Get expert-led human intelligence to accelerate your AI to production.
Trusted by leading model innovators for domain expertise and consistently high quality, FORMALS AI delivers expert-driven data solutions powering the world's most advanced AI — from foundation models to autonomous systems and medical AI.
Vision Global (the parent company of Formals) a leading Data and Back-office annotation specialist headquartered in Coimbatore, India — with over 25 years of industry experience in data processing, now exclusively focused on AI training data, and a team of 300+ highly skilled data professionals. Our clients across North America, the UK, and Europe trust us to deliver high-volume, high-accuracy processing at scale.
We're the data engine behind AI/ML startups, computer vision platforms, and autonomous robotics companies — the ecosystem builders shipping real products. If you're building a vision model, training a voice AI, or scaling an autonomous system, we're your annotation partner.
Bounding boxes, polygons, keypoints, and segmentation at scale. Ideal for computer vision startups and SaaS AI tools that need consistent, high-volume labelling without building an in-house team.
Frame-by-frame tracking, action labels, and temporal annotations. Built for robotics companies and Tier 2/3 AV suppliers who need reliable perception data without Waymo's price tag.
Human preference collection, response ranking, and alignment datasets. The backbone of every AI-powered SaaS product tuning its language model for real-world performance.
The Voice AI market is exploding — and every STT model, voice assistant, and accent-aware AI needs expert-labelled audio. We deliver speech transcription, speaker diarisation, emotion tagging, and accent coverage across 40+ languages. Whether you're building a call-centre AI, a medical dictation tool, or a multilingual voice product, our annotators bring the linguistic precision your model needs.
Entity recognition, sentiment tagging, and intent classification across multilingual datasets — essential for AI-powered SaaS tools that need structured NLP training data fast.
Point cloud labeling, cuboids, and sensor fusion annotation. Directly targeting the autonomous robotics and AV supplier ecosystem — where spatial accuracy directly determines safety outcomes.
Radiology, pathology, and clinical NLP annotation with HIPAA-compliant workflows. For HealthTech startups building diagnostic AI that has to be right every time.
Synthetic data accelerates training — but only if it reflects reality. Our human experts validate, correct, and quality-score synthetically generated datasets to ensure they hold up in production. We flag distribution gaps, label noise, and edge-case failures that automated checks miss, giving your model the grounding it needs.
Get 50 professionally annotated images in COCO JSON format. See our quality firsthand before committing to a project.
Move beyond "good enough." We provide the human-in-the-loop expertise to refine your LLMs, ensuring they don't just process data, but master your specific domain with surgical precision.
We train models to "think" before they speak. Our annotators build complex, step-by-step logical paths that improve your model's problem-solving capabilities and transparency.
Protect your brand's integrity. We rigorously audit model outputs to identify and eliminate factual fabrications, ensuring your AI remains a reliable source of truth.
Measure what matters. We provide comprehensive scoring against industry standards and custom KPIs, giving you a clear data-driven map of your model's competitive standing.
We find the cracks before your users do. Our specialists simulate adversarial attacks and creative "jailbreaks" to stress-test your model's safety, ethics, and security boundaries.
High-fidelity AI requires high-fidelity feedback. We evaluate visual outputs for prompt adherence, anatomical accuracy, and temporal consistency to ensure your creative AI is production-ready.
Testing the "doers," not just the "talkers." We evaluate autonomous agents on task completion, tool-use efficiency, and their ability to recover from errors in multi-step workflows.
Bridge the gap between your data and your model. We optimize Retrieval-Augmented Generation workflows to ensure your AI pulls the right context and cites its sources with 100% accuracy.
Need a bespoke evaluation framework or fine-tuning pipeline? Talk to our LLM specialists and get a scoped quote within 24 hours.
Exactly what your annotated files look like. Click a tab to compare raw input vs. labelled output across modalities.
Our annotation process combines state-of-the-art tooling with expert human review — cutting turnaround time by 70% with high precision and accuracy.
Upload your input files in any format — we handle the rest.
Certified annotators review, label, and validate every label against your guidelines.
Senior Annotation Quality Analysts run final checks. Export in COCO, VOC, YOLO, or custom format.
From foundation models to autonomous systems and medical AI — expert-driven data solutions with guaranteed quality and domain-specific expertise.
High-precision sensor labeling for Tier 2/3 AV suppliers and mobility AI startups — the ecosystem builders making autonomy real at scale.
Clinical domain expertise powers medical imaging, diagnostics, and AI-driven healthcare with accuracy & compliance.
Expert-led annotation and RLHF workflows for AI/ML startups and SaaS platforms training language models at every scale.
Structured training data for autonomous robotics companies — enhancing perception, grasping, and task execution accuracy.
Crop & weed detection, drone image annotation, and plant health classification for smart farming AI startups.
Transcription, diarisation, and intent datasets for voice AI platforms building the next generation of smart assistants and call-centre AI.
We audit your dataset, co-define annotation guidelines, set quality benchmarks, and launch a shared dashboard before a single label is placed.
Domain-matched annotators pass a qualification test on your specific task. Medical data? Only certified SMEs. No generalists, ever.
Every label passes automated validation, peer review, and senior sign-off. IAA scores tracked and reported per batch — always.
Datasets in your preferred format, on time. We stay engaged for model feedback loops, edge-case expansion, and relabelling.
Your data never leaves your approved environment. Our security posture meets the most demanding requirements in healthcare, finance, and defence-adjacent AI.
Every project begins with a signed NDA to ensure complete confidentiality. All data is processed securely within your cloud environment or our protected systems — never on personal devices, ensuring strict data control and integrity at every stage.
Robust IT infrastructure designed to support 24/7 uninterrupted operations. Our systems ensure high availability, secure data handling, and seamless workflow continuity to meet global delivery demands without downtime.
Dual-layer QA: automated IAA scoring plus expert human review on every batch. ≥99% IAA guaranteed, with free rework if not met.
300+ vetted annotators on standby. Scale to surge volumes within 72 hours without quality compromise, backed by contractual SLAs.
My company has used Vision Global for several years now. They have adapted well to our ever changing requirements over the years and are happy to and prompt in helping us come up with new solutions as needed.
Vision Global are always really really keen to do their very best. They always respond incredibly quickly to any questions or concerns. I have to say that the quality of the transcribing is better than it's ever been and I put that down to the close attention the management is paying.
We have been working with Vision Global for 2 years now! We are so satisfied with all their work. They are always there when we need them and get the task done right away without any issues! They are extremely knowledgeable in all the work they do. We highly recommend Vision Global — you won't be disappointed!
Everything you need before starting your first project with us.
Have a project in mind? Our specialists are ready to scope, quote, and onboard you within 48 hours. No commitment needed.
Thank you — a specialist will reach out within 24 hours to discuss your project.
The need for speed in high-quality data annotation has never been greater. Tell us about your data — we'll scope, price, and have a dedicated expert team ready within 48 hours.
No commitment · 24hr response · Free sample dataset available