diff --git a/src/components/order-details.tsx b/src/components/order-details.tsx
index 5d300a3..c8094d4 100644
--- a/src/components/order-details.tsx
+++ b/src/components/order-details.tsx
@@ -13,12 +13,9 @@ import {
   type OrderReceipt,
   type OrderRating,
 } from "@/lib/hooks";
-
-const PLATFORM_LABEL: Record<string, string> = {
-  doordash: "DoorDash",
-  ubereats: "Uber Eats",
-  uber: "Uber",
-};
+// One platform vocabulary, shared with the intake cards — three copies had
+// already drifted apart (the intake one was missing `uber`).
+import { platformLabel } from "@/lib/intake-rules";
 
 /**
  * Who records verdicts. A two-person household with one primary user: the
@@ -99,7 +96,7 @@ export function OrderDetails({
         <p className="text-xs text-zinc-500">
           Order details
           {receipt.platform && (
-            <span className="ml-1.5 text-zinc-400">{PLATFORM_LABEL[receipt.platform] ?? receipt.platform}</span>
+            <span className="ml-1.5 text-zinc-400">{platformLabel(receipt.platform)}</span>
           )}
         </p>
         {receipt.card_last4 && (
diff --git a/src/lib/intake-rules.ts b/src/lib/intake-rules.ts
index 69c9bc3..398d7bf 100644
--- a/src/lib/intake-rules.ts
+++ b/src/lib/intake-rules.ts
@@ -43,6 +43,7 @@ export function platformForSource(source: IntakeSource): string | null {
 export const PLATFORM_LABEL: Record<string, string> = {
   ubereats: "Uber Eats",
   doordash: "DoorDash",
+  uber: "Uber",
 };
 
 export function platformLabel(platform: string | null): string {
@@ -51,10 +52,16 @@ export function platformLabel(platform: string | null): string {
 
 /**
  * A small pattern list, not an exact lookup (plan §2, Codex #6). Uber Eats prints
- * `Coles (Wyndham Vale)`, a PDF may print `Woolworths Group Limited`; substring on
- * the normalised name covers both without a merchant master-data subsystem.
+ * `Coles (Wyndham Vale)`, a PDF may print `Woolworths Group Limited`; a
+ * word-boundary alternation on the normalised name covers both without a
+ * merchant master-data subsystem.
+ *
+ * The boundaries are load-bearing, not tidiness: a bare substring made
+ * `Bigals Pizza` a grocer, because "b-IGA-ls" contains `iga`. Short names in a
+ * substring list collide with ordinary words, and the collision reads as a
+ * correct classification.
  */
-export const GROCERY_PATTERN = /coles|woolworths|woolies|aldi|iga|foodworks|costco/i;
+export const GROCERY_PATTERN = /\b(coles|woolworths|woolies|aldi|iga|foodworks|costco)\b/i;
 
 /**
  * The normalised merchant used for matching and for the remembered-kind table.
@@ -219,10 +226,27 @@ export function toLineItems(items: ExtractedItem[]): StoredLineItem[] {
     });
 }
 
-/** Does the stored merchant name denote the extracted one? Exact key, or one contains the other. */
+/** Is `needle` a contiguous run of whole words inside `hay`? */
+function containsWordRun(hay: string[], needle: string[]): boolean {
+  if (!needle.length || needle.length > hay.length) return false;
+  for (let i = 0; i + needle.length <= hay.length; i++) {
+    if (needle.every((w, j) => hay[i + j] === w)) return true;
+  }
+  return false;
+}
+
+/**
+ * Does the stored merchant name denote the extracted one? One name's words must
+ * appear as a contiguous run inside the other's — so `Coles` matches
+ * `Coles (Wyndham Vale)` and `Order - Coles (Wyndham Vale)`, which is spelling,
+ * not widening.
+ *
+ * Whole words, never a raw substring: `merchantKey("Bigals Pizza")` contains
+ * `iga`, so a pizza shop matched every IGA on the same date and total.
+ */
 export function merchantMatches(stored: string | null | undefined, extracted: string | null | undefined): boolean {
-  const a = merchantKey(stored);
-  const b = merchantKey(extracted);
-  if (!a || !b) return false;
-  return a === b || a.includes(b) || b.includes(a);
+  const a = merchantKey(stored).split(" ").filter(Boolean);
+  const b = merchantKey(extracted).split(" ").filter(Boolean);
+  if (!a.length || !b.length) return false;
+  return containsWordRun(a, b) || containsWordRun(b, a);
 }
diff --git a/src/lib/order-ingestion.ts b/src/lib/order-ingestion.ts
index e60e4ab..f588477 100644
--- a/src/lib/order-ingestion.ts
+++ b/src/lib/order-ingestion.ts
@@ -12,13 +12,6 @@ export const CUTOVER_DATE = "2026-01-09";
  */
 export const DEFAULT_OWNER_ID = 1;
 
-/** Human labels for the platform a receipt came from. */
-export const PLATFORM_LABEL: Record<ParsedOrder["platform"], string> = {
-  doordash: "DoorDash",
-  ubereats: "Uber Eats",
-  uber: "Uber",
-};
-
 /**
  * Transaction description.
  *