diff --git a/.github/workflows/www-tests.yml b/.github/workflows/www-tests.yml
index a29e1b4765c..2a824cc89ab 100644
--- a/.github/workflows/www-tests.yml
+++ b/.github/workflows/www-tests.yml
@@ -10,6 +10,8 @@ on:
       - 'apps/www/lib/**/*.js'
       - 'apps/www/content/md/**'
       - 'apps/www/scripts/**/*.mjs'
+      - 'apps/www/data/**'
+      - 'packages/shared-data/**'
 
 # Cancel old builds on new commit for same workflow + branch/PR
 concurrency:
diff --git a/apps/www/components/Pricing/PricingDiskSection.tsx b/apps/www/components/Pricing/PricingDiskSection.tsx
index a4b30841d61..decbc8198cb 100644
--- a/apps/www/components/Pricing/PricingDiskSection.tsx
+++ b/apps/www/components/Pricing/PricingDiskSection.tsx
@@ -18,7 +18,9 @@ const diskTypes = Object.values(DISK_PRICING).map((disk) => ({
   throughput:
     disk.includedPerProject && disk.perUnitMonth.throughputMBps !== null
       ? `${disk.includedPerProject.throughputMBps} MB/s included\nthen ${usd(disk.perUnitMonth.throughputMBps)} per MB/s`
-      : (disk.throughputNote ?? ''),
+      : 'throughputNote' in disk
+        ? disk.throughputNote
+        : '',
   durability: `${disk.durabilityPercent}%`,
 }))
 
diff --git a/apps/www/lib/llms.test.ts b/apps/www/lib/llms.test.ts
new file mode 100644
index 00000000000..cb509ce6300
--- /dev/null
+++ b/apps/www/lib/llms.test.ts
@@ -0,0 +1,15 @@
+import { describe, expect, it } from 'vitest'
+
+import { generatePricingContent } from './llms'
+
+describe('generatePricingContent', () => {
+  it('builds without throwing and carries the derived billing example', () => {
+    let content = ''
+    expect(() => {
+      content = generatePricingContent()
+    }).not.toThrow()
+    expect(content).toContain('in compute credits')
+    expect(content).toContain('## Disk Storage')
+    expect(content).toContain('Structured pricing data (JSON): https://supabase.com/pricing.json')
+  })
+})
diff --git a/apps/www/lib/llms.ts b/apps/www/lib/llms.ts
index 25acba76173..c50d992ac44 100644
--- a/apps/www/lib/llms.ts
+++ b/apps/www/lib/llms.ts
@@ -136,7 +136,9 @@ function buildDiskSection(): string {
     const throughput =
       disk.includedPerProject && disk.perUnitMonth.throughputMBps !== null
         ? `${qty(disk.includedPerProject.throughputMBps)} MB/s included, then ${usd(disk.perUnitMonth.throughputMBps)} per MB/s`
-        : (disk.throughputNote ?? '')
+        : 'throughputNote' in disk
+          ? disk.throughputNote
+          : ''
 
     return [
       `${disk.displayName} (${type})`,
diff --git a/apps/www/lib/pricing-json.ts b/apps/www/lib/pricing-json.ts
index a363c7d8831..4a9b35cc0bb 100644
--- a/apps/www/lib/pricing-json.ts
+++ b/apps/www/lib/pricing-json.ts
@@ -65,7 +65,7 @@ function buildComputeTiers(): ComputeTier[] {
 export function buildPricingJson() {
   return {
     description:
-      'Machine-readable pricing for https://supabase.com/pricing. Informational, not a billing API. Monthly totals depend on plan quotas, compute credits, and the spend cap encoded below; metered prices apply only beyond includedByPlan quotas.',
+      "Machine-readable pricing for https://supabase.com/pricing. Informational, not a billing API. Monthly totals depend on plan quotas, compute credits, and the spend cap encoded below; metered prices apply only beyond includedByPlan quotas. In includedByPlan: null means the metric is not available on that plan, 0 means available with no included quota, 'custom' means negotiated.",
     source: 'https://supabase.com/pricing',
     docs: 'https://supabase.com/docs/guides/platform/org-based-billing',
     currency: 'USD',
@@ -94,7 +94,7 @@ export function buildPricingJson() {
         durabilityPercent: disk.durabilityPercent,
         includedPerProject: disk.includedPerProject,
         perUnitMonth: disk.perUnitMonth,
-        ...(disk.throughputNote ? { throughputNote: disk.throughputNote } : {}),
+        ...('throughputNote' in disk ? { throughputNote: disk.throughputNote } : {}),
       })),
     },
     meters: Object.entries(METERS).map(([id, meter]) => ({