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How does Virly-generated content ensure that it matches the user's personal style?

2025-08-21 368
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Virly uses patented StyleMatch™ technology to enable style mimicry, specifically through three dimensions of in-depth analysis:

1. Linguistic fingerprinting::

  • Analyzing sentence length preferences in historical posts (short fast-paced sentences/long professional sentences)
  • Testing for rhetorical features (use of prose/questions/data argumentation)
  • Emotional disposition scores (formality, sense of humor, motivational, etc.)

2. Content theme modeling::

  • Extract high-frequency industry terms (e.g., "ARR", "churn rate" in SaaS).
  • Building a Knowledge Graph of Specialized Areas
  • Identify the 3-5 core topics most frequently discussed by users

3. Interactive model learning::

  • Statistical CTA (call to action) types (link clicks/comment interactions/private message leads)
  • Analyzing optimal release time patterns
  • Document the typical way users and fans respond

After generation, two checks are performed: first, a style similarity score (threshold ≥ 0.78) is calculated using the BERT model, and then a "rewrite" button is provided for manual fine-tuning. Users can also manually enhance specific style elements via the settings panel, for example:

  • Increase/decrease in terminology density
  • Adjustment of the humor index (scale 1-5)
  • Set case share (corporate stories/personal experiences)

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