NivoraPixel / Services
AI Integration for Web Applications
An AI feature needs a clear purpose inside the product. We help connect model capabilities to practical tasks, such as answering questions from documents or assisting a user through a workflow.
Discuss your project →Who this is for
For businesses with a specific task that could benefit from language models, document retrieval or an assisted workflow inside their existing application.
What we can deliver
- Definition of the user task and the feature’s limits
- Integration with an agreed model provider
- Retrieval from approved sources when the feature needs your content
- Interface states for loading, errors and uncertain answers
- Evaluation examples and review of latency and usage costs
From a brief to a working product
- Define the scope. Start with your goals, users, existing assets and requirements.
- Agree on the plan. Define the deliverables, priorities and review points before implementation.
- Build and review. Work through the agreed scope and review the important user journeys.
- Prepare the handoff. Check the work and agree on deployment, ownership and any follow-up support.
Pricing, timing and support
Bring examples of the task, the data the feature can use and what a useful answer looks like. Data access, model costs and how people review the output are part of the scope. The estimate and delivery schedule depend on that scope. Ongoing support can be discussed alongside the build; include maintenance needs in your brief.
Common questions
Can AI answer questions about our documents?
A retrieval-based feature can search approved documents and supply relevant context to a model. Its usefulness depends on document quality, access rules and evaluation against real questions.
Do we need to rebuild our application?
An AI feature can often be added through an API and a focused interface. We review the existing application and the intended workflow before recommending the integration approach.
Other services
Your next step
Tell us what you want to build.
Share your goals, existing website or product, and any requirements you already have. We can start with a focused conversation about the scope.
NivoraPixel@gmail.com