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VLM & multimodal AI solutions

We combine Keymakr’s computer vision expertise with advanced reasoning data to help train AI models that see, understand, and act in the physical world.

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How we can help

Multimodal Mockups

Environments requiring agents to synthesize visual UI cues with text instructions to navigate software or web interfaces.

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Video Understanding

Temporal reasoning, event narration, and physics violation checks to train models on object permanence and cause-and-effect.

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Image-to-Text

Detailed descriptions and reasoning about visual inputs, moving beyond simple tags to complex narrative captions.

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Document Intelligence

Handwriting recognition and layout analysis for complex enterprise documents, digitizing non-standard fonts and forms.

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Action Recognition

Staged scenarios (e.g., "fighting", "cooking", "shoplifting") performed by professionals for clear motion training in security and retail.

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Robotics & Drone Data

Specialized annotation for aerial tech, autonomous driving, and sorting robots, ensuring pixel-perfect segmentation.

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How it Works

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Assessment

We analyze your data needs
and discuss the specific "edge cases" your model needs help with.

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Planning

We define our approach,
either setting up physical data collection or using Keylabs platform for specific
annotation workflows.

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Pilot

Our experts create a set of instructions for annotations (e.g., perfect bounding boxes
or rich captions) to calibrate
the team and align on the
style guide.

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Implementation

We scale production using
our managed teams. For
"Computer Use" agents, we capture video streams synced with action logs for evaluation.

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Delivery

You receive high-fidelity datasets with full metadata, validated against your schema and ready for VLM training.

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Experts who help build your agents

Visual Specialists

Graphic designers and video editors who understand composition and visual semantics.

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Medical Professionals

MDs and Radiologists for HIPAA-compliant annotation of X-rays, MRIs, and CT scans.

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Agronomists

Specialists for precision farming data, identifying crop diseases and weed segmentation.

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Industrial SMEs

Manufacturing and robotics experts for defect detection and assembly line monitoring.

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Behavioral Analysts

Experts who annotate complex human interactions and intent in surveillance or retail video.

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3D Artists

Modelers capable of creating synthetic assets to augment training data for rare scenarios.

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"Delivering Quality and Excellence"

The upside of working with Keymakr is their strategy to annotations. You are given a sample of work to correct before they begin on the big batches. This saves all parties time and...

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"Great service, fair price"

Ability to accommodate different and not consistent workflows.
Ability to scale up as well as scale down.
All the data was in the custom format that...

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"Awesome Labeling for ML"

I have worked with Keymakr for about 2 years on several segmentation tasks.
They always provide excellent edge alignment, consistency, and speed...

Frequently asked questions

Do you use synthetic data for images?

We use a Hybrid approach that depends on your needs. Our team may use GenAI to create initial assets or augment datasets, but human experts always verify and annotate them to ensure ground truth and physical realism.

Do you have the capability to handle medical imaging?

Yes. We have access to experts like MDs and radiologists to annotate and interpret medical imagery and text. We operate in ISO 27001 certified environments to ensure patient data privacy.

How do you annotate "Computer Use" agents?

We capture the video stream of the desktop and sync it frame-by-frame with the agent's action logs (API calls, clicks). This allows for pixel-perfect evaluation of exactly where the agent "looked" and what it did.

Should we use Keylabs or our own platform?

Keylabs is our proprietary platform designed for data annotation. It allows for frame-accurate video interpolation and supports complex workflows that off-the-shelf tools often cannot handle. That said, our teams are highly adaptable and can work with your platform, or suggest a partner platform for specific cases that involve complex requirements like the use of 3D data.