Guide

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.

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Guide
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.

Analyzing the leading models for price/performance on six everyday tasks at work.
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