# Image & Vision Models

> From understanding images to generating them. We apply vision-language and image-generation models to real workflows: reading scanned documents and diagrams, visual inspection, product imagery and on-brand creative generation, with fine-tuned models where off-the-shelf quality falls short.

Source: https://aibyos.com/services/vision

◐ Capability

# Image & Vision Models

From understanding images to generating them.

[Discuss Image & Vision](https://aibyos.com/contact)

We apply vision-language and image-generation models to real workflows: reading scanned documents and diagrams, visual inspection, product imagery and on-brand creative generation, with fine-tuned models where off-the-shelf quality falls short.

## Typical use cases

### Visual quality inspection

**Challenge.** Defects are spotted manually and inconsistently on the line.

**What we build.** Vision models (classic CV or fine-tuned VLMs) that flag defects from camera images with explainable results and operator feedback.

### Complex document understanding

**Challenge.** Scanned forms, tables and technical drawings defeat OCR.

**What we build.** Vision-language pipelines that read layouts, tables and handwriting into structured data.

### On-brand image generation

**Challenge.** Product and campaign imagery is slow and expensive to produce.

**What we build.** Image generation fine-tuned on your brand and products (LoRA), with editing workflows and rights-safe guardrails.

## What you get

-   Model selection & benchmarking
-   Fine-tuned vision / diffusion models
-   Labelling & feedback workflow
-   Edge or cloud deployment

## Typical stack

-   Claude / GPT-4o / Gemini vision
-   Qwen-VL / Florence
-   YOLO / SAM
-   Stable Diffusion / FLUX + LoRA
-   OpenCV
-   ONNX / TensorRT

Examples

## Use cases with Image & Vision.

[Finance & Insurance Claims intake & triage agent Read claim documents and photos, check coverage and route claims automatically. _AI Agents__Image & Vision__Evals & Guardrails_ Open →](https://aibyos.com/use-cases/claims) [Retail & E-commerce Product content & imagery at scale Generate descriptions, attributes and lifestyle images for thousands of SKUs. _Image & Vision__Fine-tuning__LLM Apps & Copilots_ Open →](https://aibyos.com/use-cases/product-content) [Manufacturing & Logistics Visual defect detection on the line Detect defects consistently from camera images at production speed. _Image & Vision__MLOps / LLMOps_ Open →](https://aibyos.com/use-cases/inspection) [Manufacturing & Logistics Shipping document automation Process CMRs, invoices and customs documents automatically. _LLM Apps & Copilots__Image & Vision__AI Agents_ Open →](https://aibyos.com/use-cases/logistics-docs)