diff --git a/frontend/src/app.css b/frontend/src/app.css
index b2d103a..93a802d 100644
--- a/frontend/src/app.css
+++ b/frontend/src/app.css
@@ -277,6 +277,18 @@ body {
   color: hsl(136 48% 26%);
 }
 
+.editorial-alert--warning {
+  border-color: hsl(42 78% 68%);
+  background: hsl(45 86% 92%);
+  color: hsl(36 68% 28%);
+}
+
+.editorial-alert--info {
+  border-color: hsl(204 56% 70%);
+  background: hsl(207 72% 93%);
+  color: hsl(207 78% 28%);
+}
+
 .products-table-shell {
   border: 1px solid hsl(35 24% 74% / 0.85);
   border-radius: 0.9rem;
diff --git a/frontend/src/lib/components/AutoFixBadge.svelte b/frontend/src/lib/components/AutoFixBadge.svelte
new file mode 100644
index 0000000..347c624
--- /dev/null
+++ b/frontend/src/lib/components/AutoFixBadge.svelte
@@ -0,0 +1,25 @@
+<script lang="ts">
+	import { Sparkles } from 'lucide-svelte';
+
+	interface Props {
+		autoFixes: string[];
+	}
+
+	let { autoFixes }: Props = $props();
+</script>
+
+{#if autoFixes && autoFixes.length > 0}
+	<div class="editorial-alert editorial-alert--success">
+		<div class="flex items-start gap-2">
+			<Sparkles class="size-5 shrink-0 mt-0.5" />
+			<div class="flex-1">
+				<p class="font-medium mb-1">Automatically adjusted</p>
+				<ul class="list-disc list-inside space-y-1 text-sm">
+					{#each autoFixes as fix}
+						<li>{fix}</li>
+					{/each}
+				</ul>
+			</div>
+		</div>
+	</div>
+{/if}
diff --git a/frontend/src/lib/components/MetadataDebugPanel.svelte b/frontend/src/lib/components/MetadataDebugPanel.svelte
new file mode 100644
index 0000000..22f035d
--- /dev/null
+++ b/frontend/src/lib/components/MetadataDebugPanel.svelte
@@ -0,0 +1,83 @@
+<script lang="ts">
+	import { Info, ChevronDown, ChevronRight } from 'lucide-svelte';
+	import type { ResponseMetadata } from '$lib/types';
+
+	interface Props {
+		metadata?: ResponseMetadata;
+	}
+
+	let { metadata }: Props = $props();
+
+	let expanded = $state(false);
+
+	function formatNumber(num: number): string {
+		return num.toLocaleString();
+	}
+</script>
+
+{#if metadata}
+	<div class="border border-gray-200 rounded-lg overflow-hidden">
+		<button
+			type="button"
+			onclick={() => (expanded = !expanded)}
+			class="w-full flex items-center gap-2 px-4 py-3 bg-gray-50 hover:bg-gray-100 transition-colors"
+		>
+			<Info class="size-4 text-gray-600" />
+			<span class="text-sm font-medium text-gray-700">Debug Information</span>
+			<div class="ml-auto">
+				{#if expanded}
+					<ChevronDown class="size-4 text-gray-500" />
+				{:else}
+					<ChevronRight class="size-4 text-gray-500" />
+				{/if}
+			</div>
+		</button>
+		{#if expanded}
+			<div class="p-4 bg-white border-t border-gray-200">
+				<dl class="grid grid-cols-1 gap-3 text-sm">
+					<div>
+						<dt class="font-medium text-gray-700">Model</dt>
+						<dd class="text-gray-600 font-mono text-xs mt-0.5">{metadata.model_used}</dd>
+					</div>
+					<div>
+						<dt class="font-medium text-gray-700">Duration</dt>
+						<dd class="text-gray-600">{formatNumber(metadata.duration_ms)} ms</dd>
+					</div>
+					{#if metadata.token_metrics}
+						<div>
+							<dt class="font-medium text-gray-700">Token Usage</dt>
+							<dd class="text-gray-600 space-y-1 mt-0.5">
+								<div class="flex justify-between">
+									<span>Prompt:</span>
+									<span class="font-mono text-xs"
+										>{formatNumber(metadata.token_metrics.prompt_tokens)}</span
+									>
+								</div>
+								<div class="flex justify-between">
+									<span>Completion:</span>
+									<span class="font-mono text-xs"
+										>{formatNumber(metadata.token_metrics.completion_tokens)}</span
+									>
+								</div>
+								{#if metadata.token_metrics.thoughts_tokens}
+									<div class="flex justify-between">
+										<span>Thinking:</span>
+										<span class="font-mono text-xs"
+											>{formatNumber(metadata.token_metrics.thoughts_tokens)}</span
+										>
+									</div>
+								{/if}
+								<div class="flex justify-between font-medium border-t border-gray-200 pt-1 mt-1">
+									<span>Total:</span>
+									<span class="font-mono text-xs"
+										>{formatNumber(metadata.token_metrics.total_tokens)}</span
+									>
+								</div>
+							</dd>
+						</div>
+					{/if}
+				</dl>
+			</div>
+		{/if}
+	</div>
+{/if}
diff --git a/frontend/src/lib/components/ReasoningChainViewer.svelte b/frontend/src/lib/components/ReasoningChainViewer.svelte
new file mode 100644
index 0000000..12c57b8
--- /dev/null
+++ b/frontend/src/lib/components/ReasoningChainViewer.svelte
@@ -0,0 +1,37 @@
+<script lang="ts">
+	import { Brain, ChevronDown, ChevronRight } from 'lucide-svelte';
+
+	interface Props {
+		reasoningChain?: string;
+	}
+
+	let { reasoningChain }: Props = $props();
+
+	let expanded = $state(false);
+</script>
+
+{#if reasoningChain}
+	<div class="border border-gray-200 rounded-lg overflow-hidden">
+		<button
+			type="button"
+			onclick={() => (expanded = !expanded)}
+			class="w-full flex items-center gap-2 px-4 py-3 bg-gray-50 hover:bg-gray-100 transition-colors"
+		>
+			<Brain class="size-4 text-gray-600" />
+			<span class="text-sm font-medium text-gray-700">AI Reasoning Process</span>
+			<div class="ml-auto">
+				{#if expanded}
+					<ChevronDown class="size-4 text-gray-500" />
+				{:else}
+					<ChevronRight class="size-4 text-gray-500" />
+				{/if}
+			</div>
+		</button>
+		{#if expanded}
+			<div class="p-4 bg-gray-50 border-t border-gray-200">
+				<pre
+					class="text-xs font-mono whitespace-pre-wrap text-gray-700 leading-relaxed">{reasoningChain}</pre>
+			</div>
+		{/if}
+	</div>
+{/if}
diff --git a/frontend/src/lib/components/StructuredErrorDisplay.svelte b/frontend/src/lib/components/StructuredErrorDisplay.svelte
new file mode 100644
index 0000000..64632ae
--- /dev/null
+++ b/frontend/src/lib/components/StructuredErrorDisplay.svelte
@@ -0,0 +1,48 @@
+<script lang="ts">
+	import { XCircle } from 'lucide-svelte';
+
+	interface Props {
+		error: string;
+	}
+
+	let { error }: Props = $props();
+
+	// Parse semicolon-separated errors from backend validation failures
+	const errors = $derived(
+		error.includes(';')
+			? error
+					.split(';')
+					.map((e) => e.trim())
+					.filter((e) => e.length > 0)
+			: [error]
+	);
+
+	// Extract prefix if present (e.g., "Generated routine failed safety validation: ")
+	const hasPrefix = $derived(errors.length === 1 && errors[0].includes(': '));
+	const prefix = $derived(
+		hasPrefix ? errors[0].substring(0, errors[0].indexOf(': ') + 1) : ''
+	);
+	const cleanedErrors = $derived(
+		hasPrefix && prefix ? [errors[0].substring(prefix.length)] : errors
+	);
+</script>
+
+<div class="editorial-alert editorial-alert--error">
+	<div class="flex items-start gap-2">
+		<XCircle class="size-5 shrink-0 mt-0.5" />
+		<div class="flex-1">
+			{#if prefix}
+				<p class="font-medium mb-2">{prefix.replace(':', '')}</p>
+			{/if}
+			{#if cleanedErrors.length === 1}
+				<p>{cleanedErrors[0]}</p>
+			{:else}
+				<ul class="list-disc list-inside space-y-1">
+					{#each cleanedErrors as err}
+						<li>{err}</li>
+					{/each}
+				</ul>
+			{/if}
+		</div>
+	</div>
+</div>
diff --git a/frontend/src/lib/components/ValidationWarningsAlert.svelte b/frontend/src/lib/components/ValidationWarningsAlert.svelte
new file mode 100644
index 0000000..11240e8
--- /dev/null
+++ b/frontend/src/lib/components/ValidationWarningsAlert.svelte
@@ -0,0 +1,40 @@
+<script lang="ts">
+	import { AlertTriangle } from 'lucide-svelte';
+
+	interface Props {
+		warnings: string[];
+	}
+
+	let { warnings }: Props = $props();
+
+	let expanded = $state(false);
+	const shouldCollapse = $derived(warnings.length > 3);
+	const displayedWarnings = $derived(
+		expanded || !shouldCollapse ? warnings : warnings.slice(0, 3)
+	);
+</script>
+
+{#if warnings && warnings.length > 0}
+	<div class="editorial-alert editorial-alert--warning">
+		<div class="flex items-start gap-2">
+			<AlertTriangle class="size-5 shrink-0 mt-0.5" />
+			<div class="flex-1">
+				<p class="font-medium mb-1">Validation Warnings</p>
+				<ul class="list-disc list-inside space-y-1 text-sm">
+					{#each displayedWarnings as warning}
+						<li>{warning}</li>
+					{/each}
+				</ul>
+				{#if shouldCollapse}
+					<button
+						type="button"
+						onclick={() => (expanded = !expanded)}
+						class="text-sm underline mt-2 hover:no-underline"
+					>
+						{expanded ? 'Show less' : `Show ${warnings.length - 3} more`}
+					</button>
+				{/if}
+			</div>
+		</div>
+	</div>
+{/if}
diff --git a/frontend/src/routes/products/suggest/+page.svelte b/frontend/src/routes/products/suggest/+page.svelte
index 92f4fb1..6481c2c 100644
--- a/frontend/src/routes/products/suggest/+page.svelte
+++ b/frontend/src/routes/products/suggest/+page.svelte
@@ -1,17 +1,26 @@
 <script lang="ts">
 	import { enhance } from '$app/forms';
 	import { resolve } from '$app/paths';
-	import type { ProductSuggestion } from '$lib/types';
+	import type { ProductSuggestion, ResponseMetadata } from '$lib/types';
 	import { m } from '$lib/paraglide/messages.js';
 	import { Badge } from '$lib/components/ui/badge';
 	import { Button } from '$lib/components/ui/button';
 	import { Card, CardContent, CardHeader, CardTitle } from '$lib/components/ui/card';
 	import { Sparkles, ArrowLeft } from 'lucide-svelte';
+	import ValidationWarningsAlert from '$lib/components/ValidationWarningsAlert.svelte';
+	import StructuredErrorDisplay from '$lib/components/StructuredErrorDisplay.svelte';
+	import AutoFixBadge from '$lib/components/AutoFixBadge.svelte';
+	import ReasoningChainViewer from '$lib/components/ReasoningChainViewer.svelte';
+	import MetadataDebugPanel from '$lib/components/MetadataDebugPanel.svelte';
 
 	let suggestions = $state<ProductSuggestion[] | null>(null);
 	let reasoning = $state('');
 	let loading = $state(false);
 	let errorMsg = $state<string | null>(null);
+	// Phase 3: Observability state
+	let validationWarnings = $state<string[] | undefined>(undefined);
+	let autoFixes = $state<string[] | undefined>(undefined);
+	let metadata = $state<ResponseMetadata | undefined>(undefined);
 
 	function enhanceForm() {
 		loading = true;
@@ -21,6 +30,10 @@
 			if (result.type === 'success' && result.data?.suggestions) {
 				suggestions = result.data.suggestions as ProductSuggestion[];
 				reasoning = result.data.reasoning as string;
+				// Phase 3: Extract observability data
+				validationWarnings = result.data.validation_warnings as string[] | undefined;
+				autoFixes = result.data.auto_fixes_applied as string[] | undefined;
+				metadata = result.data.metadata as ResponseMetadata | undefined;
 				errorMsg = null;
 			} else if (result.type === 'failure') {
 				errorMsg = (result.data?.error as string) ?? m["suggest_errorDefault"]();
@@ -41,7 +54,7 @@
 	</section>
 
 	{#if errorMsg}
-		<div class="editorial-alert editorial-alert--error">{errorMsg}</div>
+		<StructuredErrorDisplay error={errorMsg} />
 	{/if}
 
 	<Card class="reveal-2">
@@ -72,6 +85,22 @@
 			</Card>
 		{/if}
 
+		<!-- Phase 3: Observability components -->
+		<div class="space-y-4 reveal-3">
+			{#if autoFixes}
+				<AutoFixBadge autoFixes={autoFixes} />
+			{/if}
+			{#if validationWarnings}
+				<ValidationWarningsAlert warnings={validationWarnings} />
+			{/if}
+			{#if metadata?.reasoning_chain}
+				<ReasoningChainViewer reasoningChain={metadata.reasoning_chain} />
+			{/if}
+			{#if metadata}
+				<MetadataDebugPanel {metadata} />
+			{/if}
+		</div>
+
 		<div class="space-y-4 reveal-3">
 			<h3 class="text-lg font-semibold">{m["products_suggestResults"]()}</h3>
 			{#each suggestions as s (s.product_type)}
diff --git a/frontend/src/routes/routines/suggest/+page.svelte b/frontend/src/routes/routines/suggest/+page.svelte
index 4d0eaa0..4e35fdc 100644
--- a/frontend/src/routes/routines/suggest/+page.svelte
+++ b/frontend/src/routes/routines/suggest/+page.svelte
@@ -16,6 +16,11 @@
 	import SimpleSelect from '$lib/components/forms/SimpleSelect.svelte';
 	import { Tabs, TabsContent, TabsList, TabsTrigger } from '$lib/components/ui/tabs';
 	import { ChevronUp, ChevronDown, ArrowLeft, Sparkles } from 'lucide-svelte';
+	import ValidationWarningsAlert from '$lib/components/ValidationWarningsAlert.svelte';
+	import StructuredErrorDisplay from '$lib/components/StructuredErrorDisplay.svelte';
+	import AutoFixBadge from '$lib/components/AutoFixBadge.svelte';
+	import ReasoningChainViewer from '$lib/components/ReasoningChainViewer.svelte';
+	import MetadataDebugPanel from '$lib/components/MetadataDebugPanel.svelte';
 
 	let { data }: { data: PageData } = $props();
 
@@ -121,7 +126,7 @@
 	</section>
 
 	{#if errorMsg}
-		<div class="editorial-alert editorial-alert--error">{errorMsg}</div>
+		<StructuredErrorDisplay error={errorMsg} />
 	{/if}
 
 	<Tabs value="single" class="reveal-2 editorial-tabs">
@@ -215,6 +220,20 @@
 						</Card>
 					{/if}
 
+					<!-- Phase 3: Observability components -->
+					{#if suggestion.auto_fixes_applied}
+						<AutoFixBadge autoFixes={suggestion.auto_fixes_applied} />
+					{/if}
+					{#if suggestion.validation_warnings}
+						<ValidationWarningsAlert warnings={suggestion.validation_warnings} />
+					{/if}
+					{#if suggestion.metadata?.reasoning_chain}
+						<ReasoningChainViewer reasoningChain={suggestion.metadata.reasoning_chain} />
+					{/if}
+					{#if suggestion.metadata}
+						<MetadataDebugPanel metadata={suggestion.metadata} />
+					{/if}
+
 					<!-- Steps -->
 					<div class="space-y-2">
 						{#each suggestion.steps as step, i (i)}
@@ -323,6 +342,20 @@
 						</Card>
 					{/if}
 
+					<!-- Phase 3: Observability components -->
+					{#if batch.auto_fixes_applied}
+						<AutoFixBadge autoFixes={batch.auto_fixes_applied} />
+					{/if}
+					{#if batch.validation_warnings}
+						<ValidationWarningsAlert warnings={batch.validation_warnings} />
+					{/if}
+					{#if batch.metadata?.reasoning_chain}
+						<ReasoningChainViewer reasoningChain={batch.metadata.reasoning_chain} />
+					{/if}
+					{#if batch.metadata}
+						<MetadataDebugPanel metadata={batch.metadata} />
+					{/if}
+
 					<!-- Day cards -->
 					<div class="space-y-3">
 						{#each batch.days as day (day.date)}