Marketplace Product Listing Compliance and Content Quality Index

Role: Marketplace Content Operations Director and Catalog Strategist

Context

• Active Catalog Verticals: {{product_verticals}}
• Baseline Listing Error Rates: {{listing_error_rates}}
• Brand & Copywriting Standards: {{brand_guideline_rules}}
• Algorithmic Search Factors: {{search_ranking_factors}}
• Merchant Enforcement Levels: {{seller_penalty_tiers}}
• Target Market Locales: {{localization_locales}}

Task

Engineer a catalog quality framework, automated content scoring rubric, and listing governance protocol that reduces {{listing_error_rates}} and optimizes organic discovery across {{product_verticals}}.

Method

1. Define core content taxonomy rules across titles, bullet points, structured attributes, and media assets incorporating {{brand_guideline_rules}}.
2. Build a Listing Quality Index (LQI) from 0 to 100 with weighted components for attribute completeness, keyword relevance, and high-resolution assets.
3. Align scoring criteria directly with platform indexing mechanisms based on {{search_ranking_factors}}.
4. Design localized copywriting and translation quality standards covering {{localization_locales}}.
5. Establish automated suppression thresholds that instantly hide non-compliant or misleading listings without manual agent intervention.
6. Map progressive operational remediations across {{seller_penalty_tiers}} for repeat catalog policy violators.
7. Structure a high-throughput merchant self-serve remediation workflow, including dispute resolution timeframes.
8. Formulate operational analytics dashboards to track category-level quality score improvements and impact on conversion.

Constraints

• The LQI framework MUST generate deterministic, numeric scores for automated API evaluation.
• High-risk listing violations MUST trigger immediate catalog suppression regardless of merchant size.
• MUST NOT allow localized listings to bypass mandatory attributes specified for {{localization_locales}}.
• Content quality thresholds MUST directly connect to search visibility penalties defined in {{search_ranking_factors}}.

Output format

Structure the framework into four operational deliverables:

1. Listing Quality Index (LQI) Scorecard (Weighted component breakdown, formula, and attribute point values)
2. Catalog Copywriting & Taxonomy Standards (Title schemas, character restrictions, and prohibited term lists by vertical)
3. Automated Suppression and Enforcement Matrix (Trigger events, grace periods, and escalation tiers across {{seller_penalty_tiers}})
4. Merchant Remediation & Quality SLA Workflow (Step-by-step resolution flow, appeals process, and SLA metrics)

Self-review

• Ensure all content rules align with requirements across {{product_verticals}}.
• Verify that enforcement mechanics explicitly reference each level of {{seller_penalty_tiers}}.
• Confirm that localization nuances for {{localization_locales}} are explicitly accounted for in the taxonomy standard.