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Product Title Gap Analyser

Use cases

Product title optimisation Competitive content gap analysis Identifying missing product attributes Bulk title improvement suggestions

Matches products across datasets using normalised MPN (lowercase, stripped whitespace).

Uses NLTK stopwords corpus with multi-language support (EN, DE, FR, ES, IT, NL, PT).

Text preprocessing: lowercase, punctuation removal, minimum word length filter, custom stopword exclusion.

Collections.Counter calculates word frequency differences.

Streamlit App

Platform

Browser-based (no installation required)

Input

Your crawl CSV with url, h1/title, mpn columns

Competitor crawls CSV with same columns

UTF-8 or Latin-1 encoding

Output

CSV with content gaps and missing words

Launch App View Source

Features

  • MPN/SKU matching (normalised lowercase)
  • NLTK stopwords: English, German, French, Spanish, Italian, Dutch, Portuguese
  • Custom stopwords input
  • Minimum word length filter (1-10 characters)
  • Collections.Counter word frequency analysis
  • Title length gap calculation

How to use

  1. 1 Crawl your site and competitors with MPN extraction
  2. 2 Upload your crawl and competitor files
  3. 3 Map URL, H1, and MPN columns
  4. 4 Select stopwords language and add custom exclusions
  5. 5 Set minimum word length
  6. 6 Download gap analysis results

Want me to run this for you?

I offer this as a managed service. You get the insights without touching the tool.

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