Spreadsheet tasks 2022-11-26
Goodlookup icon


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Spreadsheet function for semantic text matching.
Generated by ChatGPT

Goodlookup is a smart function specifically designed for spreadsheet users. It is a pre-trained model that combines the intuition of GPT-3 (Generative Pre-trained Transformer 3) and the join capabilities of Fuzzy Matching.

Goodlookup is used similarly to other popular spreadsheet functions like VLOOKUP or INDEX MATCH, but it is specifically designed to speed up topic clustering work in Google Sheets.

It is subscription-based, and the cost for a yearly subscription is $15 per year. The main limitation of traditional fuzzy matching is that it does not take into consideration similarities outside of the strings, which is particularly problematic with topic clustering that requires semantic understanding.

Goodlookup is a new tool in the data ops repertoire that can match similar text the way a human would. It can match semantic relationships, synonyms, and even cultural similarities between text strings, making it a useful tool for text-to-text record linking problems, particularly for modern spreadsheet users who have data living in multiple places without uniform naming conventions, making it hard to get a clear and unified view of the data.

Goodlookup is not intended to replace fuzzy matching; rather, it complements it by adding a new layer of semantic understanding to text data matching.


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Goodlookup was manually vetted by our editorial team and was first featured on March 18th 2023.
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32 alternatives to Goodlookup for Spreadsheet tasks

Pros and Cons


Semantic text matching
Good for topic clustering
Combines GPT-3 and Fuzzy Matching
Affordable yearly subscription
Overcomes traditional Fuzzy Matching limitations
Matches text as humans do
Matches semantic relationships
Matches synonyms
Matches cultural similarities
Useful for text-to-text record linking
Addresses data dispersal issue
Doesn't replace but complements Fuzzy Matching
Matches different wording lengths


Limited to Google Sheets
Complex for casual users
Requires installation
Requires data in text format
No off-line use
Not replacement for Fuzzy Matching


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