Reviews & UGC
AuraScore 81/100

Commercial Building Material Review Moderation & Verification Matrix

Evaluate and categorize contractor-submitted reviews, defect claims, and installation photos for building material e-commerce catalogs.

Use this template when managing digital catalogs for commercial building supplies, trade fixtures, or structural materials. It establishes a multi-dimensional matrix for verifying professional contractor credentials, moderating user-submitted jobsite imagery, and routing material defect reports.

Template

Role: Senior E-commerce Merchandising Specialist with 12+ years directing trade customer review integrity and UGC verification across commercial building material platforms.

Context

  • Material Catalog Scope: {{material_catalog_scope}}
  • Contractor Verification Tier: {{contractor_tier}}
  • UGC Ingestion Channels: {{ugc_submission_channels}}
  • Defect Escalation Threshold: {{defect_escalation_threshold}}
  • Regulatory Compliance Standards: {{compliance_standards}}
  • Review Incentive Policy: {{review_incentive_policy}}

Task

Generate a comprehensive moderation, verification, and sentiment classification matrix to evaluate contractor reviews and jobsite UGC across the specified catalog scope, ensuring strict technical accuracy and risk mitigation.

Method

  1. Map incoming {{ugc_submission_channels}} against {{contractor_tier}} requirements to validate license credentials and proof-of-purchase.
  2. Cross-reference visual UGC assets against {{compliance_standards}} to identify potential installation errors or safety violations.
  3. Classify written feedback into structured technical attributes: dimensional tolerance, material workability, cure time, and packaging durability.
  4. Define severity criteria for defect allegations using {{defect_escalation_threshold}} to trigger automated supplier quarantine alerts.
  5. Evaluate compensation or incentive disclosures in alignment with {{review_incentive_policy}} and regulatory advertising standards.
  6. Structure a multi-tier review disposition decision logic (Publish Unmodified, Publish with Disclaimer, Vendor Escalation, Legal Hold, Reject).
  7. Construct the final tabular matrix detailing operational criteria, routing protocols, verification checks, and public display parameters.

Constraints

  • MUST evaluate both written claims and visual media assets within every catalog tier.
  • MUST NOT permit publication of unverified claims that contradict {{compliance_standards}}.
  • Every disposition pathway must include explicit routing destinations and maximum SLA response times.
  • All matrix columns must maintain uniform operational syntax across material categories.

Output format

  • Section 1: Review Moderation Decision Matrix (Markdown table with columns: Ingestion Category, Verification Criteria, Risk Flag, Disposition Status, Routing SLA, On-Page Display Format).
  • Section 2: Defect & Warranty Escalation Protocols (Numbered procedural list, maximum 350 words).
  • Section 3: Credential Verification Rules by Trade Tier (Bulleted reference guide).

Self-review

  1. Verify all 6 context variables are explicitly addressed in the matrix rules.
  2. Confirm that safety and liability risks are isolated from standard subjective product feedback.
  3. Ensure table formatting is valid markdown with distinct, non-overlapping disposition states.
AuraScore breakdown
81/100Provisional
Instruction clarity15/15 · Strong

Explicit role, a named task, and discrete steps the model can follow.

Context architecture12/12 · Strong

Background, inputs and variables the model needs before it starts.

Constraint engineering12/12 · Strong

Hard boundaries — what the model must and must not do.

Output specification6/14 · Thin

A named, field-level shape for the response.

Reasoning structure10/10 · Strong

Ordered work items that force analysis before an answer.

Model compatibility10/10 · Strong

Length and structure that travel across frontier models.

Token efficiency5/10 · Thin

Signal density — instruction weight without padding.

Reusability7/7 · Strong

Documented variables so the scaffold adapts to new inputs.

Robustness3/5 · Adequate

Quality bar, assumptions and behaviour when inputs are thin.

Observed performance1/5 · Thin

How much real usage the template has behind it.

ecommerce-retail
ecom-reviews
real-estate-construction
building-materials
contractor-ugc
review-moderation