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Cognitive Automation

Data Annotation & Labeling

Garbage in, garbage out. The success of any custom AI model depends entirely on the quality of its training data. We provide expert, human-in-the-loop data annotation services—from drawing precise bounding boxes for computer vision to RLHF (Reinforcement Learning from Human Feedback) for LLMs.

Computer Vision LabelingNLP AnnotationRLHFData Quality
500,000+
Images Labeled
Provided high-fidelity semantic segmentation for an agricultural drone startup to identify crop diseases.
99.5%
Label Accuracy
Maintained near-perfect accuracy through strict triple-consensus QA workflows.
Expert Led
Arsalan Abbas
AI Data Operations Lead
Data Quality ExpertsRLHF Specialists
Capabilities

Core Features

Computer Vision Annotation

Precise bounding boxes, polygons, and semantic segmentation for autonomous driving, retail, and manufacturing imagery.

NLP & Text Labeling

Entity tagging (NER), sentiment classification, and intent labeling for complex, domain-specific text (medical/legal).

RLHF for LLMs

Expert human reviewers ranking AI outputs to teach custom large language models nuance, safety, and brand alignment.

Strict Quality Control

Multi-tier review processes and consensus scoring to ensure 99%+ accuracy across massive datasets.

Implementation

Our Process

01

Guideline Creation

Week 1

Working with your data scientists to create an exhaustive labeling rulebook (e.g., 'Do we box the whole car, or just the visible parts?').

02

Tooling Setup

Week 2

Configuring enterprise annotation platforms (Scale, Labelbox, or Roboflow) to ingest your raw data securely.

03

Pilot Batch & Calibration

Week 3

Our annotators label a small pilot batch. We review this together to calibrate our understanding of your specific rules.

04

Scaled Production

Week 4-6

Ramping up a dedicated team of trained annotators to process tens of thousands of data points rapidly.

05

QA & Delivery

Ongoing

Running automated consensus checks and manual QA reviews before delivering the final, perfectly formatted JSON/XML dataset.

Tech Stack

Technologies We Use

Labelbox / Snorkel
Enterprise Annotation Platforms
Roboflow / CVAT
Computer Vision Tooling
Argilla
NLP & RLHF Tooling
Python
Data Pre/Post Processing
Common Questions

FAQ

Why not just use cheap crowdsourcing?

What is RLHF?

Is our data secure during the labeling process?

Ready to Innovate?

Accelerate Your Business with
Data Annotation & Labeling

Book a free strategy call. We'll scope the exact requirements for your use case and walk you through our implementation approach.

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