New Products
Move from a working demo to a launch design with clear boundaries, permissions, evaluation, cost controls, and support paths.
Who It Is For
Startup, product, or platform teams with an AI-backed prototype that needs to become dependable software.
First Step
Bring the prototype, target user, and trust-breaking failure modes. I will separate launch-critical work from novelty.
Start a ConversationWhere the work starts
The demo works, but the boundaries between model behavior, customer data, permissions, and operator review are not defined.
Latency, GPU/API spend, evaluation quality, and support burden are not tied to the product plan.
The team needs to know what must be custom, what can be bought, and what should stay simple for the first launch.
Example engagements
Define the product boundary between user workflow, model behavior, data authority, permissions, and operator intervention.
Create a launch architecture for retrieval/context, tools, evaluation, observability, incident review, and support escalation.
Build a near-term roadmap that separates product-critical AI from expensive novelty.
Likely deliverables
