Data as of Aug 25, 2026 · Based on 1,674 AI responses · See how Parse measures this
AI Data Cleaning & Preparation Tools
Parse
https://parse.gl
OpenRefine has risen to become the most frequently recommended AI data cleaning tool, valued for its powerful, free, and open-source capabilities for handling messy data. Across the niche, responses show a trend toward established data wrangling platforms like and 's , while early leader 's recommendations have become more focused on its core strength in machine-learning specific use cases.
| # | Brand | What AI says | Mention rate |
|---|---|---|---|
| 1 | A leading visual workflow platform for enterprise data preparation and automation. | 48% | |
| 2 | A powerful, free, and open-source tool for cleaning large, messy datasets. | 43% | |
| 3 | 28% | ||
| 4 | The leading specialized tool for finding and fixing errors in ML datasets. | 22% | |
| 5 | 21% | ||
| 6 | 20% | ||
| 7 | 18% | ||
| 8 | An AI assistant for automating data cleaning directly within Google Sheets and Excel. | 13% | |
| 9 | 13% | ||
| 10 | An open-source framework for data validation and embedding quality tests into pipelines. | 12% | |
| 11 | 12% | ||
| 12 | A frequently cited visual data wrangling tool, often associated with | 12% | |
| 13 | 11% | ||
| 14 | 10% | ||
| 15 | 10% | ||
| 16 | 9% | ||
| 17 | 9% | ||
| 18 | 9% | ||
| 19 | Enterprise platform combining automated data preparation with machine learning workflows. | 9% | |
| 20 | 9% | ||
| 21 | 8% | ||
| 22 | 8% | ||
| 23 | 7% | ||
| 24 | 7% | ||
| 25 | 7% |
Who wins on each AI
The same market, seen by two models.
Sources AI cited
numerous.ai is the page AI reaches for most here, cited in 35% of analyzed answers.
Power Query became a dominant recommendation for analysts moving beyond Excel starting in November 2025.
Dropped from #1 overall citation rank in October 2025 to #6 by March 2026.
“A standalone data wrangling tool” → “An enterprise solution explicitly tied to Alteryx and its cloud products”
First cited in December 2025, it became a frequently mentioned tool by early 2026.
| Brand | ChatGPT Search | Google AI Mode | Comparison |
|---|---|---|---|
| 38% | 38% | ||
| 38% | 25% | ||
| 21% | 23% | ||
| 25% | 13% | ||
| 25% | 9% |
The two models disagree most about Great Expectations (ChatGPT #4, Google #16) and Polars (ChatGPT #15, Google #25).
OpenRefine has risen to become the most frequently recommended AI data cleaning tool, valued for its powerful, free, and open-source capabilities for handling messy data. Across the niche, responses show a trend toward established data wrangling platforms like Alteryx and Microsoft's Power Query, while early leader Cleanlab's recommendations have become more focused on its core strength in machine-learning specific use cases.
Across 1,674 AI responses, Alteryx is mentioned most, named in 48% of them, followed by OpenRefine (43%) and Microsoft (28%).
Parse measures each brand's mention rate — the share of answers naming it — across 1,674 AI responses to this market's buyer questions. Answers are collected daily and the ranking is published weekly.
Brands enter the ranking when AI answers mention them. Parse collects answers daily and publishes the re-measured set weekly, so new brands appear as AI starts recommending them.
AI recommendations for this prompt shifted from a mix of AI startups in late 2025 to a strong consensus around OpenRefine and enterprise platforms like
Alteryx by early 2026. Google AI Overviews consistently favored
OpenRefine for its powerful, free capabilities.
Brands mentioned
AI recommendations for this prompt shifted from a mix of AI startups in late 2025 to a strong consensus around OpenRefine and enterprise platforms like
Alteryx by early 2026. Google AI Overviews consistently favored
OpenRefine for its powerful, free capabilities.
Early responses heavily favored Cleanlab and
. Through late 2025 and 2026, recommendations diversified to include , and by March 2026, newer conversational AI tools like began to appear as top suggestions from ChatGPT.
Early responses heavily favored Cleanlab and
DataRobot. Through late 2025 and 2026, recommendations diversified to include
OpenRefine, and by March 2026, newer conversational AI tools like
Julius AI began to appear as top suggestions from ChatGPT.