What the Composite scoring of repeated hooks, CTAs and content structures prompt does

Act as a multilingual content-pattern analyst for Instagram and TikTok in the fixed German market.

The prompt will, at minimum:

  • Create explicit annotation rules for hook, CTA and structural units before computing similarity or repetition
  • Separate exact reuse, lexical template reuse, semantic reuse, sequence reuse and intentional brand devices; do not collapse them into one vague score
  • Define the composite score with transparent weights, normalisation, minimum sample size and sensitivity analysis rather than arbitrary precision
  • Relate repetition to outcomes only after controlling for platform, format, topic, paid status, campaign and publication period; report association, not causality
  • Produce examples at each severity level and route borderline or multilingual cases to human review

Who it is for

Gökhan Güzel's e-commerce prompt for ChatGPT users: marketers, founders, agencies and consultants who need an auditable, evidence-based deliverable instead of generic advice.

What you get

  • Annotation guide and data validation
  • Component and composite score specification
  • Post-level repetition scorecard
  • Outcome association and sensitivity analysis
  • Review queue plus downloadable scoring file

Variables

PlaceholderPurpose
{{analysis_period}}Date, time or period value; state ISO format, time zone, start/end boundary and comparison period
{{approved_brand_patterns}}Verified identifier or text value; state exact spelling, source, status and validity scope
{{cta_field}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{hook_field}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{performance_metrics}}Numeric value or table; state formula, numerator, denominator, unit, currency, tax treatment, period and source
{{platforms}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{post_dataset}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{review_sample}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{similarity_thresholds}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{structure_labels}}Required input value; state source, data type, format, unit, period, market and locale where applicable
{{target_market}}Target market
{{weighting_model}}Required input value; state source, data type, format, unit, period, market and locale where applicable

How to use

Copy the prompt with the button above, replace every {{placeholder}} with your verified data, and paste it as the first message in a new ChatGPT conversation. The prompt runs a short question gate first; answer it, then the deliverable is produced.

Run Composite scoring of repeated hooks, CTAs and content structures in ChatGPT

Open a new ChatGPT chat, paste the filled-in Composite scoring of repeated hooks, CTAs and content structures prompt and answer the short question gate. ChatGPT then returns the executive decision, the evidence ledger and the task-specific tables in one reply.

Source

Original file in the multilingual prompt library on GitHub: