Research Library
Explore our research, benchmarks, and practical guides on enterprise AI and software.
- AI GovernanceOpen World EvaluationOct 20
Compare 20+ Responsible AI Platforms & Libraries
Responsible AI platform market includes two types of software:enterprise responsible AI platforms and open-source responsible AI frameworks and libraries. We listed some of the most recognized tools based on metrics such as review volume, feature sets, GitHub scores, and Fortune 500 references. Here are some of these leading tools: Data governance refers to the overarching…
- LMMInsightOct 20
Large Multimodal Models (LMMs) vs LLMs
Evaluate LLMs and LMMs by comparing their benchmark scores and real-world latency by clicking the model’s name in the table below. You can also weigh their input and output pricing to judge overall efficiency and value. *Audio is native on the E2B, E4B and 12B models only. Available in five sizes: E2B, E4B, 12B, 26B…
- LMMBenchmarkOct 20
Compare Multimodal AI Models on Visual Reasoning
We benchmarked 40 leading multimodal AI models on visual reasoning using 200 visual-based questions. The evaluation consisted of two tracks: 100 chart understanding questions testing data visualization interpretation, and 100 visual logic questions assessing pattern recognition and spatial reasoning. See our benchmark methodology to learn our testing procedures. Every model scores lower on visual logic…
- AI GovernanceOpen World EvaluationOct 20
Top 12 AI Control Plane Tools for Regulated Deployments
An AI control plane provides a shared layer for operating AI agents and agent-based applications. We compared the top 12 AI control plane tools for enterprise architects, security teams, and AI governance owners planning AI adoption at enterprise scale. Read the methodology to see how we chose and scored these products. Note: The tables are…
- Workload AutomationInsightOct 19
WLA Migration: Best Practices & Vendor Approaches
69% of organizations are transitioning to more functional workload automation tools, as the right choice can improve customer service by 53% and reduce costs by 47% according to the State of IT Automation Report. Explore workload automation (WLA) migration, best practices, what to pay attention to, and the differing approaches from different vendors. WLA (Workload…
- TabularBenchmarkOct 18
Tabular Models Benchmark: Performance Across 19 Datasets
We benchmarked 13 tabular learning models on 19 real-world datasets with roughly 272,000 samples, ranging from 435 to 48,800 rows. Every model ran with 5-fold cross-validation on identical splits. The results also feed the AIM Tabular Index, which combines them with the public TabArena and BeyondArena leaderboards. Each dataset is a round-robin of head-to-head matches…