Research Library
Explore our research, benchmarks, and practical guides on enterprise AI and software.
- Identity & AccessOpen World EvaluationAug 26
Top 5 ZTNA Open Source Components
ZTNA is replacing VPNs in many organizations as part of a broader move toward zero-trust security. ZTNA open-source tools offer a cost-effective way to authorize access at each layer, securing remote access to resources. Explore the top 5 ZTNA open source solutions: For businesses See also the key considerations for selecting a ZTNA solution, and…
- Document AutomationBenchmarkAug 25
Handwriting Recognition Benchmark with 14 LLMs & OCRs
OCR tools achieve over 99% accuracy on typed text in high-quality images. However, handwriting remains challenging due to variations in style, spacing, and irregularities. We introduce a cursive handwriting recognition benchmark with 100 handwriting samples written by our team to prevent overfitting. In this benchmark, GPT-5, Gemini 3 Pro Preview, and olmOCR-2-7B-1025-FP8 are the top-performing…
- Security ToolsOpen World EvaluationAug 25
Top 10 Free PAM Solutions
There are no plug-and-play free PAM solutions for production environments. A few vendors offer free tools with PAM capabilities for low-scale deployments. Some, such as Devolutions Hub, also have paid business plans with approval workflows and reporting. See free tools based on their level of PAM support: Vault-based tools: For secure credential storage Infrastructure automation…
- RMMFeature ComparisonAug 25
Top 7 Open Source RMM Software: Pros & Cons
IT teams and managed service providers (MSPs) need remote monitoring and management (RMM) tools to maintain infrastructure health, patch endpoints, respond to alerts, and manage devices at scale. While enterprise-grade closed-source RMM software suits large organizations with dedicated vendor support requirements, open-source options provide the same core functionality without licensing costs and with full access…
- AI AgentsBenchmarkAug 21
AI Agent Platforms Benchmark: Claude Managed Agents vs Google Vertex Agent Engine
We benchmarked 4 AI agent platforms across 3 dimensions: task completion (10 coding tasks × 3 runs), harness-specific capabilities (steering, reconnection, long-conversation recall, large-file handling), and cost. Claude Managed Agents and Vertex AI Agent Engine both achieve 100% pass rates on the task suite, with Vertex winning on cost ($1.45 vs $2.50). For harness-specific features…
- Model Context ProtocolBenchmarkAug 21
MCP Benchmark: Top MCP Servers for Web Access
We benchmarked 8 MCP servers across web search and extraction, as well as browser automation tasks, by running 4 different tasks 5 times on all suitable MCPs. We also performed a load test involving 250 concurrent AI agents. *Web search & extraction tasks are run with Bright Data’s default MCP server, browser automation tasks are…