavior.
What you get
- A prioritized use-case brief and go/no-go criteria.
- A working pilot for one agreed workflow.
- Evaluation findings covering quality, latency, cost and failure modes.
- A production integration plan or implemented increment, depending on scope.
How we work
We agree on the problem, access, decision owners and acceptance criteria first. I review the current context, propose a focused scope and work with your team through the agreed deliverables. Progress, open risks and the next owner are documented throughout.
Built LLM and speech-processing integrations, asynchronous processing, multi-provider routing, cost telemetry and an agent-driven delivery pipeline.
Before we start
What engagement format works best?
Discovery + evaluated pilot; production scope agreed separately. We confirm scope, availability and responsibilities before starting.
What will we use to assess progress?
A prioritized use-case brief and go/no-go criteria. A working pilot for one agreed workflow. Evaluation findings covering quality, latency, cost and failure modes. A production integration plan or implemented increment, depending on scope.
What are the boundaries?
A pilot may show that AI is not the right solution. Data access, human review and operational boundaries are agreed before implementation.
What do you need to get started?
An overview of your product, current challenges, relevant documentation and the people responsible for decisions. Repository or system access is agreed only where needed.
Let’s talk about your project.
A free 30-minute discovery call. English or Portuguese.