Blog post review: 2026-01-16-response-analysis-copilot-tool.md

[Copilot]

Comprehensive quality and technical review of the Response Analysis Copilot Tool blog post per custom instructions.

Review Summary

Overall Score: 91/100 - Publication ready, exceeds 80% threshold.

Quality Assessment

Scored across 13 categories:

• Strengths: Structure (95/100), Depth/Practicality (95/100), Consistency (94/100), Spelling/Grammar (93/100)
• Notable: Addresses real black-box observability gap in Copilot Studio agent development
• Architecture: Effective use of Agent SDK + MSAL + Pandas + Gradio with clear Mermaid diagrams

Technical Compliance

All mandatory requirements met:

• ✅ Filename format: YYYY-MM-DD-topic.md
• ✅ YAML front matter complete (lowercase categories/tags)
• ✅ Author kaul-vineet verified in authors.yml
• ✅ All 4 images exist in /assets/posts/response-analysis-tool/
• ✅ Alt text present on all media
• ✅ Closing engagement prompt included

Recommended Enhancements (Optional)

1. Accessibility: More descriptive alt text for screenshots (describe visible metrics/UI elements)
2. Audience fit: Add prerequisites section (Python 3.x, async/await, Copilot Studio access)
3. Grammar: Fix "Chain Of Thoughts" → "Chain of Thought" (line 176)
4. SEO: Consider additional tags: agent-sdk, monitoring, telemetry

Post provides production-quality tooling with complete working repository, directly addressing developer pain points in agent performance visibility.

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.

---

✨ Let Copilot coding agent set things up for you — coding agent works faster and does higher quality work when set up for your repo.