# Custom VLM solution development

[VION Labs](https://vion-labs-v24.priontekai.chatgpt.site/en/services/vlm)

VLM solutions for your data and processes: scene understanding, questions about video, semantic search and product integration.

## What should your system understand?

We develop VLM scenarios for your data and processes.

### Scene descriptions

Frame content and key details.

Adapt scene descriptions to your task: which objects and details to identify and how to format the result.

### Questions about video

Answers grounded in visual context.

Define the questions the system should answer about an image or video segment, then evaluate those answers on your examples.

### Semantic search

Find frames and events by description.

Connect text descriptions with visual data to find relevant frames and segments within your product.

### Contextual events

Check defined conditions in a scene.

Combine scene features and semantic analysis into event logic: which conditions to check and how to use the result.

## VLM within your product logic.

Select a model, configure data processing and integrate the results with your systems.

- Model and processing design
- Adaptation to data and scenarios
- Product and process integration
- Quality evaluation and deployment

## From a task to VLM in your product.

1. **Scenario and data** — Task, examples and quality criteria.

2. **Prototype** — Model selection and approach evaluation.

3. **Adapt** — Configure scenarios and response formats.

4. **Integrate** — Deployment, evaluation and development.

We define the scope, timeline and cost after reviewing the task and data.