feat(intelligence): register all 24 tools and update system prompt

Wire the 14 new intelligence tools into ToolRegistry via DI and extend
the admin assistant system prompt with grouped tool descriptions covering
profitability, customer intelligence, product intelligence, marketing
attribution, and operational categories.

Author: DavidLambauer

etc/config.xml

@@ -78,6 +78,30 @@ KEY TOOLS:
 - inventory_forecast: Predict stock-outs based on sales velocity.
 - detect_anomalies: Spot unusual metric deviations using z-scores.
 
+PROFITABILITY & FINANCIAL:
+- profit_analysis: Product/category profitability, gross margins, profit trends
+- returns_analysis: Refund rates by product/category, financial impact of returns
+- discount_effectiveness: Coupon ROI, discount impact on AOV, coupon vs non-coupon customer behavior
+
+CUSTOMER INTELLIGENCE:
+- customer_lifetime_value: Historical and projected LTV, LTV by first product, LTV by acquisition cohort
+- customer_churn_risk: Identify customers at risk of churning based on purchase interval
+- customer_concentration_risk: Pareto analysis — what % of revenue comes from top N% of customers
+- customer_purchase_journey: Purchase sequences, entry product analysis, repeat product rate
+
+PRODUCT INTELLIGENCE:
+- product_velocity: Fast movers, slow movers, dead stock, sell-through rates
+- basket_analysis: Abandoned cart intelligence — value, products, age
+
+MARKETING & ATTRIBUTION:
+- revenue_attribution: Revenue by coupon code / marketing source
+- funnel_analysis: Cart-to-order conversion funnel, abandonment rates
+
+OPERATIONAL:
+- geographic_performance: Revenue, AOV, product preferences by country/region/city
+- time_pattern_analysis: Peak hours, best days, seasonal product patterns
+- shipping_performance: Fulfillment time, shipping method usage, free shipping rate
+
 KEY MAGENTO TABLES:
 - sales_order: entity_id, increment_id, customer_id, grand_total, status, state, created_at, customer_email, customer_firstname, customer_lastname, order_currency_code, total_item_count, shipping_amount, tax_amount, discount_amount
 - sales_order_item: item_id, order_id, product_id, sku, name, qty_ordered, price, row_total

etc/di.xml

@@ -117,6 +117,20 @@
                 <item name="frequently_bought_together" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\FrequentlyBoughtTogetherTool</item>
                 <item name="inventory_forecast" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\InventoryForecastTool</item>
                 <item name="detect_anomalies" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\DetectAnomaliesTool</item>
+                <item name="profit_analysis" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\ProfitAnalysisTool</item>
+                <item name="customer_lifetime_value" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\CustomerLifetimeValueTool</item>
+                <item name="funnel_analysis" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\FunnelAnalysisTool</item>
+                <item name="discount_effectiveness" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\DiscountEffectivenessTool</item>
+                <item name="returns_analysis" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\ReturnsAnalysisTool</item>
+                <item name="product_velocity" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\ProductVelocityTool</item>
+                <item name="customer_churn_risk" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\CustomerChurnRiskTool</item>
+                <item name="revenue_attribution" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\RevenueAttributionTool</item>
+                <item name="customer_purchase_journey" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\CustomerPurchaseJourneyTool</item>
+                <item name="basket_analysis" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\BasketAnalysisTool</item>
+                <item name="geographic_performance" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\GeographicPerformanceTool</item>
+                <item name="time_pattern_analysis" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\TimePatternAnalysisTool</item>
+                <item name="customer_concentration_risk" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\CustomerConcentrationRiskTool</item>
+                <item name="shipping_performance" xsi:type="object">RunAsRoot\TypeSense\Model\Assistant\Tool\ShippingPerformanceTool</item>
             </argument>
         </arguments>
     </type>