Insights and Reporting Review

Reporting boundary

Insights helps operators explain WooCommerce trends, product movement, refunds, average order value, goals, customer signals, and report exports. Treat AI summaries as decision support, not as accounting, tax, or final financial reporting.

Review workflow

Start from the date range and business question, then compare AI summary cards with visible charts, product reports, refund signals, and campaign context. The Insights feature page explains the dashboard, while the sales trends tutorial shows a practical review flow.

Decision handoff

When Insights suggests coupons, product edits, campaigns, or stock action, move the work into approval controls or WooCommerce high-risk actions instead of treating a report observation as execution approval.

Owner and cadence

• Primary owner: operations lead for the affected workflow, watcher, agent, playbook, or custom tool.
• Review cadence: before first run, after failed runs, after provider changes, and during monthly automation review.
• Escalate when reports drive pricing, stock, campaign, refund, financial, or customer-impacting decisions.

Production checklist

• Compare AI summaries with visible charts, date filters, product reports, refunds, inventory, and campaign context before making decisions.
• Move recommendations that affect coupons, stock, campaigns, or products into approval-aware workflows.
• Define trigger, owner, input data, output, approval requirement, retry behavior, failure notification, and kill switch before enabling automation.
• Start with read-only runs or staging examples until the team has reviewed successful traces and audit records.

Acceptance checks

• Insights outputs are treated as decision support, not accounting or final financial reporting.
• Any store-changing next step has a reviewer and affected-record context.
• The workflow or agent has a named owner who can pause it and explain its last run.
• Failures produce enough audit, diagnostics, and notification context for another operator to respond.

Common mistakes

• Treating an AI summary as a financial report or approval to change products, coupons, stock, or campaigns.
• Turning a useful prompt into automation before defining trigger, owner, input scope, approval rule, and failure handling.
• Ignoring noisy alerts or failed runs until operators stop trusting the workflow surface.

Related operations

• Review the Insights feature page.
• Practice with the sales trends tutorial.
• Use Workflow Safety before enabling recurring automation.
• Use Automation Safe Mode and Kill Switches before production automation rollout.
• Review Audit Log Review after the first production runs.
• Use Model Evaluation and Regression Review before broad agent or workflow rollout.
• Use Playbooks and Quick Actions for repeatable structured tasks.
• Use Prompt Template Governance before sharing reusable instructions.
• Use Playbook Import Export and Agency Reuse before reusing client workflows.
• Use Tool Validation and Schema Testing before exposing custom tools.
• Use Webhook and External Service Security before sending data outside WordPress.
• Use Insights and Reporting Review before acting on AI summaries.
• Use Content and SEO Workflows before AI-assisted publishing work.
• Use Localization and Translation Review before publishing multilingual copy.
• Use Media Library Asset Lifecycle before reusing generated assets.
• Use Marketing Studio Campaign Review before campaign launches.
• Use Analytics Attribution Review before acting on campaign summaries.