Category archive

Benchmarks & Cost Optimization

Transparent performance and cost comparisons between models, stacks, and deployment options, helping teams choose the fastest and most affordable setup.

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21 articles found

April 21, 2026

4 min read

Open-source LLMs and local / decentralized alternatives in 2026

Open-source / open-weight models are no longer “second tier”: GLM-5.1 and Gemma 4 compete with or surpass closed LLMs on coding and reasoning benchmarks,…

Alex Genovese

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Benchmarks & Cost Optimization

April 17, 2026

3 min read

GLM-5.1 vs MiniMax M2.7: which open model looks better on public benchmarks?

Based on the public benchmarks we reviewed, GLM-5.1 has the stronger benchmark profile for long-horizon coding and agentic work, while MiniMax M2.7 looks cheaper…

Alex Genovese

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Benchmarks & Cost Optimization

April 4, 2026

6 min read

AI cost reduction in 2026: how to stop GPUs eating your entire budget

AI costs are no longer dominated by model training; for most teams, continuous inference on GPUs is the real bill. Cutting that bill means…

Alex Genovese

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Benchmarks & Cost Optimization

April 2, 2026

7 min read

Zero Data Retention LLMs: Why It Matters

Every time you send a prompt to an LLM API, ask yourself: where does that text go after you get your response? For most…

Alex Genovese

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Benchmarks & Cost Optimization

March 9, 2026

7 min read

Cloud Bill Shock: How Hidden Egress Fees Crush Startup Budgets & How to Escape

Your AI feature goes viral. Traffic spikes. Users love it. Then your AWS invoice arrives — $47,000 for one month, with $18,000 labeled simply…

Alex Genovese

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Benchmarks & Cost Optimization

February 22, 2026

8 min read

The Overkill Hardware Trap: Stop Paying H100 Prices for Inference

Here's a scenario playing out in engineering organizations right now: your team spent three weeks fine-tuning a Llama 3 70B model on a powerful…

Alex Genovese

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Benchmarks & Cost Optimization

February 21, 2026

5 min read

GPU Inference Costs Exploded by 2026: The Big Challenge for Italian Startups and Enterprises (and How to Control Them)

The Italian cloud computing market hit €8.13 billion in 2025, surging 20% year-over-year, fueled by AI workloads and sovereign data demands. For startups and…

Alex Genovese

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Benchmarks & Cost Optimization

February 16, 2026

6 min read

DeepSeek-OCR-2 vs GLM-OCR vs PaddleOCR: Which OCR Model Should You Use and When?

Choose between DeepSeek-OCR-2, GLM-OCR, and PaddleOCR based on document type, benchmark context, throughput, and deployment reality instead of headline scores alone.

Alex Genovese

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Benchmarks & Cost Optimization

March 9, 2025

2 min read

Hello, World!

Introducing Regolo - a European AI platform designed for safe, open, and eco-friendly deployment of large language models, making AI accessible without sacrificing privacy or sustainability.

Chiara Grande

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