diff --git a/src/lib/components/EmailUpdates/EmailUpdatesForm.svelte b/src/lib/components/EmailUpdates/EmailUpdatesForm.svelte
index 25bf33ad..b105e9bb 100644
--- a/src/lib/components/EmailUpdates/EmailUpdatesForm.svelte
+++ b/src/lib/components/EmailUpdates/EmailUpdatesForm.svelte
@@ -1,5 +1,6 @@
 <script>
   import Grid from '$lib/components/Grid.svelte';
+  import { page } from '$app/stores';
   import { EMAIL_CATEGORIES, createEmailUpdatesForm } from '$lib/email-updates.js';
 
   export let defaultCategory;
@@ -10,6 +11,12 @@
   const { email, car, selectedCategories, status, errorMessage, submit } = createEmailUpdatesForm();
 
   let everything = true;
+  let seededCar;
+
+  $: if (askForCar && $page.url.searchParams.get('car') !== (seededCar ?? null)) {
+    seededCar = $page.url.searchParams.get('car');
+    if (seededCar) car.set(seededCar);
+  }
 
   $: primaryCategory = EMAIL_CATEGORIES.find(({ key }) => key === defaultCategory);
   $: $selectedCategories = everything ? EMAIL_CATEGORIES.map(({ key }) => key) : [defaultCategory];
diff --git a/src/lib/components/HarnessSelector/HarnessSelector.svelte b/src/lib/components/HarnessSelector/HarnessSelector.svelte
index 8b9431ed..efd26751 100644
--- a/src/lib/components/HarnessSelector/HarnessSelector.svelte
+++ b/src/lib/components/HarnessSelector/HarnessSelector.svelte
@@ -8,6 +8,7 @@
   import { allHarnesses, vehicleHarnesses, genericHarnesses } from '$lib/utils/harnesses';
   import { selectedCar } from '../../../store';
   import { NO_HARNESS_OPTION } from '$lib/constants/vehicles.js';
+  import { matchesSearch } from '$lib/utils/carSearch.js';
 
   import NoteCard from '$lib/components/NoteCard.svelte';
   import DropdownItem from './HarnessDropdownItem.svelte';
@@ -78,20 +79,13 @@
     }
   }
 
-  // Normalize diacritics for matching (e.g., "Škoda" -> "Skoda")
-  function normalizeDiacritics(str) {
-    return str.normalize('NFD').replace(/[\u0300-\u036f]/g, '');
-  }
-
   /* Filtered Dropdown */
   let inputValue = "";
   let inputRef;
 
-  $: searchTerms = normalizeDiacritics(inputValue.toLowerCase()).split(/\s+/).filter(Boolean);
-  $: filteredItems = $harnesses.filter(item => {
-    const car = normalizeDiacritics(`${item.car} ${item.yearList ?? ''}`.toLowerCase());  // add all years in range
-    return searchTerms.every(term => car.includes(term));
-  });
+  $: filteredItems = $harnesses.filter(item =>
+    matchesSearch(`${item.car} ${item.yearList ?? ''}`, inputValue)  // add all years in range
+  );
 
   const handleClear = () => {
     // clear search input or close menu
@@ -162,7 +156,7 @@
     <span class="chevron">{@html ChevronIcon}</span>
   </div>
   <div class="dropdown-content" class:show={menuOpen}>
-    {#if searchTerms.length > 0}
+    {#if inputValue.trim() !== ''}
       {#if filteredItems.length > 0}
         {#each filteredItems as item}
           <DropdownItem value={item} on:click={() => handleOptionClick(item)} on:keydown={(e) => handleOptionKeyDown(e, item)} />
diff --git a/src/lib/utils/carSearch.js b/src/lib/utils/carSearch.js
new file mode 100644
index 00000000..60901210
--- /dev/null
+++ b/src/lib/utils/carSearch.js
@@ -0,0 +1,13 @@
+// Normalize diacritics for matching (e.g., "Škoda" -> "Skoda")
+function normalizeDiacritics(str) {
+  return str.normalize('NFD').replace(/[\u0300-\u036f]/g, '');
+}
+
+// Every word has to match, in any order
+export function matchesSearch(text, query) {
+  const haystack = normalizeDiacritics(text.toLowerCase());
+  return normalizeDiacritics(query.toLowerCase())
+    .split(/\s+/)
+    .filter(Boolean)
+    .every(term => haystack.includes(term));
+}
diff --git a/src/routes/vehicles/+page.svelte b/src/routes/vehicles/+page.svelte
index 92100a44..8063063c 100644
--- a/src/routes/vehicles/+page.svelte
+++ b/src/routes/vehicles/+page.svelte
@@ -13,6 +13,7 @@
 
   import YoutubeIcon from '$lib/icons/social/youtube.svg?raw';
   import InfoIcon from '$lib/icons/ui/info.svg?raw';
+  import CloseIcon from '$lib/icons/ui/close.svg?raw';
   import CarIcon from '$lib/icons/features/car.svg?raw';
 
   import CommaFourImage from '$lib/images/products/comma-four/four_screen_on.png';
@@ -20,7 +21,20 @@
   import { FOUR_PRICE, FOUR_STRIKETHROUGH_PRICE, FOUR_SALE } from '$lib/constants/prices.js';
   import { vehicleCountText } from '$lib/constants/vehicles.js';
 
+  import { matchesSearch } from '$lib/utils/carSearch.js';
+
   const brand_images = import.meta.glob('$lib/images/vehicles/brand-icons/*.png', { eager: true });
+
+  let filter = '';
+  const total = Object.values(vehicles).flat().length;
+
+  // Unmatched cars are hidden with CSS
+  $: matches = new Set(
+    Object.values(vehicles)
+      .flat()
+      .filter(car => matchesSearch(`${car.name} ${car.year_list.replaceAll(',', '')}`, filter))
+      .map(car => car.name)
+  );
 </script>
 
 <div class="vehicles-cover-image"></div>
@@ -106,20 +120,44 @@
 
 <section class="light" id="compatibility-chart">
   <div class="container" style="width:85%; max-width: 60rem">
-    <p class="last-updated">Last updated: {compatibilityMeta.last_updated}</p>
+    <div class="filter-card">
+      <div class="filter-head">
+        <label class="filter-label" for="vehicle-filter">Find your car</label>
+        <span class="filter-meta">
+          <strong class="count" class:searching={filter.trim()}>{matches.size}/{total} &middot;</strong>
+          updated {compatibilityMeta.last_updated}
+        </span>
+      </div>
+      <div class="filter-field">
+        <input
+          id="vehicle-filter"
+          class="vehicle-filter"
+          type="search"
+          placeholder="e.g. 2023 camry"
+          autocomplete="off"
+          bind:value={filter}
+        >
+        {#if filter}
+          <button class="clear" type="button" aria-label="Clear filter" on:click={() => filter = ''}>
+            {@html CloseIcon}
+          </button>
+        {/if}
+      </div>
+    </div>
 
     {#each Object.entries(vehicles) as [make, cars]}
       {#if cars.length !== 0}
       {@const brand_img_path = `/src/lib/images/vehicles/brand-icons/Logo-${make}.png`}
-      <div id={make.toLowerCase()} class="car-make-header">
+      {@const matchCount = cars.filter(car => matches.has(car.name)).length}
+      <div id={make.toLowerCase()} class="car-make-header" class:filtered-out={matchCount === 0}>
         {#if brand_images[brand_img_path]}
           <img src={brand_images[brand_img_path].default} alt="{make} car brand" />
         {/if}
-        <h3>{make} <span class="muted">({cars.length})</span></h3>
+        <h3>{make} <span class="muted">({matchCount})</span></h3>
       </div>
 
       {#each cars as car_info}
-        <div class="car-row">
+        <div class="car-row" class:filtered-out={!matches.has(car_info.name)}>
           <Accordion backgroundColor="var(--color-card-background)">
             <div slot="label">
               <div class="car-details-wrapper">
@@ -196,6 +234,13 @@
       {/each}
       {/if}
     {/each}
+
+    {#if matches.size === 0}
+      <div class="no-matches">
+        <strong>openpilot doesn't support {filter} yet</strong>
+        <a href="/vehicles?car={encodeURIComponent(filter)}#email-updates">Get an email when it does &rarr;</a>
+      </div>
+    {/if}
   </div>
 </section>
 
@@ -308,10 +353,95 @@
     }
   }
 
-  .last-updated {
-    text-align: center;
+  .filter-card {
+    margin: 3rem 0;
+    padding: 3rem;
+    background-color: var(--color-card-background);
+    border: 1px solid rgba(0, 0, 0, .4);
+  }
+
+  @media screen and (max-width: 768px) {
+    .filter-card {
+      padding: 2rem 1rem;
+    }
+  }
+
+  .filter-head {
+    display: flex;
+    flex-wrap: wrap;
+    align-items: baseline;
+    justify-content: space-between;
+    gap: 0.25rem 1rem;
+    margin-bottom: 0.5rem;
+  }
+
+  .filter-label {
+    font-size: 1.125rem;
+    font-weight: 700;
+  }
+
+  .filter-meta {
+    color: rgba(0, 0, 0, 0.55);
+    font-size: 1rem;
     font-style: italic;
-    margin-bottom: 1rem;
+  }
+
+  .filter-meta .count {
+    color: #000;
+    font-size: 1.125rem;
+    font-style: normal;
+    font-weight: 700;
+    opacity: 0;
+    transition: opacity 0.1s;
+  }
+
+  .filter-meta .count.searching {
+    opacity: 1;
+  }
+
+  .filter-field {
+    position: relative;
+  }
+
+  .vehicle-filter {
+    box-sizing: border-box;
+    width: 100%;
+    padding: 1rem 3rem 1rem 1rem;
+    color: #000;
+    font: inherit;
+    background: #fff;
+    border: 1px solid #000;
+
+    &:focus-visible {
+      outline: 2px solid #000;
+      outline-offset: -3px;
+    }
+
+    &::-webkit-search-cancel-button {
+      display: none;
+    }
+  }
+
+  .clear {
+    position: absolute;
+    top: 0;
+    right: 13px;
+    height: 100%;
+    padding: 0;
+    cursor: pointer;
+    background-color: transparent;
+    border: none;
+  }
+
+  .no-matches {
+    display: grid;
+    gap: 0.5rem;
+    justify-items: center;
+    margin-top: 2rem;
+    padding: 2rem;
+    text-align: center;
+    background-color: var(--color-card-background);
+    border: 1px solid rgba(0, 0, 0, 0.4);
   }
 
   /* TODO: extract shared card class */
@@ -516,4 +646,9 @@
   #faq {
     margin-bottom: 3rem;
   }
+
+  /* Last, so it beats the `display` the rows and make headers set for themselves */
+  .filtered-out {
+    display: none;
+  }
 </style>