FitZen
AppAI-powered diet and nutrition tracking.
Services
AI Integration
Vision, natural language and recommendation systems. Designed to hide neither cost nor uncertainty.
START WITH WHAT YOU NEED
For teams adding AI to an existing product and founders building a mobile app or SaaS around it.
We turn model calls into usable product workflows. For image analysis, text and video generation, we consider result review, waiting, failures and usage controls alongside model selection.
Model output needs a product context.
FitZen connects estimated analysis results to a daily record users can review. We define acceptable outputs, limitations and failure examples for your use case, and design the interface around them.
A lifecycle for long-running jobs.
Viralance tracks generation through a job ID. User experience and credit rules are designed together for pending, completed and failed jobs. Integration costs and operations are part of the product scope.
Deliverables
- 01Use case definition and cost model
- 02Provider-agnostic model layer
- 03Prompt design and evaluation
- 04On-device Core ML models
- 05Queues, retries and failover
- 06Usage and cost monitoring
Technology we use
OpenAICore MLNode.jsTypeScript
WORKING TOGETHER
Clear scope. Visible progress.
We work with clients worldwide, bringing together the design and engineering team each project needs.
Our process ↗Your time zone, product and team.
For projects in the US, UK, Australia and beyond, we agree meeting times together. Requirements, working builds and delivery scope are shared in writing. Larger engagements can include dedicated designers and engineers.
Which model will we use?
We evaluate your sample inputs, expected outputs, latency and usage costs. Current provider capabilities and terms are checked during discovery.
Can you guarantee AI output accuracy?
We do not promise perfect results for every input. We develop evaluation examples, review steps and appropriate failure behavior.
A simple MVP and a comprehensive platform have different timelines. Proposals are prepared in USD after scope is defined. Send a project or meeting request through the form.
THE NEXT BIG IDEA COULD BE YOURS.
Have something
in mind?
Let’s make something great together.
It starts with a conversation.