Off The Shelf Datasets For AI Training

OTS

Off-the-Shelf (OTS) Datasets for AI Training

Fastening Talent Acquisition through Data, Collaboration, Domain, and Delivery

High-Quality, Human-Verified Data to Accelerate Enterprise-Grade AI

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Modern AI systems are only as powerful as the data that trains them. At HAN Digital, we combine deep domain expertise, and AI data operations to deliver ready-to-use, high-quality datasets designed to accelerate AI development with speed, scale, and accuracy.

Our Off-the-Shelf (OTS) datasets are pre-curated, pre-validated, ethically sourced, and built to help enterprises train, validate, and fine-tune models across a range of AI use cases.

From text and speech to vision, multimodal, and domain-specific datasets we deliver data that makes your AI sharper, safer, and more reliable.

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Why HAN Digital OTS Datasets?

Enterprise-Grade Quality & Precision

We follow rigorous data acquisition and annotation workflows, ensuring every dataset is:

  • Clean and noise-free
  • Consistent and standardized
  • Human-verified
  • Fully anonymized and compliant

This ensures your models train on high-quality signals, not statistical noise.

Fastest Time-to-Value

OTS datasets remove months of data collection effort. You get download-ready, production-grade datasets instantly enabling faster AI development, validation, and deployment.

Domain-Depth Rarely Found Elsewhere

Leveraging deep MlOps expertise, our datasets are uniquely enriched with:

  • Industry context
  • Semantic tagging
  • Real-world behavior patterns

This makes the datasets not just large but deep, meaningful, and business-ready.

Scalable & Continuously Expanding Library

Our dataset catalogue grows every quarter across:

  • Banking & Financial Services
  • Healthcare & Life Sciences
  • Retail, Consumer & E-commerce
  • IT & Digital Services
  • LiDAR / GIS
  • Cybersecurity & Risk
  • Manufacturing & Industry 4.0

You can buy datasets as-is or subscribe to ongoing updates.

We follow strict data governance frameworks:

  • GDPR, SOC-2, HIPAA alignment
  • Automated PII maskings
  • Consent-driven sourcing
  • Multi-layered quality checks

Every dataset is built responsibly- so your AI remains trusted and safe.

Our Core Offerings

Text & NLP Datasets

Perfect for LLMs, chatbots, search engines, and language applications includes:

  • Customer support transcripts
  • HR & recruitment documents
  • Policy, compliance, and regulatory text
  • Banking & financial queries
  • Code and developer Q&A text
  • Multi-lingual corpus (Indian + global languages)
  • Domain-specific instructions & prompts
  • Labeled sentiment, intent, and entity datasets

Best for: Fine-tuning LLMs, enterprise search, agentic automation, compliance AI.

Speech & Audio Datasets

High-quality audio with metadata, accents, and noise variations:

  • Conversational speech
  • Call-center interactions
  • Multilingual Indian dialect speech
  • Instructions, wake-word, command data
  • Emotional tone classification sets

Best for: Speech recognition, IVR bots, voice assistants.

Vision & Image Datasets

Scaled and annotated visual datasets for AI models:

  • Document OCR (IDs, invoices, forms)
  • Object detection / classification sets
  • Workplace & retail environment images
  • Safety & compliance visual datasets
  • Medical imaging (anonymized)
  • Handwriting datasets

Best for: Document AI, retail automation, vision-based safety systems.

Video Datasets

Rich multimodal sequences for complex AI:

  • Action recognition videos
  • Surveillance & workplace behavior videos
  • Gesture, movement & micro-interaction datasets
  • • Annotated frame-by-frame data

Best for: Robotics, manufacturing AI, retail monitoring, behavioral AI.

Enterprise Process Datasets

Designed for automating knowledge-work and operations:

  • ITSM ticket datasets
  • Banking & operations process logs
  • Customer journeys & workflows
  • Retail catalogue + taxonomy data
  • Insurance claims datasets
  • Supply chain operations logs

Best for: RPA+AI, process automation AI, enterprise copilots.

How HAN Digital Builds High-Trust OTS Datasets

Data Collection

Ethically sourced from verified contributors, real-world projects, and controlled environments.

Data Annotation

Annotation by trained subject matter teams across:

  • NLP, NER, sentiment
  • Taxonomy & entity mapping
  • Skills & functional tagging
  • Audio & speech labeling
  • Image/Video bounding box, segmentation

Multi-Level Quality Checks

  • Human + automated validation
  • Bias detection
  • Data cleanliness review
  • Sampling audits
  • 3–5 layers of QC depending on dataset type

Packaging & Delivery

Datasets delivered in:

CSV • JSON • TFRecord • Parquet • WAV • PNG • MP4

  • Comprehensive metadata sheets
  • Documentation for immediate use.
  • Data cleanliness review
  • Sampling audits
  • 3–5 layers of QC depending on dataset type

Buy OTS Datasets or Request Custom Build

One-time Purchase

Ideal for POCs, fine-tuning, and small projects.

Subscription Access

Continuous updates + new releases every quarter.

Custom Augmentations

Add domain context, expand size, or apply new labels.

Talk to HAN Digital: Build Smarter AI with Smarter Data

Whether you’re building an enterprise LLM, domain agent, intelligent search, or industry AI our datasets help you launch faster with superior accuracy.

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