Take Your AI Prototype into Production
Review and strengthen an experimental AI application for a controlled production rollout.
The opportunity
A prototype can work well in the hands of its creator and still struggle with real users. Inputs vary, integrations fail and permissions become more complicated. The missing work is often everything surrounding the model.
Voxd reviews the existing system and helps build a practical route to production. We identify what can be retained and what needs strengthening, then address the application, evaluations and operating arrangements around the core idea. The objective is a controlled launch with known limits and clear ownership.
Assess the prototype on its merits instead of assuming either a complete rebuild or an unchanged launch.
What we deliver
Examine the code, architecture, dependencies and intended production requirements.
Improve the agreed reliability, access and integration areas and test the AI behaviour against representative tasks.
Prepare the release, operational visibility and responsibilities for ongoing maintenance.
Why Voxd
Voxd built the Waitrose festival supplier portal and its embedded AI concierge, bringing tasks, applications and live guidance into the same product. Our iGlobal work combines business-system integrations with a purpose-built proposal application.
We can take responsibility for a complete build or work alongside your developers on the AI, architecture or integration layer. You get a delivery partner who can connect the model’s capabilities to the surrounding software that makes them useful.
How we work
We agree the users, core workflow and business outcome. We separate what must work at launch from what can follow later.
We explore the AI behaviour, data availability and key integration challenges with representative examples and a focused prototype.
We build the interface, application logic, integrations and controls, with tests that reflect the ways the system will be used.
We prepare deployment, monitoring and handover or ongoing support. User feedback and agreed measures inform the next stage of development.
Before you get started
Yes, subject to review. We assess its structure, dependencies and behaviour in the same way as other code before agreeing the work required.
That depends on what the review finds. We explain the trade-offs behind retaining, refactoring or replacing each important part.
Show us what works today and what is stopping you putting it in front of users.
Evaluate realistic inputs, failed dependencies and user behaviour that a demonstration may never encounter.
Establish the monitoring, access and support arrangements needed after launch.