AIMultiple ResearchAIMultiple ResearchAIMultiple Research

LLMs

LLM Latency Benchmark by Use Cases in 2025

The effectiveness of large language models (LLMs) is determined not only by their accuracy and capabilities but also by the speed at which they engage with users. We benchmarked the performance of leading language models across various use cases, measuring how quickly they respond to user input.

Jul 19 min read

Text-to-SQL: Comparison of LLM Accuracy in 2025

I have been relying on SQL for data analysis for 18 years, beginning with my days as a consultant. Translating natural-language questions into SQL makes data more accessible, allowing anyone, even those without technical skills, to work directly with databases.

Jul 37 min read

Top 5 AI Gateways for OpenAI: OpenRouter Alternatives

The growing number of LLM providers creates significant API management hurdles. AI gateways address this complexity by acting as a central routing point, enabling developers to interact with multiple providers through a single, unified API, thereby simplifying development and maintenance.

May 205 min read

LLM VRAM Calculator for Self-Hosting in 2025

The use of LLMs has become inevitable, but relying solely on cloud-based APIs can be limiting due to cost, reliance on third parties, and potential privacy concerns. That’s where self-hosting an LLM for inference (also called on-premises LLM hosting or on-prem LLM hosting) comes in.

Apr 215 min read

LLM Pricing: Top 15+ Providers Compared in 2025

We analyzed 15+ LLMs and their pricing and performance. LLM API pricing can be complex and depends on your preferred usage. If you plan to use: [data_table slug=llm-prices] Hover over model names to see their full names and over headers to see explanations about the columns.

Jun 297 min read

Compare Top 11 LLM Orchestration Frameworks in 2025

Leveraging multiple LLMs concurrently demands significant computational resources, driving up costs and introducing latency challenges. In the evolving landscape of AI, efficient LLM orchestration is essential for optimizing performance while minimizing expenses.  Explore key strategies and tools for managing multiple LLMs effectively.

Apr 297 min read
Compare Top 20 LLM Security Tools & Free Frameworks

Compare Top 20 LLM Security Tools & Free Frameworks

Chevrolet of Watsonville, a car dealership, introduced a ChatGPT-based chatbot on their website. However, the chatbot falsely advertised a car for $1, potentially leading to legal consequences and resulting in a substantial bill for Chevrolet. Incidents like these highlight the importance of implementing security measures to LLM applications.

Apr 412 min read
Cloud LLM vs Local LLMs: 3 Real-Life examples & benefits

Cloud LLM vs Local LLMs: 3 Real-Life examples & benefits

In 2025, Cloud LLMs and Local LLMs are transforming business operations with unique advantages. Cloud LLMs, powered by advanced models like Grok 3, o3, and GPT-4.1, offer exceptional scalability and accessibility. Conversely, Local LLMs, driven by open-source models such as Qwen 3, Llama 4, and DeepSeek R1, ensure superior privacy and customization.

May 56 min read

Large Multimodal Models (LMMs) vs LLMs in 2025

We evaluated the performance of Large Multimodal Models (LMMs) in financial reasoning tasks using a carefully selected dataset. By analyzing a subset of high-quality financial samples, we assess the models’ capabilities in processing and reasoning with multimodal data in the financial domain. The methodology section provides detailed insights into the dataset and evaluation framework employed.

Jun 310 min read

LLM Data Guide & 6 Methods of Collection in 2025

In the expanding AI and generative AI market (Figure 1), large language models (LLMs) have emerged as pivotal. These models empower machines to generate human-like content, heavily reliant on quality data. Here, we present a guide for business leaders on accessing and managing LLM data, offering insights into collection methods and data collection services.

Jun 45 min read