AI development and integration for businesses

Putting AI to practical use

AI can help with tasks that involve interpreting text, finding information or preparing a response. Before selecting a model, I review how the work is currently done and what the person using the solution needs. This helps us decide where AI is useful and where human supervision is required.

Assistants, documents and features for your application

I can build an assistant that searches authorised documents and cites its sources, a system that extracts document data for review, or a classification feature inside your software. If it takes actions in other tools, we define what it may change and when confirmation is required.

Preparing information sources and permissions

We start with fictional or authorised samples and questions representative of the work. We identify who may access each source, how it is updated and which information may be sent to the selected provider. Hosting and data handling are reviewed before connecting real documents.

Checking answers and behaviour

The handover includes the tests and documentation specified in the proposal. We assess questions with known answers, missing information, outdated documents and restricted access. The system should indicate when it cannot provide a supported answer and make human review straightforward; using AI does not eliminate errors.

Pricing and ongoing development

The work depends on the number of sources, integrations, usage volume and required checks. The proposal separates development from any model, storage and hosting costs. We can also arrange answer monitoring, source updates and further improvements.

From the first conversation to delivery

1. Tell me about your team’s work and the result you need.
2. I prepare a proposal covering the work, requirements and review milestones.
3. We review progress and test the solution before putting it into use.

Information to help you plan

Read the related guide · Explore a practical example

Let’s discuss your project

Book a video call to explain what you want to build or improve. A general description and a list of your current tools are enough to start; there is no need to share confidential documents.