Research Library
Explore our research, benchmarks, and practical guides on enterprise AI and software.
- Agentic FinanceBenchmarkSep 28
AI-Based Stock Trading: Which Gen AI Tool Is Better
LLM tools have been used in AI-based stock trading since their emergence. I tested 20 generative AI models on a single, hard forecasting task: predict the 3-day cumulative abnormal return (CAR) of 132 stocks after an unexpected event, using only the firm-level information supplied in the prompt. For further details on the benchmark, read the…
- Web DatasetsOpen World EvaluationSep 28
Best Glassdoor Datasets
Glassdoor datasets offer useful insights into job listings, employer reviews, and salaries, but they are not the exclusive source of labor-market or employer-brand data. We review the four top providers of Glassdoor datasets: Bright Data, Coresignal, Oxylabs, and Actowiz. Our evaluation covers each provider’s dataset structure, extraction techniques, update schedules, delivery options, and pricing models.…
- EmbeddingsBenchmarkSep 27
Open Source Embedding Models: 11 Models Benchmarked for Retrieval
nDCG@10 scores the placement of recorded relevant passages within the first ten search results. A score of 1 represents the ideal ranking for the recorded positives. Passages nearer the top receive more weight. PPLX Embed v1 4B led the comparison at 0.741 nDCG@10, followed by PPLX Embed v1 0.6B at 0.698. Multilingual E5 Large ranked…
- FirewallOpen World EvaluationSep 25
Top 7+ Open Source Firewall Options: Features & Types
Network security statistics reveal that the average cost of a data breach is approximately $4 million and is increasing. Organizations are saving ~$2 million annually by relying on network security solutions such as next-generation firewalls (NGFWs), AI network security, and network security automation technologies compared to those that rely solely on traditional security measures. Open…
- Geo ProxiesBenchmarkSep 25
Which Proxy Provider Works Best in Korea?
We benchmarked the top Korean proxy services using residential IPs across 11 domains that Korean users rely on, from local platforms such as Naver, Daum, Danawa, Musinsa, and Namu Wiki to global ones such as Google, Instagram, and X. Decodo and Oxylabs offer dedicated Korean hostnames. Bright Data and Oxylabs offer the deepest targeting, down…
- Geo ProxiesBenchmarkSep 25
Best Germany Proxies: Benchmark & Pricing
Germany proxies are useful for collecting localized web data, monitoring German e-commerce sites, and checking search results. Proxy providers can differ in reliability, response time, targeting options, session controls, and pricing. We test residential proxy services across 12 domains using German residential IPs. We send requests at consistent 10-minute intervals. Our data suggests there is…