Content Performance Explainer

Upload a content/campaign export; get a plain readout — top performers, laggards, and the caveats — without over-claiming cause.

Build an agent that turns a content or campaign metrics export into a readout a marketer can act on. It uses code interpreter to analyze the data — engagement, conversion, channel and piece comparisons — and explains what performed, what underperformed, and what to watch for, in plain language with the numbers attached. You get the "so what" without building a single pivot table.

This is a single-tool analyze → plain readout pattern using markdown-header structure. Headers split the highlights, the laggards, and the caveats so the read is scannable. The defining discipline is causal restraint in a domain that invites over-attribution: the agent reports that a piece outperformed and by how much, but it frames the why as a hypothesis to test rather than a proven cause, because "this subject line drove the lift" is rarely something a single export can prove. Edge cases cover small samples (flag, don't over-read), inconsistent metrics across channels, and missing conversion data.

This pattern applies anywhere campaign or content metrics need a fast, honest read. Common scenarios for this pattern:

• Post-campaign recaps
• Channel-performance comparisons
• A/B and variant readouts
• Content-audit performance reviews
• Monthly content-metrics summaries

This manifest uses: code interpreter

How to build single-shot agents using markdown headers prompt structure for performance readout output.

This agent manifest is sample code subject to Azure's licensing terms for Distributable Code under the Universal License Terms for Online Services .

IMPORTANT! This manifest is for educational and experimentation purposes. Resulting agents are not production ready. Review all provided resources and carefully test agent behavior in the context of your use case. Agents you create may be subject to legal and regulatory requirements, may require licenses, or may not be suitable for all industries, scenarios, or use cases. By using any manifest, you are acknowledging that resulting agents and other output are solely your responsibility, and that you will comply with all applicable laws, regulations, and relevant safety standards, terms of service, and codes of conduct. Learn more .