Research Library
Explore our research, benchmarks, and practical guides on enterprise AI and software.
- AI AgentsOpen World EvaluationOct 15
Top 10 AI Agents in Healthcare with Examples
We list AI agents for healthcare that automate clinical operations workflows. Explore AI agents in the healthcare industry, including tools used for general tasks, EHR-native, patient-facing support, and clinically assisted decision-making: These agents automate administrative and operational tasks (e.g., scheduling, medical coding, and office operations). They do not provide diagnoses. Sully.ai provides an agentic architecture…
- Agentic WebOct 15
AIM Agentic Web Benchmark
Agents rely on web interfaces to complete web tasks. To compare task completion across web interfaces, we built the AIM Agentic Web Benchmark and ran 100 tasks through 8 interfaces, 5 times each, for 4,000 scored results. Bright Data CLI and Bright Data MCP completed 3.6 and 3.8 more tasks per 100 than Zenrows CLI,…
- AI FoundationsInsightOct 15
20 Strategies for AI Improvement & Examples
AI models require continuous improvement as data, user behavior, and real-world conditions evolve. Even well-performing models can drift when the patterns they learned no longer match current inputs, leading to reduced accuracy and unreliable predictions. Changes in regulations, product requirements, or customer expectations can also introduce new constraints that existing models were not designed to…
- RAGBenchmarkOct 15
Reranker Benchmark: Top 8 Models Compared
We retrieved top-100 candidates with multilingual-e5-base, reranked them with each model, and evaluated the top-10 results against 300 queries, each referencing concrete details from its source review. The best reranker lifted Hit@1 from 62.67% to 83.00% (+20.33pp). Metrics explained: ΔHit@1 / ΔHit@10 shows the improvement over the baseline (no reranker) in percentage points (pp). For…
- SIEMOpen World EvaluationOct 15
Top 13 Open Source SIEM Tools
There is no single open-source tool that delivers a complete, production-ready SIEM out of the box. Every option involves a trade-off: you either get a purpose-built SIEM with gaps in analytics, or a powerful logging and analytics stack that requires you to wire in security detection yourself. Here are free open source tools adjacent to…
- Network MonitoringOpen World EvaluationOct 15
Best 9 Network Monitoring Tools in Windows
We tested network monitoring tools designed for Windows environments to evaluate their performance in real-world deployments. Our goal was to find solutions balancing reliability, usability, and deep integration with Microsoft systems. Each tool had to meet three criteria: Protocol Support: Tools needed to handle multiple communication protocols: SNMP, TCP, ICMP, and IPMI. Compatibility: Each tool…