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Side-by-side features, use cases and pricing — because the right pick depends on your job and budget, not just the ranking.

Goodlookup logo
Goodlookup
✓ verifiedPaid

Paid Google Sheets add-on that does semantic, GPT-style fuzzy matching to speed up topic clustering and record linking.

2.6K saves
Numerous AI logo
Numerous AI
✓ verifiedPaid

Spreadsheet add-on that brings ChatGPT into Google Sheets and Excel via a simple =AI function, no API keys.

264K visits/mo6.6K saves
GPT for Work logo
GPT for Work
✓ verifiedPaid

AI agent for Excel and Google Sheets that writes formulas and cleans/enriches data row-by-row at scale; pay-as-you-go credits.

259K visits/mo
Pricing
Yearly Subscription: $15/yr

No public pricing

Pay-as-you-go: from $29 (credit pack, valid 12+ months)

Free trial available

Core features
  • Semantic fuzzy matching in spreadsheets
  • VLOOKUP / INDEX-MATCH-style usage
  • Match scores by vector proximity
  • Handles synonyms and cultural similarity
  • Google Workspace Marketplace add-on
  • =AI function inside Sheets and Excel
  • No API keys required
  • Bulk summarize, classify and clean text
  • Content and idea generation
  • Result caching to cut costs
  • Team plans and collaboration
  • Formula writing and error fixing
  • Cell formatting and pivot/chart building
  • Row-by-row bulk processing
  • Data cleaning and deduplication
  • Content generation and translation
  • Company/product enrichment and scoring
Use cases
  • Topic clustering in Google Sheets
  • Linking records without uniform naming
  • Fuzzy joining text datasets
  • Data-ops text matching
  • Bulk-generating marketing content
  • Categorizing and cleaning data
  • Summarizing large text sets
  • Prototyping AI prompts in spreadsheets
  • Automating spreadsheet formulas
  • Enriching and cleaning large datasets
  • Translating and categorizing rows
  • Building analyses and dashboards
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