Goodlookup

Goodlookup reimagines data lookup by treating it as a semantic problem rather than exact string matching. Instead of failing when names differ slightly or synonyms appear, it learns relationships the way humans do—understanding that "Ronaldo" connects to full name variations, that topics cluster together, and that messy data doesn't need perfect formatting.

Highlights

• Semantic matching understands meaning beyond text patterns, handling synonyms and variations automatically
• Text-to-text linking solves record-matching problems when data lacks uniform naming conventions
• Confidence scoring provides match reliability ratings based on semantic similarity strength
• Works directly in Google Sheets with no coding, complex formulas, or manual preprocessing required
• Handles real-world messy data that traditional lookup functions struggle with

Ideal for data analysts, researchers, business teams, and anyone managing customer records, survey responses, or datasets with varied naming. At $15 per year, it offers an affordable alternative to expensive data-cleaning services or manual record matching workflows.