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
Top 5 Job Posting Scraper APIs Compared
We benchmarked 5 leading web scraping providers across 5 major job platforms by running 12,500 requests in total, then measured each provider’s success rate, completion time, and metadata output. Job posting scrapers benchmark You can read benchmark methodology section for more details on the testing process Domain coverage by provider DomainBright DataOxylabsDecodoNimbleZyte LinkedIn✅ ✅✅✅✅❌ Indeed✅…
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. Domain coverage by provider DomainBright DataNimbleZyteOxylabsDecodo Google Maps✅✅✅✅❌❌ Yelp✅✅✅✅❌❌ Amazon✅✅✅✅✅✅✅✅ Trustpilot✅✅✅✅✅✅ Tripadvisor✅✅✅✅✅ ✅…
Top 5 Indeed Web Scrapers Compared
We benchmarked 5 web scraping providers on Indeed job postings with 2,500 requests, measuring success rate, completion time, and metadata output. Indeed job postings benchmark You can read our benchmark methodology for more details on our testing process. What you can scrape from Indeed job postings Bright Data was the only provider to return structured…
5 Best Google Maps Scraper APIs in 2026: Tested & Ranked
To find the best Google Maps scraper, we benchmarked the top web scraping providers, Apify, Oxylabs, Octoparse, and SerpApi by running 100 searches for each. We tested 10 categories and analyzed 4,000 business listings. Google Maps scraping benchmark results Success rate of Google Maps scrapers Google Maps listing data was more accessible than Google Maps…
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: Turn web pages into structured data, see our guide on web scraping. Crawl entire…
Top 6 LLM Scrapers: ChatGPT, Perplexity & Gemini
We benchmarked how the top LLM scraper providers, including Bright Data, Oxylabs, and Apify, perform at extracting outputs from LLM platforms such as ChatGPT, Gemini, Perplexity, and Google AI Mode. To ensure reliable results, we ran 1,000 tests per provider, repeating each prompt 10 times for consistency. The top-performing provider is detailed below. Multi-model support…
AI Hallucination Detection Tools: W&B Weave & Comet
We benchmarked three hallucination detection tools: Weights & Biases (W&B) Weave HallucinationFree Scorer, Arize Phoenix HallucinationEvaluator, and Comet Opik Hallucination Metric, across 100 test cases. Each tool was evaluated on accuracy, precision, recall, and latency. AI hallucination detection tools benchmark We tested 100 responses (50 correct, 50 hallucinated) from factual Q&A scenarios against their source…
Vision Language Models Compared to Image Recognition
Can advanced Vision Language Models (VLMs) replace traditional image recognition models? To find out, we benchmarked 16 leading models across three paradigms: traditional CNNs (ResNet, EfficientNet), VLMs ( such as GPT-4.1, Gemini 2.5), and Cloud APIs (AWS, Google, Azure). Mean Average Precision (mAP) served as our primary accuracy metric, supplemented by latency, cost and class-specific…
Top 5 Open-Source Agentic AI Frameworks in 2026
We benchmarked 4 popular open-source agentic frameworks across 2,000 runs (5 tasks, 100 runs each per framework), measuring end-to-end latency, token consumption, and architectural differences. Agentic AI frameworks benchmark We examined how the frameworks themselves influence agent behavior and the resulting impact on latency and token consumption. LangGraph is the fastest framework with the lowest…
Best Twitter (X) Scrapers in 2026: Benchmarked
We benchmarked the top Twitter (X) scrapers across 1000 URLs , for a total of 5000 requests. To help you choose the right tool for your Twitter scraping projects, we have categorized the top performers below. Twitter (X) scrapers benchmark Since all providers reached 100% success rate, we compared their completion time. See our benchmark…
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