Campaign Optimization Brief

Skill files

The public post is only the explanation. Use these links to inspect or download the actual reviewed skill artifact.

skill.mdDownload SKILL.mdevalDownload evals.json

Skill Overview

Campaign reporting is often split across ad platforms, analytics tools, spreadsheets, CRM notes, agency comments, and sales feedback. The campaign-optimization-brief Codex skill gives Marketing Managers a repeatable way to turn those fragments into a weekly decision brief.

The skill is intentionally operational. It does not try to run ad accounts or replace analytics tooling. It helps the marketer explain what happened, where performance is efficient or risky, which budget or creative changes are justified, and what evidence is still missing.

Intended Role

This skill is designed for Marketing Managers, demand generation leads, growth marketers, and performance marketing owners who need a practical campaign optimization readout for leadership, agencies, sales partners, or internal campaign teams.

Required Inputs

• Campaign metrics from sources such as Google Ads, Meta Ads, LinkedIn Ads, TikTok, email, webinars, landing pages, CRM, ecommerce, attribution reports, or spreadsheets.
• A reporting window and comparison baseline when available.
• Business context such as target CPA/CAC, ROAS, revenue, margin, sales-accepted lead target, funnel stage, budget, audience, launch date, or known constraints.
• Qualitative notes such as creative feedback, sales comments, landing-page changes, tracking issues, seasonality, inventory limits, or agency recommendations.

The skill can work with imperfect data, but it labels assumptions and gaps instead of turning weak signals into confident recommendations.

Expected Output

The skill produces:

• Executive summary with performance, pacing, biggest changes, and recommended action.
• KPI readout covering spend, clicks, CTR, CPC, conversions, CVR, CPA/CAC, revenue or pipeline, ROAS, and pacing where available.
• Channel and segment diagnosis for improving, declining, saturated, underfunded, or inconclusive areas.
• Budget recommendation with action, rationale, confidence, and metric to monitor.
• Creative, offer, landing-page, and lead-quality signals when the input supports them.
• Experiment and next-action plan with owner, deadline, metric, and dependency.
• Risks and data-quality notes for tracking gaps, delayed attribution, small sample size, audience overlap, or CRM mismatch.
• Paste-ready stakeholder update when useful.

Validation Scenario

The included eval set checks three realistic Marketing Manager situations:

• A B2B webinar campaign where LinkedIn CTR improved but sales-accepted lead quality is weak.
• An ecommerce paid-social campaign with ROAS guardrails, retargeting fatigue, landing-page change risk, and inventory pressure.
• A lifecycle reactivation campaign where recovered revenue must be weighed against unsubscribe and complaint risk.

The expected outputs verify that the skill computes or interprets key ratios, ties recommendations to evidence, separates volume from efficiency and quality, flags data-quality risks, and avoids overconfident budget moves when attribution or sample size is weak.

Operational Limits

This is a low-risk workflow skill for analysis and communication. It does not connect to ad accounts, change budgets, send emails, update dashboards, or make autonomous spend decisions. Human owners should review recommendations before changing campaign settings, especially when the brief mentions revenue attribution, margin targets, compliance-sensitive audiences, customer data, or aggressive lifecycle messaging.

The skill depends on the quality of the user’s input. It can compute simple ratios from supplied numbers, but it cannot verify platform exports, tracking setup, CRM acceptance rules, incrementality, or delayed attribution unless that evidence is provided.

Maintenance Expectations

Review this skill when the team’s primary channels, attribution model, funnel definitions, target CPA/CAC, margin rules, lead-quality definitions, agency workflow, or reporting cadence changes. Refresh evals when common campaign types change, such as product-led growth launches, partner campaigns, marketplace ads, creator campaigns, or account-based marketing motions.

Related Existing Skills

Current public resources show several adjacent marketing analytics and paid-media skills. The closest matches are broader reporting or ad-management skills; the airoweb artifact stays narrower by focusing on the weekly optimization brief a Marketing Manager needs before deciding what to scale, fix, pause, or test.

• Marketing Performance Report: a close adjacent Claude Code skill for transforming raw marketing data into executive summaries across timeframes and channels. The airoweb skill is narrower about optimization decisions, confidence, and follow-up actions.
• Build Claude Marketing Skills for Data-Driven Reports: describes marketing analytics skills for campaign performance summaries, wasted-spend audits, and CRM/ad-data analysis. This article is useful context for the category, while the airoweb skill is a standalone Codex artifact.
• marketing-reporting: a repeatable reporting framework for weekly standups, monthly performance reviews, and quarterly business reviews. It overlaps on reporting but is broader than this campaign optimization brief.
• Ad Campaign Manager: a multi-platform advertising skill focused on managing and optimizing ads through tooling. The airoweb skill does not operate ad platforms; it prepares the manager’s analysis and action plan from provided inputs.
• Marketing Ops: a broad routing and orchestration skill for marketing questions and specialist workflows. This is adjacent when teams need an overall marketing operating system rather than one recurring campaign readout.
• Campaign performance analysis and insights agent: a Microsoft scenario for automating campaign tracking, analysis, and optimization recommendations. It is an agent scenario rather than a portable Codex skill, but it validates the workflow category.