diff --git a/frontend/src/components/media/HoverSlideshow.tsx b/frontend/src/components/media/HoverSlideshow.tsx
new file mode 100644
index 0000000..f900346
--- /dev/null
+++ b/frontend/src/components/media/HoverSlideshow.tsx
@@ -0,0 +1,61 @@
+import { useEffect, useState } from "react";
+import Box from "@mui/material/Box";
+
+// First change comes a little sooner than the rest, so hovering feels responsive without a
+// quick pass of the pointer over a card flashing it.
+const FIRST_SLIDE_DELAY_MS = 500;
+const SLIDE_INTERVAL_MS = 1400;
+const FADE_MS = 350;
+
+type Props = {
+  /** Image URLs to cycle through, in order. */
+  images: string[];
+  alt?: string;
+};
+
+/** Overlay that fades through `images` on top of whatever is rendered beneath it (a card's
+ *  default thumbnail). Mount it only while it should run -- e.g. while a card is hovered: images
+ *  load on mount, and unmounting stops the timer and reveals the default beneath instantly. The
+ *  parent must be `position: relative`. */
+export default function HoverSlideshow({ images, alt }: Props) {
+  // null until the first tick, so every slide starts hidden and fades in (the default thumbnail
+  // stays visible underneath until then).
+  const [active, setActive] = useState<number | null>(null);
+
+  useEffect(() => {
+    if (images.length === 0) return;
+    let timer = window.setTimeout(function tick() {
+      setActive(current => (current === null ? 0 : (current + 1) % images.length));
+      timer = window.setTimeout(tick, SLIDE_INTERVAL_MS);
+    }, FIRST_SLIDE_DELAY_MS);
+    return () => window.clearTimeout(timer);
+  }, [images.length]);
+
+  return (
+    <Box sx={{ position: "absolute", inset: 0, pointerEvents: "none" }}>
+      {images.map((src, idx) => (
+        <Box
+          key={src}
+          component="img"
+          src={src}
+          alt={idx === active ? alt ?? "" : ""}
+          aria-hidden={idx !== active}
+          // The incoming slide fades in on top while the outgoing one stays fully opaque beneath
+          // it, only dropping out (instantly, via a delayed 0ms transition) once the fade is done
+          // -- fading both at once would let the default thumbnail show through mid-crossfade.
+          sx={{
+            position: "absolute",
+            inset: 0,
+            width: "100%",
+            height: "100%",
+            objectFit: "cover",
+            zIndex: idx === active ? 1 : 0,
+            opacity: idx === active ? 1 : 0,
+            transition: idx === active ? `opacity ${FADE_MS}ms ease` : `opacity 0ms linear ${FADE_MS}ms`,
+            "@media (prefers-reduced-motion: reduce)": { transition: "none" },
+          }}
+        />
+      ))}
+    </Box>
+  );
+}
diff --git a/frontend/src/pages/ModelsPage/ModelCard.tsx b/frontend/src/pages/ModelsPage/ModelCard.tsx
index 1490cb0..0cbe88e 100644
--- a/frontend/src/pages/ModelsPage/ModelCard.tsx
+++ b/frontend/src/pages/ModelsPage/ModelCard.tsx
@@ -1,3 +1,4 @@
+import { useState } from "react";
 import { useTranslation } from "react-i18next";
 import { useNavigate } from "react-router-dom";
 import Paper from "@mui/material/Paper";
@@ -9,7 +10,7 @@ import Tooltip from "@mui/material/Tooltip";
 import { useTheme } from "@mui/material/styles";
 import VisibilityIcon from "@mui/icons-material/Visibility";
 import PrintIcon from "@mui/icons-material/Print";
-import type { Print } from "../../api/prints";
+import { type Print, printsApi } from "../../api/prints";
 import { type PreviewMode } from "../../api/settings";
 import { type ResolvedTheme } from "../../constants/settingsOptions";
 import { renderPreviewContent } from "../../components/media/renderPreviewContent";
@@ -17,6 +18,7 @@ import { printProviderInfo } from "../../constants/importProviders";
 import { SELF_AUTHOR_ID } from "../../constants/selfAuthor";
 import { useGravatarUrl } from "../../hooks/useGravatarUrl";
 import StarToggle from "../../components/StarToggle";
+import HoverSlideshow from "../../components/media/HoverSlideshow";
 import RollingNumber from "../../components/RollingNumber";
 import { useFavoriteToggle } from "../../hooks/useFavoriteToggle";
 import ModelActionsMenu from "../ModelDetailPage/ModelActionsMenu";
@@ -91,11 +93,17 @@ export default function ModelCard({
   const authorName = author?.name || author?.handle || item.creator || (showViewerAsAuthor ? viewer!.display_name : null);
   const authorAvatarUrl = author?.avatar_url || (showViewerAsAuthor ? viewerAvatarUrl : undefined);
   const providerInfo = printProviderInfo(item.source_provider);
+  // Hover slideshow through the gallery -- only worth running with more than one image, and
+  // only mounted while hovered so it neither loads the images nor ticks for idle cards.
+  const [hovered, setHovered] = useState(false);
+  const slideshowImages = item.preview_images.length > 1 ? item.preview_images.map(img => printsApi.fileUrl(img.url)) : [];
 
   return (
     <Paper
       variant="outlined"
       onClick={() => navigate(`/models/${item.id}`)}
+      onMouseEnter={() => setHovered(true)}
+      onMouseLeave={() => setHovered(false)}
       sx={{
         position: "relative",
         cursor: "pointer",
@@ -113,8 +121,13 @@ export default function ModelCard({
         "&:hover .model-card-actions": { opacity: 1 },
       }}
     >
-      <Box sx={{ width: "100%", aspectRatio: "4 / 3" }}>
+      {/* zIndex 0 makes this its own stacking context, so the slideshow's layered slides stay
+          under the provider badge and hover actions rendered after it. */}
+      <Box sx={{ position: "relative", zIndex: 0, width: "100%", aspectRatio: "4 / 3" }}>
         {renderPreviewContent(item, "card", theme, t, previewMode)}
+        {hovered && slideshowImages.length > 0 && (
+          <HoverSlideshow images={slideshowImages} alt={item.title || item.name} />
+        )}
       </Box>
 
       <Tooltip