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Konstantin Lopukhin

Author

Konstantin Lopukhin

Head of R&D

Konstantin is Zyte’s Head of R&D, where he leads research and development into machine learning methods to improve extraction, parsing, and content quality. He has also participated in Kaggle competitions, achieving a Grandmaster Title, and contributes to the community with talks, sharing code, and knowledge.

An automatic Claude writer device, writing code.
AI-assisted data extraction

Claude Fable 5 is the new best model for writing scrapers

We ran nine models, including the new GPT-5.6, through our Zyte Scraping Code Benchmark. Claude Fable 5 puts Sol and others in the shade - but it’s pricey, and the best extraction code still depends on the best infrastructure.

Konstantin Lopukhin·8 min read·July 10, 2026
Claude Sonnet 4.6 is the new best model for writing scrapers
AI-assisted data extraction

Claude Sonnet 4.6 is the new best model for writing scrapers

Claude Sonnet 4.6 is now the top model in Zyte’s Web Scraping Copilot benchmark, narrowly beating Gemini 3 Pro on extraction quality, with a small increase in code complexity.

Konstantin Lopukhin·10 min read·February 18, 2026
Gemini 3.0 Pro is the new best model for writing scrapers
AI-assisted data extraction

Gemini 3.0 Pro is the new best model for writing scrapers

Gemini 3.0 Pro outperforms GPT-5, Claude, and other leading LLMs in Zyte’s Web Scraping Copilot benchmarks, delivering the highest code accuracy and lowest complexity. See full results, pros, cons, and recommendations for production workflows.

Konstantin Lopukhin·10 min read·November 20, 2025
Agentic web scraping: Hype, reality and what happens next
AI-assisted data extraction

Agentic web scraping: Hype, reality and what happens next

From broken parsers to context limits, today’s AI agents have real challenges—but with the right tools and orchestration, they could reshape how we extract web data.

Konstantin Lopukhin·2 min read·September 9, 2025
The Fly, The Parrot & The Thinking Machine: The Rise of Reasoning LLMs
Large Language Models (LLMs)

The Fly, The Parrot & The Thinking Machine: The Rise of Reasoning LLMs

By leveraging the power of LLMs to reason about web page structures and data relationships, we can automate tasks that previously required significant human intervention.

Konstantin Lopukhin·10 min read·April 14, 2025
Article data extraction | How to Maximize Quality
Data quality

Article data extraction | How to Maximize Quality

Learn how different tools are used to maximize the quality of your news and article data extraction. Understand why it's important and how to scale extraction.

Konstantin Lopukhin·6 min read·November 4, 2022
Zyte Blog — field notes from the world of data extraction

Article extraction: Maximizing data quality

Konstantin Lopukhin·1 min read·January 31, 2022
Zyte Blog — field notes from the world of data extraction

Measuring product data extraction quality against the competition

Konstantin Lopukhin·1 min read·January 7, 2022

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