AI Training Data

Custom Data Pipelines
for AI Training

Fine-tuning an LLM? Building a RAG pipeline? We scrape, clean, and deliver exactly the domain-specific data your model needs — on your schedule, in your format.

Custom Per Project
Clean & Structured
Any Format, Any Source
Who This Is For

Built for Teams That Train
on Real-World Data

LLM Fine-Tuning Teams

Domain-specific text data from targeted websites to fine-tune base models for your industry vertical.

RAG Pipeline Engineers

Fresh, structured content scraped on a recurring schedule to keep your retrieval layer accurate and up to date.

AI Startups Building Vertical Products

Whether it's e-commerce, healthcare, or real estate — get training data from the exact platforms your product serves.

ML Researchers & Academia

Clean, reproducible datasets from web sources with custom filtering, deduplication, and formatting.

Data Labeling & Annotation Platforms

Raw web content at scale, pre-cleaned and structured, ready for your annotation pipeline.

Enterprise AI & Data Science Teams

Ongoing data feeds integrated directly into your ML infrastructure without building scraping in-house.

The Problem

Why AI Teams Struggle
to Get Good Training Data

Generic datasets don't fit your use case

Public datasets are outdated, noisy, or too broad. Your model needs data from the specific websites, categories, and formats your product operates in.

Building scrapers takes engineering time you don't have

Your ML team should be training models, not maintaining broken scrapers and rotating proxies.

Data quality directly impacts model quality

Inconsistent formats, duplicate records, and dirty text degrade your model's performance at training time.

How It Works

Simple Process,
Training-Ready Output

01

Tell Us What You Need

Share your model type, target domain, data sources, and format requirements. We'll assess feasibility and scope.

02

Get a Free Sample

We scrape a representative sample (1,000–5,000 records) so you can validate quality before committing.

03

We Build the Pipeline

Our team engineers, tests, and validates a custom scraping pipeline tailored to your data spec.

04

Ongoing Delivery

Receive clean, structured data on your schedule — weekly, daily, or on-demand — in JSON, CSV, JSONL, Parquet, or any format.

Why Nextract

A Data Partner Who Understands
AI Workflows

Custom, Not Generic

Every dataset is built specifically for your model and use case. No recycled dumps, no irrelevant noise.

Scraping Expertise

We've built pipelines for e-commerce, food delivery, real estate, and more. We know how to get clean data from complex sites.

Format Flexibility

JSON, CSV, JSONL, Parquet, plain text — whatever your training pipeline expects, we deliver it that way.

Indian Data Specialists

Unique depth in Indian platforms and Indic language content that global providers simply don't cover.

Use Case Examples

Real Problems
We Can Solve

E-commerce LLM Fine-Tuning

Scrape product titles, descriptions, reviews, and Q&As from Amazon, Flipkart, or any retailer to fine-tune a product-specialized language model.

Indian Quick Commerce RAG

Build a knowledge base from Blinkit, Zepto, and Swiggy data — menus, pricing, delivery zones — updated daily to power an AI assistant for the Indian market.

Real Estate AI Training

Extract property listings, descriptions, and market data from Zillow, MagicBricks, or 99acres to train a domain-specialized real estate model.

Ready to
Get Started?

Tell us what data your model needs and we'll get back to you within 2 hours with a scoping assessment.

Or use the contact form in the floating button →

Chat on WhatsApp