Blog post review: Response Analysis Copilot Tool (2026-01-16)

[Copilot]

Comprehensive review of 2026-01-16-response-analysis-copilot-tool.md per Custom Engine blog standards.

Review Summary

Overall Score: 90.7/100 - Exceeds publication threshold (80%)

Technical Review: ✅ All validations pass

• YAML front matter complete, properly formatted
• Author kaul-vineet verified in authors.yml
• All media references exist with alt text
• Closing CTA present and engaging

Quality Assessment

Scored across 13 categories (85-95/100 range):

• Strengths: Technical accuracy (95), security considerations (95), depth/practicality (94), originality (93)
• Opportunities: Grammar (87), accessibility (85), audience fit (88)

Key Issues

Line 36: Grammar error - "interactive and dashboards" → "interactive dashboards"

Recommendations

1. Fix grammar issue (highest impact: +2pts)
2. Add prerequisites section (Python version, packages, setup time)
3. Enhance Mermaid diagram with textual description for accessibility
4. Add timezone context to timestamp examples for global audience

Publication Status

READY TO PUBLISH with minor grammar correction.

Post demonstrates strong technical depth, practical working solution with complete GitHub repository, appropriate security warnings, and engaging presentation of Agent SDK capabilities for performance monitoring.

Original prompt

review 2026-01-16-response-analysis-copilot-tool.md

Custom agent used: CustomEngineAgent
An agent used to help author blog posts for The Custom Engine.

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