Nazlı Şipi
She is also part of the benchmark team, focusing on large language models (LLMs), AI agents, and agentic frameworks.
Nazlı holds a Master’s degree in Business Analytics from the University of Denver.
Latest Articles from Nazlı
Review Scraping Benchmark: Bright Data, Oxylabs & Decodo
We tested 5 web scraping providers across 5 major review platforms for a total of 12,500 requests, and measured success rate, completion time, and metadata fields. Review scraping benchmark You can read benchmark methodology section for more details on the testing process.
Best Airbnb Scrapers: Bright Data, Apify & Oxylabs
We tested six web scraping providers on Airbnb, sending a total of 1,500 scrape requests across all providers. Each provider was given the same set of vacation rental listing URLs and measured on completion time, success rate, and available metadata fields per listing.
Benchmarked the Top 5 Zillow Scrapers
We benchmarked best five web scraping providers on Zillow, one of the top real estate domains, running over 1,250 scrape requests across all providers. Each provider received an identical set of property listing URLs and was evaluated on completion time, success rate, and the number of structured data fields returned per listing.
Amazon Reviews Scraping Benchmark
To compare how web data scraping providers handle Amazon review extraction, we tested 5 web scraping providers on the same set of Amazon product review URLs, totaling 2,500 requests across all providers. Amazon reviews scraping benchmark Read our benchmark methodology for more detail on our testing process.
5 Best Google Maps Scraper APIs in 2026: Tested & Ranked
To find the best Google Maps scraper, we benchmarked the top providers, Apify, Oxylabs, Octoparse, and SerpApi by running 100 searches for each. We tested 10 categories and analyzed 4,000 business listings. We also verified phone numbers and reviews to ensure the data is actually useful for your lead generation.
Benchmarked the Best Real Estate Scraper APIs
We benchmarked six web scraping providers, across five major real estate domains. The test set included 1,500 property listing URLs, distributed across domains, with 250 URLs per site. Real estate scraping benchmark results Overall comparison across all runs The charts below summarize the benchmark results across all tested providers and domains.
Top 7 Video Scrapers in 2026: Tested & Ranked
Major video-sharing networks are highly dynamic environments that present significant challenges for automated data extraction. Technical hurdles, such as the prevalence of infinite-scrolling layouts in short-form video feeds, often cause standard scrapers to fail to consistently retrieve data.
2026 Web Crawler Benchmark to Feed Websites to AI
We benchmarked four crawl APIs across three domains of varying difficulty at three max depth levels (5, 10, 20) with a 1,000-page limit, measuring crawl coverage, execution time, link discovery, markdown link quality, and title extraction accuracy. If you aim to: Web crawlers benchmark You can read our benchmark methodology.
Top 6 LLM Scrapers in 2026
We ran a benchmark to compare how top LLM scraper providers like Bright Data, Oxylabs, and Apify perform with models such as ChatGPT, Gemini, Perplexity, and Google AI Mode. To ensure reliable results, we ran 1,000 tests per provider with each prompt repeated 10 times for consistency. The top-performing provider is detailed below.
Agentic LLM Benchmark: Top 13 LLMs Compared
We benchmarked 13 LLMs across 10 software development tasks by using an agentic CLI tool. We executed ~300 automated validation steps per model to measure performance across both API and UI layers. Agentic LLM benchmark results Success rate comparison Claude 4.5 Sonnet and GPT-5.
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