Image
Every product decision that involves images, from design tools to vision-language reasoning, depends on data that reflects discernment, not just accuracy. Verita Studio provides the image datasets, benchmarks, and evaluation pipelines that help your models see the world the way people do.
Our Image Services
VLM Benchmark
A private benchmark for vision-language reasoning across 700+ hard problems. Built with curated image-text pairs that test nuance, context, and creativity, not just object recognition.
Aesthetic Scoring
Taste-driven evaluations where expert designers and artists rate images on composition, style, and visual polish. The difference between accurate and compelling is what makes products stand out.
SFT Datasets for Vision
High quality supervised fine tuning datasets across classification, captioning, OCR, and multimodal alignment. Designed to move your models from baseline competence to production ready performance.
Red Teaming for Vision Models
Stress test your image models against adversarial prompts, bias cases, and failure modes. We help you identify blind spots before they reach your users.
Curation at Scale
Millions of images filtered, cleaned, and annotated by experts who know what good design looks like. Every dataset is free from noise and optimized for real world application.
Custom Evaluations
Partner with us to build private, domain specific image benchmarks. From e commerce product photography to medical imaging, we tailor tests that matter for your industry.
Generic image datasets are everywhere. What is rare and valuable is data curated with taste and discernment. By combining expert networks with proprietary pipelines, we help your models create images that feel polished, human, and market ready.
The result was more than a new site. It was a shift in perception. Formory went from “just another tool” to a product with a point of view.
We provide benchmarks, datasets, and expert evaluations that transform vision models from functional to refined. Higher fidelity, stronger alignment, and safer performance, giving your product image outputs that feel human and ready for the real world.
