Research Library
Explore our research, benchmarks, and practical guides on enterprise AI and software.
- LLMBenchmarkSep 18
Agentic IT: Can AI Agents Design a Benchmark
We tested 16 models on a benchmark design in text-to-SQL and tool calling. Each model built one benchmark per topic, for a total of 32 submissions. No submission passed every rubric criterion. The agents could build and run tests, but none demonstrated both a blank-answer test and a correct-answer test of their own scorer. Text-to-SQL…
- LLMBenchmarkSep 17
AIM Enterprise: Agentic Enterprise Benchmark
Enterprises use LLMs every day for their regular tasks. To find the most cost-efficient LLMs, we designed AIM Enterprise, an agentic enterprise benchmark, where we used 69 real enterprise tasks across strategy, marketing, HR, sales, and operations. Two judge models scored every file that passed the checks. On 32.7% of the individual scores the two…
- Vulnerability ManagementBenchmarkSep 17
Top 4 Vulnerability Management Tools
We benchmarked four leading vulnerability management tools across 11 dimensions. The results reveal a market where “vulnerability management” means four different things to four vendors. Some build CVE-first detection pipelines; others track patch availability as a proxy for risk; one explicitly delegates scanning to third-party tools. Detection latency: A known-vulnerable binary was installed on a…
- Enterprise SoftwareOpen World EvaluationSep 17
Compare Top 10 All-in-One IT Management Platforms
All-in-one IT management platforms combine endpoint monitoring, patching, remote access, asset management, and service desk operations in one product. We compared the pricing and features of the top 10 all-in-one IT management tools. The table is sorted alphabetically, except for our subscribers at the top. We evaluated these tools across three criteria: deployment flexibility, free…
- Data CollectionOpen World EvaluationSep 17
Top 15 Data Collection Services
Whether you need human-collected datasets, large-scale web data, or market insights, explore the options below to find the right data source for your project. Despite the efficiency of web data collection and synthetic data generation, human-generated data remains essential for AI development. Here, we compare the top 12 data collection services and data partners that…
- Agentic WebBenchmarkSep 17
Top 4 AI Search Engines Compared
Searching with LLMs has become a major alternative to Google search. We benchmarked the following AI search engines to see which one provides the most correct results: Deepseek is the leader of this benchmark, by correctly providing 57% of the data in our ground truth dataset. You can also read our AI deep research benchmark…