We did the heavy lifting in 2025. Here’s what it
added up to ->
View Details.

Auto- Labeling at Scale, Reviewed by Experts

AI labeling and pre-labeling on every item with task-matched leading models: SAM-3, YOLO v12, Mistral OCR, Whisper-V3, Google STT v2/Chirp, & route only edge cases to a certified reviewer.
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Check Pricing
Text Translation
Text Transliteration
Field Dictionary Matcher
Text Translation
Text Transliteration
Field Dictionary Matcher
Text Translation
Text Transliteration
Field Dictionary Matcher
Text Translation
Text Transliteration
Field Dictionary Matcher
Text Translation
Text Transliteration
Field Dictionary Matcher
Dictionary Matcher
Custom pre-labeling
Phrase Extractor
NLP
Extract Audio
Dictionary Matcher
Custom pre-labeling
Phrase Extractor
NLP
Extract Audio
Dictionary Matcher
Custom pre-labeling
Phrase Extractor
NLP
Extract Audio
Search Linkedin
Merge Fields
Load Annotations
Grammar Check
Image Details Extraction
Search Linkedin
Merge Fields
Load Annotations
Grammar Check
Image Details Extraction
Search Linkedin
Merge Fields
Load Annotations
Grammar Check
Image Details Extraction

Top AI models at your fingertips, swappable per task.

The AI labeling stack with every top model, a part of a growing auto-labeling Model Hub.
Generate Visualisations
Python Script Runner
Web Scraping
Video Type Converter
PDF Data Extraction
Generate Visualisations
Python Script Runner
Web Scraping
Video Type Converter
PDF Data Extraction
Generate Visualisations
Python Script Runner
Web Scraping
Video Type Converter
PDF Data Extraction
Convert PDF to image
File Download
TiffToImage Converter
TmAnnotations Data Converter
Convert PDF to image
File Download
TiffToImage Converter
TmAnnotations Data Converter
Convert PDF to image
File Download
TiffToImage Converter
TmAnnotations Data Converter
Code Runner
Color Extraction
Output Formatter
Code Runner
Color Extraction
Output Formatter
Code Runner
Color Extraction
Output Formatter
Code Runner
Color Extraction
Output Formatter
Code Runner
Color Extraction
Output Formatter

Pre-labeling that pays for itself.

Supercharged Workflows, Custom Code, and Affinity-Based Allocation , auto-annotation routed by model and reviewer affinity, not a flat queue.
edge case
Supercharged Workflows
Auto-label every item with task-matched models
SAM-3
YOLO v12
Mistral OCR
Whisper-V3
Google STT v2/Chirp
auditing
Custom Code
An open canvas for developers to code custom functions into your labeling pipeline, tuned to your exact task.
Infuse your ML Ops and Data Ops with human intelligence to tackle complex annotations and edge cases, effortlessly.
Increase model accuracy by leveraging our workflow designer for tighter human feedback loops
Generate new ground truth and audit model predictions, to fine-tune your AI's inference
Pixel perfect pre-annotations for all data types, to blaze through your projects.
Proprietary algorithms that allocates tasks to labelers with highest affinity for accuracy.
Large point-cloud & multi-sensor files split automatically across annotation teams

Every item moves through the same sequence

Task Allocation routes the item to the right model. AI Pre-Labeling scores it. Where confidence is low, Human in the Loop takes over.
Task Allocation
Human in the Loop for Edge cases
AI Pre-Labeling

Model Calibration Through Human in the Loop

Your team closes the gaps your model can't see with flagged edge cases and audited output fed straight back in.
Infuse your ML Ops and Data Ops with human intelligence to tackle complex annotations and edge cases, effortlessly.
Increase model accuracy by leveraging our workflow designer for tighter human feedback loops
Generate new ground truth and audit model predictions, to fine-tune your AI's inference
Infuse your ML Ops and Data Ops with human intelligence to tackle complex annotations and edge cases, effortlessly.
Increase model accuracy by leveraging our workflow designer for tighter human feedback loops.
Generate new ground truth and audit model predictions; the human feedback loop that powers RLHF.
edge case

Edge Case Detection

Your AI recognizes new instances and dynamic scenarios as they appear, not after the fact.
auditing

Dataset Auditing

Close the loop on model drift by auditing output for false positives and negatives, and reduce bias before it compounds.

The Automation core of Execution Layer for your Labeling-Ops

A unified execution layer that combines auto annotation, domain-qualified experts, and adaptive workflows to consistently deliver production-ready outcomes.
AI Pre-Labeling
Pre-labeling that runs on task-matched models:  SAM-3 for segmentation, YOLO v12 for detection, Mistral OCR for document extraction, Whisper-V3 and Google STT v2/Chirp for audio, with confidence-scored outputs routed to human review only where the model is uncertain. Swap models per task without re-architecting your pipeline.
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Workflow Orchestration
Task allocation runs on model/reviewer affinity, not a flat queue, each task goes to whichever model or specialist is calibrated for it. Maker-Checker and Consensus review sit on top as configurable QC layers, and every decision is versioned and traceable back to the model or reviewer that made it.
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Qualified Human Expertise
Specialists are qualified per task type before they touch your data: assessed, trained, certified, then monitored against live accuracy metrics, with a defined path to upskill into harder edge cases. Reviewers aren't generalists reassigned across projects; they're matched to the data type they were certified on.
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Pre-Trained Models, Ready to Swap In

Pick a battle-tested model, customize it, or bring your own ; every path lowers Average Handling Time and speeds up production AI.
Reduce Average Handling Time | Reduce Time to Production AI | Boost ROI and Bottom Line
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Generative AI
Generative and product-visualization models for synthetic data and creative asset generation.
Generative Al Model
Product Matcher
Category Extractor
Computer Vision Al
Detection, tracking, segmentation, and keypoint models covering the full range of image and video annotation.
Object Detection
Pose Detector
Annotation on Image
Polygon Annotations
to Segmentation
Mask
Key Point Detector
Retina Key Point
Detector
Garment Keypoint
Predictor
Audio AI
Transcription, speaker diarization, and audio-segmentation models from Whisper, Google, and pyannote, swappable per task.
Whisper Audio
Transcription
Google Audio
Transcription
ElevenLabs Audio
Transcription
Split Audio On Pause
Split Audio In
Separate Channels
Text AI
Translation, transliteration, named entity recognition (NER), and text classification models, ready to plug into any pipeline.
Text Translation
Text Transliteration
NER
Phrase Extractor
NLP
Taxonomy Classifier
Taxonomy Classifier Spanish
Document AI
OCR and document-parsing models tuned for structured and handwritten formats alike.
Optical Character
Recognition
Mistral OCR
Mistral Document
Query
Others AI models
Audio extraction, enrichment, scraping, and scripting utilities that prep raw data before it hits your core models.
Extract Audio
Search Linkedin
Merge Fields
Load Annotations
Grammar Check
Image Details
Extraction
Python Script Runner
Web Scraping
Video Type Converter
PDF Data Extraction
Convert PDF to
images
File Download
Code Runner
Color Extraction
Tiff To Image
Converter
TM Annotations Data
Converter
Custom pre-labeling
Field Dictionary
Matcher
VGG Json Annotation
Processor
VGG V3 Json
Annotation Processor
Cloud Storage URI
Mapper
Bring Your Own Model

Execution proven at scale

Numbers that speak​ for themselves.​

800M+

Transactions Total

4832+

Concurrent Users

99.9%

Server Up Time (Azure)

6 Mn

Labeling Hours in

$10Mn +

Saved for Clients

Ship Trusted Data. Faster.

Faster data pipelines. Faster models. Faster to market.
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