Practical Work Benchmark Report
See for yourself why companies are leaving OpenAI and Anthropic
If open-weight models are just as good, why pay 30x more for ChatGPT or Claude?
How this Report Was Built
First, we analyzed the top archetypes of work tasks from tens of thousands of nondeveloper users. Then, we analyzed real outputs and 82 additional sources (qualitative and quantitative) about the performance of seven leading models today against these 6 archetypal tasks.
The report compares their performance across six common categories of knowledge work, including data analysis, professional communication, documentation, recurring workflows, ROI measurement, and systems troubleshooting. It shows where each model excels, where it needs oversight, and how much practical intelligence you receive for every dollar spent.
See for yourself why companies are leaving OpenAI and Anthropic
If open-weight models are just as good, why pay 30x more for ChatGPT or Claude?
How this Report Was Built
First, we analyzed the top archetypes of work tasks from tens of thousands of nondeveloper users. Then, we analyzed real outputs and 82 additional sources (qualitative and quantitative) about the performance of seven leading models today against these 6 archetypal tasks.
The report compares their performance across six common categories of knowledge work, including data analysis, professional communication, documentation, recurring workflows, ROI measurement, and systems troubleshooting. It shows where each model excels, where it needs oversight, and how much practical intelligence you receive for every dollar spent.
Transform your workflows today
Compared to DIY approaches, companies that use elvex are 60% faster at bringing LLMs to their employee’s work, with 4.3x higher adoption rates



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