# PROVE framework

Published articles for PROVE framework.

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## How to Decide When an AI Tool Is Worth Keeping

DevFeed: [How to Decide When an AI Tool Is Worth Keeping](<https://devfeed.tech/articles/how-to-decide-when-an-ai-tool-is-worth-keeping-9039.md>)

Original publisher: [Read original article](<https://www.nngroup.com/articles/prove-framework/>)

Author: Caleb Sponheim

Published: 2026-08-07T17:00:00Z

Content type: article

Language: en

Sources: [NN/g latest articles and announcements](<https://devfeed.tech/sources/nn-g-latest-articles-and-announcements.md>)

Topics: [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Google](<https://devfeed.tech/topics/google.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-adoption-decisions](<https://devfeed.tech/tags/ai-adoption-decisions.md>), [ai-productivity-claims](<https://devfeed.tech/tags/ai-productivity-claims.md>), [ai-tool-evaluation](<https://devfeed.tech/tags/ai-tool-evaluation.md>), [ai-tool-tradeoffs](<https://devfeed.tech/tags/ai-tool-tradeoffs.md>), [ai-trial-period](<https://devfeed.tech/tags/ai-trial-period.md>), [article](<https://devfeed.tech/tags/article.md>), [evaluating-ai-tools](<https://devfeed.tech/tags/evaluating-ai-tools.md>), [evaluation](<https://devfeed.tech/tags/evaluation.md>), [evidence-based-ai-adoption](<https://devfeed.tech/tags/evidence-based-ai-adoption.md>), [google](<https://devfeed.tech/tags/google.md>), [how-to-decide-if-an-ai-tool-is-worth-keeping](<https://devfeed.tech/tags/how-to-decide-if-an-ai-tool-is-worth-keeping.md>), [prove-framework](<https://devfeed.tech/tags/prove-framework.md>), [provisional-decision-making-with-ai-tools](<https://devfeed.tech/tags/provisional-decision-making-with-ai-tools.md>), [task-based-evaluation](<https://devfeed.tech/tags/task-based-evaluation.md>), [testing-an-ai-tool-against-a-task](<https://devfeed.tech/tags/testing-an-ai-tool-against-a-task.md>), [tool](<https://devfeed.tech/tags/tool.md>), [tool-selection-criteria](<https://devfeed.tech/tags/tool-selection-criteria.md>), [when-to-stop-using-an-ai-tool](<https://devfeed.tech/tags/when-to-stop-using-an-ai-tool.md>)

### AI overview

The article introduces PROVE, a lightweight framework for evaluating whether an AI tool is worth keeping for a specific task. It emphasizes defining the task first, comparing the tool with the existing workflow, and assessing problem alignment, risk, output quality, velocity, and experience. The framework is illustrated through an evaluation of Google's Gemini Notebooks for drafting editorial digests.

### Source excerpt

Pressure to adopt AI isn't evidence that a tool helps. The PROVE framework tests one tool against one task and produces a provisional decision you can defend.