AI application development
Define the user task and the role AI should play. AI application development includes the interface around generation, review and correction rather than treating a model response as a finished product.
SPixel · Design, engineering and practical AI
AI Product Development & AI SaaS Services
Plan and build AI products with useful experiences, evaluation workflows and scoped integrations. Explore custom AI application development with SPixel.
Remote delivery · Worldwide collaboration
From requirements to a useful release
Turn an AI idea into a product people can understand and use. Our custom AI software development process connects user needs, data readiness and evaluation before committing to a large build.
AI SaaS development
Plan usage limits, billing boundaries and account permissions alongside the main feature. AI SaaS development needs quality and cost monitoring, and a deliberate response when the model or provider is unavailable.
Generative AI development
Prototype with representative data and evaluate outputs against written criteria. Generative AI development and RAG application development require retrieval checks, source visibility where applicable and a plan for unsupported answers.
What we agree before starting
- Product brief, data assumptions and feasibility notes
- Prototype and task-specific evaluation criteria
- Scoped application build, monitoring and handover
Every proposal specifies deliverables, review responsibilities, timeline assumptions, third-party costs and post-launch support.
Review pricing and engagement optionsQuestions before you commit
Can you add AI features to an existing product?
Yes, after reviewing the current architecture, data permissions, user workflow and a measurable reason to add the feature.
Do we need to train our own model?
Not always. Existing models and retrieval may be sufficient. The approach depends on data, privacy, quality and cost requirements.
How do you control model costs?
Define usage budgets, request limits, appropriate models and monitoring. The ongoing provider bill is separate unless included in the proposal.
Explore related design work
Explore the interface decisions and workflows behind each design study.
Tell us what needs to change
Share your goals, current systems and constraints. We will discuss an appropriate scope.