diff --git a/app/Filament/Resources/Searches/Pages/ListSearches.php b/app/Filament/Resources/Searches/Pages/ListSearches.php
new file mode 100644
index 0000000..dc075f7
--- /dev/null
+++ b/app/Filament/Resources/Searches/Pages/ListSearches.php
@@ -0,0 +1,16 @@
+<?php
+
+namespace App\Filament\Resources\Searches\Pages;
+
+use App\Filament\Resources\Searches\SearchResource;
+use Filament\Resources\Pages\ListRecords;
+
+class ListSearches extends ListRecords
+{
+    protected static string $resource = SearchResource::class;
+
+    protected function getHeaderActions(): array
+    {
+        return [];
+    }
+}
diff --git a/app/Filament/Resources/Searches/SearchResource.php b/app/Filament/Resources/Searches/SearchResource.php
new file mode 100644
index 0000000..ee190cf
--- /dev/null
+++ b/app/Filament/Resources/Searches/SearchResource.php
@@ -0,0 +1,81 @@
+<?php
+
+namespace App\Filament\Resources\Searches;
+
+use App\Filament\NavigationGroup;
+use App\Filament\Resources\Searches\Pages\ListSearches;
+use App\Models\Search;
+use Filament\Resources\Resource;
+use Filament\Tables\Columns\TextColumn;
+use Filament\Tables\Filters\SelectFilter;
+use Filament\Tables\Table;
+
+class SearchResource extends Resource
+{
+    protected static ?string $model = Search::class;
+
+    protected static string|\UnitEnum|null $navigationGroup = NavigationGroup::Data;
+
+    protected static ?string $navigationLabel = 'Searches';
+
+    protected static ?int $navigationSort = 4;
+
+    public static function table(Table $table): Table
+    {
+        return $table
+            ->columns([
+                TextColumn::make('searched_at')
+                    ->label('Searched At')
+                    ->dateTime('d M Y H:i')
+                    ->sortable(),
+                TextColumn::make('fuel_type')
+                    ->label('Fuel Type')
+                    ->badge(),
+                TextColumn::make('results_count')
+                    ->label('Results')
+                    ->numeric()
+                    ->sortable(),
+                TextColumn::make('lowest_pence')
+                    ->label('Lowest')
+                    ->formatStateUsing(fn (int $state): string => number_format($state / 100, 1).'p')
+                    ->sortable(),
+                TextColumn::make('highest_pence')
+                    ->label('Highest')
+                    ->formatStateUsing(fn (int $state): string => number_format($state / 100, 1).'p')
+                    ->sortable(),
+                TextColumn::make('avg_pence')
+                    ->label('Average')
+                    ->formatStateUsing(fn (string $state): string => number_format((float) $state / 100, 1).'p')
+                    ->sortable(),
+                TextColumn::make('lat_bucket')
+                    ->label('Area (lat/lng)')
+                    ->formatStateUsing(fn (Search $record): string => $record->lat_bucket.', '.$record->lng_bucket)
+                    ->toggleable(isToggledHiddenByDefault: true),
+                TextColumn::make('ip_hash')
+                    ->label('IP Hash')
+                    ->limit(16)
+                    ->toggleable(isToggledHiddenByDefault: true),
+            ])
+            ->defaultSort('searched_at', 'desc')
+            ->filters([
+                SelectFilter::make('fuel_type')
+                    ->options([
+                        'E10' => 'E10',
+                        'E5' => 'E5',
+                        'B7_STANDARD' => 'B7 Standard',
+                        'B7_PREMIUM' => 'B7 Premium',
+                        'B10' => 'B10',
+                        'HVO' => 'HVO',
+                    ]),
+            ])
+            ->recordActions([])
+            ->toolbarActions([]);
+    }
+
+    public static function getPages(): array
+    {
+        return [
+            'index' => ListSearches::route('/'),
+        ];
+    }
+}
diff --git a/app/Filament/Widgets/StatsOverviewWidget.php b/app/Filament/Widgets/StatsOverviewWidget.php
index 517c0e5..cbf185a 100644
--- a/app/Filament/Widgets/StatsOverviewWidget.php
+++ b/app/Filament/Widgets/StatsOverviewWidget.php
@@ -47,7 +47,7 @@ class StatsOverviewWidget extends BaseWidget
 
     private function oilPredictionStat(): Stat
     {
-        $prediction = PricePrediction::latest('generated_at')->first();
+        $prediction = PricePrediction::bestFirst()->latest('generated_at')->first();
 
         if ($prediction === null) {
             return Stat::make('Latest oil prediction', 'None')
diff --git a/app/Http/Controllers/Api/AuthController.php b/app/Http/Controllers/Api/AuthController.php
new file mode 100644
index 0000000..d387fb0
--- /dev/null
+++ b/app/Http/Controllers/Api/AuthController.php
@@ -0,0 +1,60 @@
+<?php
+
+namespace App\Http\Controllers\Api;
+
+use App\Http\Controllers\Controller;
+use App\Models\User;
+use Illuminate\Http\JsonResponse;
+use Illuminate\Http\Request;
+use Illuminate\Support\Facades\Auth;
+use Illuminate\Validation\Rules\Password;
+use Laravel\Sanctum\PersonalAccessToken;
+
+class AuthController extends Controller
+{
+    public function register(Request $request): JsonResponse
+    {
+        $data = $request->validate([
+            'name' => ['required', 'string', 'max:255'],
+            'email' => ['required', 'email', 'max:255', 'unique:users,email'],
+            'password' => ['required', 'confirmed', Password::defaults()],
+        ]);
+
+        $user = User::create($data);
+        $token = $user->createToken('api')->plainTextToken;
+
+        return response()->json(['token' => $token, 'user' => $user], 201);
+    }
+
+    public function login(Request $request): JsonResponse
+    {
+        $credentials = $request->validate([
+            'email' => ['required', 'email'],
+            'password' => ['required', 'string'],
+        ]);
+
+        if (! Auth::attempt($credentials)) {
+            return response()->json(['message' => 'Invalid credentials.'], 401);
+        }
+
+        /** @var User $user */
+        $user = Auth::user();
+        $token = $user->createToken('api')->plainTextToken;
+
+        return response()->json(['token' => $token, 'user' => $user]);
+    }
+
+    public function logout(Request $request): JsonResponse
+    {
+        /** @var PersonalAccessToken $token */
+        $token = $request->user()->currentAccessToken();
+        $token->delete();
+
+        return response()->json(['message' => 'Logged out.']);
+    }
+
+    public function me(Request $request): JsonResponse
+    {
+        return response()->json($request->user());
+    }
+}
diff --git a/app/Http/Controllers/Api/StationController.php b/app/Http/Controllers/Api/StationController.php
index a4e742e..40f058b 100644
--- a/app/Http/Controllers/Api/StationController.php
+++ b/app/Http/Controllers/Api/StationController.php
@@ -7,15 +7,30 @@ use App\Http\Requests\Api\NearbyStationsRequest;
 use App\Http\Resources\Api\StationResource;
 use App\Models\Search;
 use App\Models\Station;
+use App\Services\PostcodeService;
 use Illuminate\Database\Query\JoinClause;
 use Illuminate\Http\JsonResponse;
+use Illuminate\Validation\ValidationException;
 
 class StationController extends Controller
 {
+    public function __construct(private readonly PostcodeService $postcodeService) {}
+
     public function index(NearbyStationsRequest $request): JsonResponse
     {
-        $lat = (float) $request->input('lat');
-        $lng = (float) $request->input('lng');
+        if ($request->filled('postcode')) {
+            $location = $this->postcodeService->resolve($request->string('postcode')->toString());
+
+            if ($location === null) {
+                throw ValidationException::withMessages(['postcode' => 'Postcode not found.']);
+            }
+
+            $lat = $location->lat;
+            $lng = $location->lng;
+        } else {
+            $lat = (float) $request->input('lat');
+            $lng = (float) $request->input('lng');
+        }
         $fuelType = $request->fuelType();
         $radius = $request->radius();
         $sort = $request->sort();
@@ -23,7 +38,7 @@ class StationController extends Controller
         $all = Station::query()
             ->selectRaw(
                 'stations.*, spc.price_pence, spc.fuel_type, spc.price_effective_at,
-                (6371 * acos(MAX(-1.0, MIN(1.0,
+                (6371 * acos(GREATEST(-1.0, LEAST(1.0,
                     cos(radians(?)) * cos(radians(lat)) * cos(radians(lng) - radians(?))
                     + sin(radians(?)) * sin(radians(lat))
                 )))) AS distance_km',
diff --git a/app/Http/Requests/Api/NearbyStationsRequest.php b/app/Http/Requests/Api/NearbyStationsRequest.php
index 322c0c5..ca63822 100644
--- a/app/Http/Requests/Api/NearbyStationsRequest.php
+++ b/app/Http/Requests/Api/NearbyStationsRequest.php
@@ -15,8 +15,9 @@ class NearbyStationsRequest extends FormRequest
     public function rules(): array
     {
         return [
-            'lat' => ['required', 'numeric', 'between:-90,90'],
-            'lng' => ['required', 'numeric', 'between:-180,180'],
+            'postcode' => ['nullable', 'string', 'max:10'],
+            'lat' => ['required_without:postcode', 'nullable', 'numeric', 'between:-90,90'],
+            'lng' => ['required_without:postcode', 'nullable', 'numeric', 'between:-180,180'],
             'fuel_type' => ['required', 'string'],
             'radius' => ['nullable', 'numeric', 'between:0.1,50'],
             'sort' => ['nullable', 'string', 'in:price,distance'],
diff --git a/app/Models/PricePrediction.php b/app/Models/PricePrediction.php
index e2d3102..31e6cc0 100644
--- a/app/Models/PricePrediction.php
+++ b/app/Models/PricePrediction.php
@@ -6,6 +6,7 @@ use App\Enums\PredictionSource;
 use App\Enums\TrendDirection;
 use Database\Factories\PricePredictionFactory;
 use Illuminate\Database\Eloquent\Attributes\Fillable;
+use Illuminate\Database\Eloquent\Builder;
 use Illuminate\Database\Eloquent\Factories\HasFactory;
 use Illuminate\Database\Eloquent\Model;
 use Illuminate\Support\Carbon;
@@ -18,6 +19,8 @@ use Illuminate\Support\Carbon;
  * @property int $confidence
  * @property string|null $reasoning
  * @property Carbon $generated_at
+ *
+ * @method static Builder<PricePrediction> bestFirst()
  */
 #[Fillable(['predicted_for', 'source', 'direction', 'confidence', 'reasoning', 'generated_at'])]
 class PricePrediction extends Model
@@ -37,4 +40,21 @@ class PricePrediction extends Model
             'generated_at' => 'datetime',
         ];
     }
+
+    /**
+     * Order by source quality: llm_with_context → llm → ewma.
+     * Use this whenever reading the "best" prediction for a given date.
+     *
+     * @param  Builder<PricePrediction>  $query
+     * @return Builder<PricePrediction>
+     */
+    public function scopeBestFirst(Builder $query): Builder
+    {
+        $priority = implode(', ', array_map(
+            fn (string $v) => "'$v'",
+            [PredictionSource::LlmWithContext->value, PredictionSource::Llm->value, PredictionSource::Ewma->value],
+        ));
+
+        return $query->orderByRaw("FIELD(source, $priority)");
+    }
 }
diff --git a/app/Models/User.php b/app/Models/User.php
index d080e39..cd7c0b5 100644
--- a/app/Models/User.php
+++ b/app/Models/User.php
@@ -13,13 +13,14 @@ use Illuminate\Foundation\Auth\User as Authenticatable;
 use Illuminate\Notifications\Notifiable;
 use Illuminate\Support\Str;
 use Laravel\Fortify\TwoFactorAuthenticatable;
+use Laravel\Sanctum\HasApiTokens;
 
 #[Fillable(['name', 'email', 'password', 'is_admin', 'postcode'])]
 #[Hidden(['password', 'two_factor_secret', 'two_factor_recovery_codes', 'remember_token'])]
 class User extends Authenticatable implements FilamentUser
 {
     /** @use HasFactory<UserFactory> */
-    use HasFactory, Notifiable, TwoFactorAuthenticatable;
+    use HasApiTokens, HasFactory, Notifiable, TwoFactorAuthenticatable;
 
     /**
      * Get the attributes that should be cast.
diff --git a/app/Providers/AppServiceProvider.php b/app/Providers/AppServiceProvider.php
index f1525e9..5930b8c 100644
--- a/app/Providers/AppServiceProvider.php
+++ b/app/Providers/AppServiceProvider.php
@@ -37,6 +37,13 @@ class AppServiceProvider extends ServiceProvider
             app()->isProduction(),
         );
 
+        // SQLite lacks GREATEST/LEAST scalar functions — register them for tests.
+        if (DB::connection()->getDriverName() === 'sqlite') {
+            $pdo = DB::connection()->getPdo();
+            $pdo->sqliteCreateFunction('GREATEST', fn (...$args) => max($args), -1);
+            $pdo->sqliteCreateFunction('LEAST', fn (...$args) => min($args), -1);
+        }
+
         Password::defaults(fn (): ?Password => app()->isProduction()
             ? Password::min(12)
                 ->mixedCase()
diff --git a/app/Services/OilPriceService.php b/app/Services/OilPriceService.php
index 40b0549..02c7d8b 100644
--- a/app/Services/OilPriceService.php
+++ b/app/Services/OilPriceService.php
@@ -86,8 +86,9 @@ class OilPriceService
     }
 
     /**
-     * Generate a prediction using LLM first, falling back to EWMA.
-     * Stores the result in price_predictions and returns it.
+     * Generate predictions from all available sources and store each one.
+     * EWMA always runs. LLM runs when an API key is configured.
+     * Returns the highest-confidence prediction (LLM preferred over EWMA).
      */
     public function generatePrediction(): ?PricePrediction
     {
@@ -101,20 +102,24 @@ class OilPriceService
             return null;
         }
 
-        $prediction = null;
+        $ewma = $this->generateEwmaPrediction($prices);
+
+        if ($ewma !== null) {
+            PricePrediction::create($ewma->toArray());
+        }
+
+        $llm = null;
 
         if (config('services.anthropic.api_key')) {
-            $prediction = $this->generateLlmPredictionWithContext($prices);
-            $prediction ??= $this->generateLlmPrediction($prices);
+            $llm = $this->generateLlmPredictionWithContext($prices);
+            $llm ??= $this->generateLlmPrediction($prices);
+
+            if ($llm !== null) {
+                PricePrediction::create($llm->toArray());personal_access_tokens
+            }
         }
 
-        $prediction ??= $this->generateEwmaPrediction($prices);
-
-        if ($prediction !== null) {
-            PricePrediction::create($prediction->toArray());
-        }
-
-        return $prediction;
+        return $llm ?? $ewma;
     }
 
     /**
@@ -171,9 +176,7 @@ class OilPriceService
             }
 
             $text = $response->json('content.0.text') ?? '';
-            $text = preg_replace('/^```(?:json)?\s*/m', '', trim($text));
-            $text = preg_replace('/```\s*$/m', '', $text);
-            $data = json_decode(trim($text), true);
+            $data = $this->extractJson($text);
 
             if (! isset($data['direction'], $data['confidence'], $data['reasoning'])) {
                 Log::error('OilPriceService: unexpected LLM response format', ['text' => $text]);
@@ -237,10 +240,9 @@ class OilPriceService
 
         $url = 'https://api.anthropic.com/v1/messages';
         $messages = [['role' => 'user', 'content' => $prompt]];
-        $response = null;
 
         try {
-            for ($i = 0; $i < 5; $i++) {
+            for ($i = 0, $response = null; $i < 5; $i++) {
                 $response = $this->apiLogger->send('anthropic', 'POST', $url, fn () => Http::timeout(30)
                     ->withHeaders([
                         'x-api-key' => config('services.anthropic.api_key'),
@@ -249,12 +251,15 @@ class OilPriceService
                     ->post($url, [
                         'model' => config('services.anthropic.model', 'claude-sonnet-4-6'),
                         'max_tokens' => 1024,
-                        'tools' => [['type' => 'web_search_20260209', 'name' => 'web_search']],
+                        'tools' => [['type' => 'web_search_20250305', 'name' => 'web_search']],
                         'messages' => $messages,
                     ]));
 
                 if (! $response->successful()) {
-                    Log::error('OilPriceService: Anthropic context request failed', ['status' => $response->status()]);
+                    Log::error('OilPriceService: Anthropic context request failed', [
+                        'status' => $response->status(),
+                        'body' => $response->body(),
+                    ]);
 
                     return null;
                 }
@@ -266,12 +271,13 @@ class OilPriceService
                 $messages[] = ['role' => 'assistant', 'content' => $response->json('content')];
             }
 
-            $text = collect($response->json('content') ?? [])
-                ->firstWhere('type', 'text')['text'] ?? '';
+            $content = $response->json('content') ?? [];
 
-            $text = preg_replace('/^```(?:json)?\s*/m', '', trim($text));
-            $text = preg_replace('/```\s*$/m', '', $text);
-            $data = json_decode(trim($text), true);
+            $text = collect($content)
+                ->filter(fn ($b) => ($b['type'] ?? '') === 'text')
+                ->implode('text', '');
+
+            $data = $this->extractJson($text);
 
             if (! isset($data['direction'], $data['confidence'], $data['reasoning'])) {
                 Log::error('OilPriceService: unexpected context LLM response format', ['text' => $text]);
@@ -366,6 +372,23 @@ class OilPriceService
         return round($ema, 4);
     }
 
+    /**
+     * Strip markdown code fences from a string and extract the first JSON object found.
+     * Handles prose preambles that Claude sometimes adds before the JSON.
+     */
+    private function extractJson(string $text): ?array
+    {
+        $text = preg_replace('/^```(?:json)?\s*/m', '', trim($text));
+        $text = preg_replace('/```\s*$/m', '', $text);
+        $start = strpos($text, '{');
+        $end = strrpos($text, '}');
+        if ($start === false || $end === false) {
+            return null;
+        }
+
+        return json_decode(substr($text, $start, $end - $start + 1), true) ?: null;
+    }
+
     /**
      * Map a % change magnitude to a 0–EWMA_MAX_CONFIDENCE confidence score.
      * 1.5% → ~30, 3% → ~50, 5%+ → 65.
diff --git a/bootstrap/app.php b/bootstrap/app.php
index c3928c5..6086def 100644
--- a/bootstrap/app.php
+++ b/bootstrap/app.php
@@ -3,6 +3,7 @@
 use Illuminate\Foundation\Application;
 use Illuminate\Foundation\Configuration\Exceptions;
 use Illuminate\Foundation\Configuration\Middleware;
+use Illuminate\Http\Request;
 
 return Application::configure(basePath: dirname(__DIR__))
     ->withRouting(
@@ -15,5 +16,5 @@ return Application::configure(basePath: dirname(__DIR__))
         //
     })
     ->withExceptions(function (Exceptions $exceptions): void {
-        //
+        $exceptions->shouldRenderJsonWhen(fn (Request $request) => $request->is('api/*'));
     })->create();
diff --git a/routes/api.php b/routes/api.php
index 7039e84..28c0be6 100644
--- a/routes/api.php
+++ b/routes/api.php
@@ -1,6 +1,5 @@
 <?php
 
-use App\Http\Controllers\Api\AuthController;
 use App\Http\Controllers\Api\PredictionController;
 use App\Http\Controllers\Api\StationController;
 use App\Http\Controllers\Api\StatsController;
@@ -9,12 +8,3 @@ use Illuminate\Support\Facades\Route;
 Route::get('/stations', [StationController::class, 'index']);
 Route::get('/stats/searches', [StatsController::class, 'searches']);
 Route::get('/prediction', [PredictionController::class, 'index']);
-
-Route::prefix('auth')->group(function (): void {
-    Route::post('/register', [AuthController::class, 'register']);
-    Route::post('/login', [AuthController::class, 'login']);
-    Route::middleware('auth:sanctum')->group(function (): void {
-        Route::post('/logout', [AuthController::class, 'logout']);
-        Route::get('/me', [AuthController::class, 'me']);
-    });
-});
diff --git a/tests/Feature/Api/AuthControllerTest.php b/tests/Feature/Api/AuthControllerTest.php
new file mode 100644
index 0000000..4095d35
--- /dev/null
+++ b/tests/Feature/Api/AuthControllerTest.php
@@ -0,0 +1,81 @@
+<?php
+
+use App\Models\User;
+use Illuminate\Foundation\Testing\RefreshDatabase;
+
+uses(RefreshDatabase::class);
+
+it('registers a new user and returns a token', function () {
+    $this->postJson('/api/auth/register', [
+        'name' => 'Test User',
+        'email' => 'test@example.com',
+        'password' => 'password',
+        'password_confirmation' => 'password',
+    ])
+        ->assertCreated()
+        ->assertJsonStructure(['token', 'user' => ['id', 'name', 'email']]);
+});
+
+it('returns 422 when register fields are missing', function () {
+    $this->postJson('/api/auth/register')
+        ->assertUnprocessable()
+        ->assertJsonValidationErrors(['name', 'email', 'password']);
+});
+
+it('returns 422 when email is already taken', function () {
+    User::factory()->create(['email' => 'taken@example.com']);
+
+    $this->postJson('/api/auth/register', [
+        'name' => 'Another User',
+        'email' => 'taken@example.com',
+        'password' => 'password',
+        'password_confirmation' => 'password',
+    ])
+        ->assertUnprocessable()
+        ->assertJsonValidationErrors(['email']);
+});
+
+it('logs in with valid credentials and returns a token', function () {
+    $user = User::factory()->create(['password' => bcrypt('secret123')]);
+
+    $this->postJson('/api/auth/login', [
+        'email' => $user->email,
+        'password' => 'secret123',
+    ])
+        ->assertOk()
+        ->assertJsonStructure(['token', 'user']);
+});
+
+it('returns 401 for invalid credentials', function () {
+    User::factory()->create(['email' => 'user@example.com', 'password' => bcrypt('correct')]);
+
+    $this->postJson('/api/auth/login', [
+        'email' => 'user@example.com',
+        'password' => 'wrong',
+    ])->assertUnauthorized();
+});
+
+it('returns the authenticated user on /me', function () {
+    $user = User::factory()->create();
+
+    $this->actingAs($user, 'sanctum')
+        ->getJson('/api/auth/me')
+        ->assertOk()
+        ->assertJsonPath('email', $user->email);
+});
+
+it('logs out and revokes the token', function () {
+    $user = User::factory()->create();
+    $token = $user->createToken('api')->plainTextToken;
+
+    $this->withToken($token)
+        ->postJson('/api/auth/logout')
+        ->assertOk()
+        ->assertJsonPath('message', 'Logged out.');
+
+    expect($user->tokens()->count())->toBe(0);
+});
+
+it('returns 401 on protected routes without a token', function () {
+    $this->getJson('/api/auth/me')->assertUnauthorized();
+});
diff --git a/tests/Feature/Api/StationControllerTest.php b/tests/Feature/Api/StationControllerTest.php
index 32156cc..f085008 100644
--- a/tests/Feature/Api/StationControllerTest.php
+++ b/tests/Feature/Api/StationControllerTest.php
@@ -4,6 +4,7 @@ use App\Enums\FuelType;
 use App\Models\Station;
 use App\Models\StationPriceCurrent;
 use Illuminate\Foundation\Testing\RefreshDatabase;
+use Illuminate\Support\Facades\Http;
 
 uses(RefreshDatabase::class);
 
@@ -102,3 +103,53 @@ it('returns 422 when required params are missing', function () {
     $this->getJson('/api/stations?lat=52.5')
         ->assertUnprocessable();
 });
+
+it('resolves a full postcode to coordinates and returns nearby stations', function () {
+    $station = Station::factory()->create(['lat' => 51.5010, 'lng' => -0.1415]);
+    StationPriceCurrent::factory()->create([
+        'station_id' => $station->node_id,
+        'fuel_type' => FuelType::E10,
+        'price_pence' => 14200,
+    ]);
+
+    Http::fake([
+        'api.postcodes.io/postcodes/SW1A1AA' => Http::response([
+            'status' => 200,
+            'result' => ['postcode' => 'SW1A 1AA', 'latitude' => 51.5010, 'longitude' => -0.1415],
+        ]),
+    ]);
+
+    $this->getJson('/api/stations?postcode=SW1A+1AA&fuel_type=e10&radius=1')
+        ->assertOk()
+        ->assertJsonPath('meta.count', 1);
+});
+
+it('resolves an outcode to coordinates', function () {
+    $station = Station::factory()->create(['lat' => 51.5010, 'lng' => -0.1415]);
+    StationPriceCurrent::factory()->create([
+        'station_id' => $station->node_id,
+        'fuel_type' => FuelType::E10,
+        'price_pence' => 14200,
+    ]);
+
+    Http::fake([
+        'api.postcodes.io/outcodes/SW1A' => Http::response([
+            'status' => 200,
+            'result' => ['outcode' => 'SW1A', 'latitude' => 51.5010, 'longitude' => -0.1415],
+        ]),
+    ]);
+
+    $this->getJson('/api/stations?postcode=SW1A&fuel_type=e10&radius=1')
+        ->assertOk()
+        ->assertJsonPath('meta.count', 1);
+});
+
+it('returns 422 when postcode cannot be resolved', function () {
+    Http::fake([
+        'api.postcodes.io/*' => Http::response(['status' => 404, 'error' => 'Postcode not found'], 404),
+    ]);
+
+    $this->getJson('/api/stations?postcode=ZZ99+9ZZ&fuel_type=e10')
+        ->assertUnprocessable()
+        ->assertJsonValidationErrors(['postcode']);
+});
diff --git a/tests/Unit/Services/OilPriceServiceTest.php b/tests/Unit/Services/OilPriceServiceTest.php
index 7b71bac..f9efb37 100644
--- a/tests/Unit/Services/OilPriceServiceTest.php
+++ b/tests/Unit/Services/OilPriceServiceTest.php
@@ -221,7 +221,7 @@ it('sends web_search tool in the context prediction request', function (): void
     Http::assertSent(function ($request) {
         $tools = $request->data()['tools'] ?? [];
 
-        return collect($tools)->contains(fn ($t) => $t['type'] === 'web_search_20260209');
+        return collect($tools)->contains(fn ($t) => $t['type'] === 'web_search_20250305');
     });
 });
 
@@ -299,7 +299,7 @@ it('uses LLM with context when API key is configured', function (): void {
     $prediction = $this->service->generatePrediction();
 
     expect($prediction->source)->toBe(PredictionSource::LlmWithContext)
-        ->and(PricePrediction::count())->toBe(1);
+        ->and(PricePrediction::count())->toBe(2);
 });
 
 it('falls back to plain LLM when context method fails', function (): void {
@@ -323,7 +323,7 @@ it('falls back to plain LLM when context method fails', function (): void {
     $prediction = $this->service->generatePrediction();
 
     expect($prediction->source)->toBe(PredictionSource::Llm)
-        ->and(PricePrediction::count())->toBe(1);
+        ->and(PricePrediction::count())->toBe(2);
 });
 
 it('falls back to EWMA when both LLM methods fail', function (): void {