Material changes, opportunities, recommended actions, and evidence.
Connects more operating signals to reveal risks, opportunities, and impact paths.
Core focuses on decisions and next actions. Pro adds cross-functional analysis, deeper reasoning, and continuous validation on the same data foundation.
Both plans share the same data connections, account controls, and metric definitions. They differ in analytical scope.
For teams that need clearer operating decisions across growth, assortment, and customer behavior.
For teams that need to connect multiple operating signals, assess impact, and make executable decisions.
Covers operating signals, customer and assortment decisions, explanations, and follow-up questions.
Includes all Core capabilities plus cross-functional analysis, deeper reasoning, and continuous validation.
Core covers decisions, opportunity detection, and recommended actions. Pro adds cross-functional analysis, deeper reasoning, and continuous validation.
Material changes, opportunities, recommended actions, and evidence.
Connects more operating signals to reveal risks, opportunities, and impact paths.
Available in Pro
Cross-check refund, profit, inventory, and product signals to locate issues that need review.
Use sales mix, price bands, multiweek trends, and product performance to build the assortment list.
Add refund, profit, and inventory evidence to the Core view.
Customer growth, repeat purchase, source products, and product preferences.
Customer growth, repeat purchase, source products, product preferences, and high-value customer analysis.
Available in Pro
Session comparisons, SKU rankings, P90 sales velocity, refund maturity, retained sales, and profit.
Available in Pro
Coverage, sell-through, capital exposure, stockout risk, and replenishment priority.
Available in Pro
Refund maturity, product and session attribution, handling timeliness, and profit impact.
Key decisions, change explanations, recommended actions, and evidence.
Adds cross-functional signals, impact reasoning, and outcome validation.
Questions and follow-up on the current decision context.
Questions and follow-up across connected operating signals.
Available in Pro
Free-form operating Q&A, follow-ups, charts, tables, and local or Feishu document analysis.
Available in Pro
Operating review, selection and allocation, content planning, competitive teardown, bulk copywriting, and publishing schedules.
Standard thinking.
Standard and deep thinking.
Xiaohongshu orders and refunds, ERP inventory and cost, Feishu documents, and local files.
Same as Core.
Tenant, user, store, and capability access control.
Tenant, user, store, and capability access control.
Onboarding includes data connections, access control, metric checks, and acceptance using live business data.
The table shows the standard scope included with Core and Pro. Expansion rules and fees are provided in the quotation. Custom development is not included and is scoped separately.
Each conclusion retains its data source, metric definition, and observation time. Operating actions remain with the team.