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Enterprise Generative AI: 10+ Use Cases & Best Practices

Enterprise Generative AI: 10+ Use Cases & Best Practices

Generative AI, also called GenAI, presents novel opportunities for enterprises compared to middle-market companies or startups including: However, generative AI is a new technology with unique challenges for enterprises: Executives wonder how their organizations can reap the benefits of generative AI while overcoming these challenges.

Jul 89 min read

Benchmark Best 25 AI Governance Tools in 2025

We analyzed ~20 AI governance tools and ~40 MLOps platforms that deliver AI governance capability to identify the market leaders based on quantifiable metrics. Click the links below to explore their profiles: Compare AI governance software AI governance tools landscape below shows the relevant categories for each tool mentioned in the article.

Jul 2210 min read

Best RAG tools: Frameworks and Libraries in 2025

RAG (Retrieval-Augmented Generation) improves LLM responses by adding external data sources. We benchmarked different embedding models with various chunk sizes to see what works best. Explore the RAG frameworks and tools, what RAG is, how it works, its benefits, and the current situation in the LLM landscape.

Jul 1215 min read

Top 30 Cloud GPU Providers & Their GPUs in 2025

We benchmarked 10 most common GPUs in typical scenarios (e.g. finetuning an LLM like Llama 3.2). Based on these learnings, if you: Ranking: Sponsors have links and are highlighted at the top. After that, hyperscalers are listed by US market share. Then, providers are sorted by the number of models that they offer.

Jun 2612 min read

Cloud GPUs for Deep Learning: Availability& Price / Performance

If you are flexible about the GPU model, identify the most cost-effective cloud GPU based on our benchmark of 10 GPU models in image and text generation & finetuning scenarios. If you prefer a specific model (e.g. A100), identify the lowest-cost GPU cloud provider offering it.

Jul 169 min read

Best 10 Serverless GPU Clouds & 14 Cost-Effective GPUs

Serverless GPU can provide easy-to-scale computing services for AI workloads. However, their costs can be substantial for large-scale projects. Navigate to sections based on your needs: Serverless GPU price per throughput Serverless GPU providers offer different performance levels and pricing for AI workloads.

Jul 88 min read

Top 40+ LLMOps Tools & Compare them to MLOPs in 2025

LLMs are growing rapidly, but development and fine-tuning remain expensive. LLMOps tools help reduce these costs by streamlining LLM management.To better understand the landscape, we’ve also prepared a detailed comparison of LLMOps and MLOps tools to highlight how they differ in capabilities, focus areas, and workflows.

Jul 214 min read

Compare Top 7 Generative AI Services & Vendors in 2025

Since OpenAI launched ChatGPT, generative AI technology has rapidly expanded across industries. This spread led businesses to utilize various services to build and implement generative AI tools effectively. Here, we explore seven types of generative AI services that help businesses gain a competitive edge: Table 1.

Jul 26 min read

Top 100 RPA Use Cases with Real Life Examples in 2025

RPA can automate repetitive tasks in the front and back offices. A use case-focused approach is critical to optimizing the value of technology investments. We identify 100 use cases and real-life examples of Robotic Process Automation, illustrating its application in automating repetitive tasks across various business, industry-specific, and personal contexts.

Jul 1023 min read

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Embedding Models: OpenAI vs Gemini vs Cohere in 2025

The effectiveness of any Retrieval-Augmented Generation (RAG) system depends on the precision of its retriever component. We benchmarked 11 leading text embedding models, including those from OpenAI, Gemini, Cohere, Snowflake, AWS, Mistral, and Voyage AI, using nearly 500,000 Amazon reviews. Our evaluation focused on each model’s ability to retrieve and rank the correct answer first.

Jul 228 min read

Inverse Reinforcement Learning: Use Cases & Examples

Inverse reinforcement learning is an approach in machine learning where machines infer the goals or reward structures that guide an expert’s behavior by observing their actions rather than receiving explicit instructions. Discover what inverse reinforcement learning is, how it works, and the top industry use cases with examples.

Jul 76 min read

Top 10 Free PAM Solutions in 2025

There are no fully-pledged, plug-and-play PAM solutions that are completely free for use in production environments. However, a few vendors offer free solutions with PAM capabilities for low-scale deployments. Some (e.g., Devolutions Password Hub)  also have paid business plans with approval workflows/reporting.

Jul 510 min read

Top 20 Active Directory Management Tools in 2025

Although many systems have moved to the cloud, Active Directory (AD) remains the central identity platform for managing users, devices, and access across most organizations.

Jul 415 min read

AI Agent Performance: Success Rates & ROI in 2025

The AI agent market reached $5.4 billion in 2024 and is projected to grow at 45.8% annually through 2030. Therefore, companies that master AI agent deployment will see significantly greater investment returns.

Jul 106 min read

AEO vs SEO: Key Differences, Strategies & Integration Tips

Answer Engine Optimization (AEO) and Search Engine Optimization (SEO) are digital marketing methods that help businesses get online visibility. However, they have different goals, focus, and approaches.

Jul 114 min read

Best 30+ Open Source Web Agents in 2025

In our benchmarks, we tested proprietary web agents and remote browsers. In this article, we listed open-source web agents that enable AI agents to navigate, interact with, and extract data from the web, including tasks like browsing, authentication, and web  crawling: [aim_list] [/aim_list] Open-source web agents: Accuracy benchmark See benchmark sources.

Jun 267 min read

Top 20+ Open Source AI Coding Agents & Frameworks ['25]

In prior evaluations, we benchmarked proprietary, paid AI coding agents—such as Cursor—focusing on their performance in API development and app building tasks. In this article, we listed the leading open-source AI coding agents, organized by functional category: [aim_list] [/aim_list] 🛠️ Developer tools Tools or extensions that help developers generate, review, or debug code.

Jul 86 min read

EDI Tools: Top 10 Vendors Guide 2025

Choosing the right EDI tool can be a challenging task. Features vary widely, and vendor claims often do not accurately reflect real-world performance. To help, we tested and compared top EDI solutions by integrating them with ERP systems, such as NetSuite and SAP, reviewing user feedback, and analyzing actual use cases across various industries.

Jun 245 min read

Top 16 Predictions from Experts on AI Job Loss in 2025

AI could eliminate half of entry-level white-collar jobs within the next five years. The shift will occur rapidly, with job losses affecting the global workforce sooner than previous waves of technological change. By 2027, millions of jobs may be displaced or significantly altered.

Jul 189 min read

Artificial Superintelligence: Opinions, Benefits & Challenges

The prospect of artificial superintelligence (ASI), a form of intelligence that would exceed human capabilities across all domains, presents both opportunities and significant challenges. Unlike current narrow AI systems, ASI could independently enhance its capabilities, potentially outpacing human oversight and control. This development raises concerns regarding governance, safety, and the distribution of power in society.

Jul 2310 min read

Workload Automation Security: Best Practices & Examples

Businesses must secure workload automation at every level. The following sections outline key risks, best practices for securing automation environments, and real-world examples that highlight the importance of robust security.

Jul 239 min read

Claims Processing with Autonomous Agents [2025]

We’ll use Stack AI workflow builder for claims automation and create an AI agent to enable users to upload accounting documents—like invoices, receipts, and claim forms—and automatically convert them into structured JSON using OCR and GPT-based processing.  The extracted data can then be sent to a Google Sheet or used in custom apps and databases.

Jul 234 min read

Top 7 Red Teaming Tools in 2025

Red teaming is a critical component of modern cybersecurity strategies, simulating real-world attacks to expose vulnerabilities in systems, networks, and human processes. Choosing the right red teaming tool can significantly impact the effectiveness of these exercises.

Jul 237 min read

Best Social Media Proxies 2025: Residential & Mobile Picks

Mobile (4G/5G) and residential proxies are the go-to options for scraping Instagram, TikTok, and LinkedIn, compared to datacenter IPs.

Jul 234 min read

Generative AI in Insurance: 10 Use Cases & 5 Challenges

Generative Artificial Intelligence (AI) emerges as a promising solution, capable of not only streamlining operations but also innovating personalized services, despite its potential implementation challenges. The insurance value chain, from product development to claims management, is a complicated process.

Jul 236 min read

Cloud Workload Automation: Top Software & Use Cases ['25]

Businesses are increasing their flexibility while managing costs by adopting a hybrid cloud strategy. According to Statista, industries have increased their cloud workloads and had an uptick as a response to the COVID-19 pandemic.

Jul 238 min read

Top 12 Training Data Platforms in 2025

Data is an essential part of the quality of machine learning models. Supervised AI/ML models require high-quality data to make accurate predictions. Training data platforms streamline data preparation from collection to annotation, ensuring high-quality inputs for AI systems. See the top training data platforms, split by open/closed source and mapped to their core data functions.

Jul 234 min read

Top 20 Data Labeling Tools in 2025

Data labeling, the process of annotating raw data (such as images, text or audio), is essential for training ML models to perform tasks like classification and recognition. Here, we introduce top 20 data labeling tools. The top data labeling tools: Ranking: From most to least comprehensive.

Jul 234 min read