Research Library
Explore our research, benchmarks, and practical guides on enterprise AI and software.
- Data ScienceInsightOct 23
AI Data Quality: Challenges & Best Practices
Poor data quality delays the successful deployment of AI and ML projects. Even the most advanced AI algorithms can yield flawed results if the underlying data is of low quality. Explore the importance of data quality in AI, the challenges organizations encounter, and the best practices for ensuring high-quality data: Data quality is essential for…
- Web ProxiesBenchmarkOct 23
VPN Benchmark of Top 5 VPN Providers
We tested six leading consumer VPN services, measuring throughput, packet drops over 15 minutes per provider, CPU and RAM use on macOS, and VPN connection behavior under load. Our test on VPN providers show that best VPN services change based on different needs. We combined the six measurements into two scores: Windscribe scored highest on…
- WLA ToolsFeature ComparisonOct 23
ActiveBatch: Features, Pros & Cons
ActiveBatch ranks high on B2B user review platforms for job control and workload automation. However, modern competitors streamline deployment cycles and reduce agent overhead across hybrid environments. Follow the links below to see technical evaluations and real-world examples of the ActiveBatch alternatives: To help readers evaluate objectively, we: Check out ActiveBatch’s features, pros, cons, and…
- Scraping ToolsBenchmarkOct 23
5 Best Scraping Browsers
Scraping browsers come in two forms: remote browsers that plug into existing Playwright, Puppeteer, or Selenium scripts, and API-based solutions where you define browser actions in the request. We benchmarked the top scraping browsers on sites with login walls, infinite scroll, and strict anti-bot rules. Ideal for enterprise-scale projects with high traffic needs. Bright Data…
- LLMBenchmarkOct 23
Intelligence Density of 99 LLMs for Smarter & Denser Models
We tracked 99 LLMs released between February 2023 and October 2026 and collected 10 public benchmarks to measure intelligence density. We divided the capability score by the resource the model consumes (active parameters, training compute, and inference price). To calculate intelligence density, we executed the following steps: See methodology for the scoring approach, and per-resource…
- Proxy Use CasesBenchmarkOct 22
The Best Twitter (X) Proxies: Benchmark & Providers
We test proxies on x.com every 15 minutes from 4 continents, across residential, datacenter, mobile and web unblocker products. At our request rate, datacenter proxies often matched or beat residential proxies on success rate and were faster. Web unblockers had the most consistent success rates, but their response times differed widely between providers. Each provider…