diff --git a/internal/api/server.go b/internal/api/server.go
index 440bbc9..0e37040 100644
--- a/internal/api/server.go
+++ b/internal/api/server.go
@@ -93,6 +93,7 @@ func (s *Server) Handler() http.Handler {
 				r.Get("/job", s.handleJob)
 				r.Post("/job/cancel", s.handleCancelJob)
 				r.Get("/matches", s.handleMatches)
+				r.Get("/letters", s.handleLetters)
 				r.Get("/export.csv", s.handleExport)
 				r.Get("/groups", s.handleGroups)
 				r.Post("/bulk/preview", s.handleBulkPreview)
@@ -474,6 +475,17 @@ func (s *Server) handleMatches(w http.ResponseWriter, r *http.Request) {
 	writeJSON(w, 200, map[string]any{"items": ms, "total": total})
 }
 
+func (s *Server) handleLetters(w http.ResponseWriter, r *http.Request) {
+	id, _ := idParam(r)
+	q := r.URL.Query()
+	ls, err := s.st.MatchLetters(r.Context(), id, store.MatchFilter{Status: q.Get("status"), Query: q.Get("q")})
+	if err != nil {
+		writeErr(w, 500, err)
+		return
+	}
+	writeJSON(w, 200, ls)
+}
+
 func (s *Server) handleLinkIdentical(w http.ResponseWriter, r *http.Request) {
 	id, _ := idParam(r)
 	if !s.preAction(w, r, id, "link identical") {
diff --git a/internal/store/models.go b/internal/store/models.go
index 36700dc..0c3d978 100644
--- a/internal/store/models.go
+++ b/internal/store/models.go
@@ -432,7 +432,7 @@ func (s *Store) Matches(ctx context.Context, pairID int64, f MatchFilter) ([]Mat
 		f.Limit = 100
 	}
 	rows, err := s.DB.QueryContext(ctx, `SELECT `+matchCols+` FROM matches WHERE `+w+
-		` ORDER BY rel_slave LIMIT ? OFFSET ?`, append(args, f.Limit, f.Offset)...)
+		` ORDER BY rel_slave COLLATE NOCASE, rel_slave LIMIT ? OFFSET ?`, append(args, f.Limit, f.Offset)...)
 	if err != nil {
 		return nil, 0, err
 	}
@@ -448,6 +448,39 @@ func (s *Store) Matches(ctx context.Context, pairID int64, f MatchFilter) ([]Mat
 	return out, total, rows.Err()
 }
 
+// LetterStart is where the paths beginning with one (lowercased) character
+// start in the Matches listing of a filter.
+type LetterStart struct {
+	Letter string `json:"letter"`
+	Offset int    `json:"offset"`
+}
+
+// MatchLetters returns, in listing order, the offset of the first match for
+// each leading character of rel_slave, for jumping to an artist by letter.
+// Grouping on lower() of the first character keeps each group contiguous
+// under the NOCASE order Matches uses.
+func (s *Store) MatchLetters(ctx context.Context, pairID int64, f MatchFilter) ([]LetterStart, error) {
+	w, args := matchWhere(pairID, f)
+	rows, err := s.DB.QueryContext(ctx, `SELECT lower(substr(rel_slave, 1, 1)) AS l, COUNT(*) FROM matches WHERE `+w+
+		` GROUP BY l ORDER BY l`, args...)
+	if err != nil {
+		return nil, err
+	}
+	defer rows.Close()
+	out := []LetterStart{}
+	offset := 0
+	for rows.Next() {
+		var l string
+		var n int
+		if err := rows.Scan(&l, &n); err != nil {
+			return nil, err
+		}
+		out = append(out, LetterStart{Letter: l, Offset: offset})
+		offset += n
+	}
+	return out, rows.Err()
+}
+
 // ExportMatches calls fn for every match of the filter, ordered by slave
 // path. Rows are read in pages so a slow download never holds the database
 // connection (scans need it) for longer than one page.
diff --git a/internal/store/store_test.go b/internal/store/store_test.go
index a5e2957..a71ac26 100644
--- a/internal/store/store_test.go
+++ b/internal/store/store_test.go
@@ -1,6 +1,11 @@
 package store
 
-import "testing"
+import (
+	"context"
+	"reflect"
+	"strings"
+	"testing"
+)
 
 func TestDecodeWarnings(t *testing.T) {
 	old := decodeWarnings(`["Only 3 of 9 folders match."]`)
@@ -15,3 +20,40 @@ func TestDecodeWarnings(t *testing.T) {
 		t.Fatalf("empty list should stay an empty (non-nil) list, got %#v", ws)
 	}
 }
+
+func TestMatchLetters(t *testing.T) {
+	ctx := context.Background()
+	st, err := Open(t.TempDir())
+	if err != nil {
+		t.Fatal(err)
+	}
+	t.Cleanup(func() { st.DB.Close() })
+	p := Pair{Name: "p", MasterRoot: "/m", SlaveRoot: "/s", RetentionDays: 30}
+	if err := st.SavePair(ctx, &p); err != nil {
+		t.Fatal(err)
+	}
+	for _, rel := range []string{"beck/a.flac", "ABBA/a.flac", "Air/a.flac", "2Pac/a.flac", "Björk/a.flac", "abba/b.flac"} {
+		m := Match{PairID: p.ID, RelSlave: rel, Status: StatusUnmatched, Kind: KindNone}
+		if err := st.UpsertMatch(ctx, &m); err != nil {
+			t.Fatal(err)
+		}
+	}
+	ls, err := st.MatchLetters(ctx, p.ID, MatchFilter{})
+	if err != nil {
+		t.Fatal(err)
+	}
+	want := []LetterStart{{"2", 0}, {"a", 1}, {"b", 4}}
+	if !reflect.DeepEqual(ls, want) {
+		t.Fatalf("letters = %+v, want %+v", ls, want)
+	}
+	// The offsets must agree with the listing order, whatever the case.
+	ms, _, err := st.Matches(ctx, p.ID, MatchFilter{Limit: 10})
+	if err != nil {
+		t.Fatal(err)
+	}
+	for _, l := range ls {
+		if got := strings.ToLower(ms[l.Offset].RelSlave[:1]); got != l.Letter {
+			t.Fatalf("offset %d starts with %q, want %q (listing %v)", l.Offset, got, l.Letter, ms)
+		}
+	}
+}
diff --git a/web/src/pages/Bulk.tsx b/web/src/pages/Bulk.tsx
index 50e71a8..00ed472 100644
--- a/web/src/pages/Bulk.tsx
+++ b/web/src/pages/Bulk.tsx
@@ -5,7 +5,7 @@ import { api, type AlbumGroup, type BulkAction, type BulkPreview, type Match, ty
 import { useInfo } from "../App";
 import { Alert, Badge, Button, Card, Empty, Modal, Spinner, cx, formatBytes } from "../ui";
 import { useToast } from "../toast";
-import { MatchRow } from "./Review";
+import { LetterBar, MatchRow, letterOf } from "./Review";
 
 export type Selection = Set<number>;
 
@@ -52,14 +52,14 @@ export function AlbumView({
   sel: Selection;
   setSel: (s: Selection) => void;
 }) {
-  const [page, setPage] = useState(0);
-  useEffect(() => setPage(0), [status, query]);
+  const [start, setStart] = useState(0);
+  useEffect(() => setStart(0), [status, query]);
   const groups = useQuery({
     queryKey: ["matches", "groups", pair.id, status, query],
     queryFn: () => api.get<AlbumGroup[]>(`/pairs/${pair.id}/groups?status=${status}&q=${encodeURIComponent(query)}`),
   });
   const all = groups.data ?? [];
-  const shown = all.slice(page * GROUP_PAGE, (page + 1) * GROUP_PAGE);
+  const shown = all.slice(start, start + GROUP_PAGE);
   const shownIDs = shown.flatMap((g) => g.ids);
   const pageSelected = shownIDs.length > 0 && shownIDs.every((id) => sel.has(id));
 
@@ -80,6 +80,9 @@ export function AlbumView({
 
   return (
     <>
+      {all.length > GROUP_PAGE && (
+        <LetterBar starts={all.map((g, i) => ({ letter: g.folder.charAt(0), offset: i }))} current={shown[0] && letterOf(shown[0].folder)} onJump={setStart} />
+      )}
       <Card className="overflow-hidden">
         <label className="flex items-center gap-3 border-b border-line bg-panel-2 px-4 py-2 text-xs text-muted">
           <TriCheckbox
@@ -102,13 +105,13 @@ export function AlbumView({
       {all.length > GROUP_PAGE && (
         <div className="flex items-center justify-between text-sm text-muted">
           <span>
-            Albums {page * GROUP_PAGE + 1}–{Math.min((page + 1) * GROUP_PAGE, all.length)} of {all.length}
+            Albums {start + 1}–{Math.min(start + GROUP_PAGE, all.length)} of {all.length}
           </span>
           <div className="flex gap-2">
-            <Button size="sm" disabled={page === 0} onClick={() => setPage(page - 1)}>
+            <Button size="sm" disabled={start === 0} onClick={() => setStart(Math.max(0, start - GROUP_PAGE))}>
               Previous
             </Button>
-            <Button size="sm" disabled={(page + 1) * GROUP_PAGE >= all.length} onClick={() => setPage(page + 1)}>
+            <Button size="sm" disabled={start + GROUP_PAGE >= all.length} onClick={() => setStart(start + GROUP_PAGE)}>
               Next
             </Button>
           </div>
diff --git a/web/src/pages/Review.tsx b/web/src/pages/Review.tsx
index 7dd0913..8f80d9d 100644
--- a/web/src/pages/Review.tsx
+++ b/web/src/pages/Review.tsx
@@ -35,13 +35,58 @@ function hashParam(name: string) {
 
 const PAGE = 50;
 
+const LETTERS = [..."ABCDEFGHIJKLMNOPQRSTUVWXYZ", "#"];
+
+// letterOf buckets a path by its first character: A–Z, or # for anything else.
+export function letterOf(path: string) {
+  const c = path.charAt(0).toUpperCase();
+  return c >= "A" && c <= "Z" ? c : "#";
+}
+
+// LetterBar jumps a sorted list to the first artist starting with a letter.
+// starts gives the list offset of each leading character, in list order.
+export function LetterBar({ starts, current, onJump }: { starts: { letter: string; offset: number }[]; current?: string; onJump: (offset: number) => void }) {
+  const first = new Map<string, number>();
+  for (const s of starts) {
+    const l = letterOf(s.letter);
+    if (!first.has(l) || s.offset < first.get(l)!) first.set(l, s.offset);
+  }
+  return (
+    <nav aria-label="Jump to artist by letter" className="flex flex-wrap gap-0.5">
+      {LETTERS.map((l) => {
+        const at = first.get(l);
+        return (
+          <button
+            key={l}
+            disabled={at === undefined}
+            onClick={() => at !== undefined && onJump(at)}
+            aria-current={current === l || undefined}
+            title={at === undefined ? `No artists starting with ${l}` : `Jump to ${l === "#" ? "numbers and symbols" : l}`}
+            className={cx(
+              "min-w-7 rounded-md px-1.5 py-1 text-xs font-medium tabular-nums",
+              at === undefined
+                ? "text-gray-700 cursor-default"
+                : current === l
+                  ? "bg-accent/15 text-white cursor-pointer"
+                  : "text-muted hover:bg-panel-2 hover:text-white cursor-pointer",
+            )}
+          >
+            {l}
+          </button>
+        );
+      })}
+    </nav>
+  );
+}
+
 export function Review({ pair }: { pair: Pair }) {
   const qc = useQueryClient();
   const toast = useToast();
   const [status, setStatus] = useState(() => hashParam("status") ?? (pair.summary.review > 0 ? "review" : "identical"));
   const [q, setQ] = useState("");
   const [debounced, setDebounced] = useState("");
-  const [page, setPage] = useState(0);
+  // The list starts at an offset rather than a page so a letter jump lands at the top.
+  const [offset, setOffset] = useState(0);
   const [confirmBulk, setConfirmBulk] = useState(false);
   const [view, setView] = useState<"songs" | "albums">(() => {
     try {
@@ -64,17 +109,23 @@ export function Review({ pair }: { pair: Pair }) {
     const t = setTimeout(() => setDebounced(q), 250);
     return () => clearTimeout(t);
   }, [q]);
-  useEffect(() => setPage(0), [status, debounced]);
+  useEffect(() => setOffset(0), [status, debounced]);
   // A selection only makes sense for the list it was made in.
   useEffect(() => setSel(new Set()), [status, debounced, pair.id]);
 
   const list = useQuery({
-    queryKey: ["matches", pair.id, status, debounced, page],
+    queryKey: ["matches", pair.id, status, debounced, offset],
     queryFn: () =>
-      api.get<Page<Match>>(`/pairs/${pair.id}/matches?status=${status}&q=${encodeURIComponent(debounced)}&limit=${PAGE}&offset=${page * PAGE}`),
+      api.get<Page<Match>>(`/pairs/${pair.id}/matches?status=${status}&q=${encodeURIComponent(debounced)}&limit=${PAGE}&offset=${offset}`),
     placeholderData: keepPreviousData,
     enabled: status !== "duplicates",
   });
+  const letters = useQuery({
+    queryKey: ["matches", "letters", pair.id, status, debounced],
+    queryFn: () => api.get<{ letter: string; offset: number }[]>(`/pairs/${pair.id}/letters?status=${status}&q=${encodeURIComponent(debounced)}`),
+    placeholderData: keepPreviousData,
+    enabled: status !== "duplicates" && view === "songs",
+  });
 
   const bulk = useMutation({
     mutationFn: () => api.post(`/pairs/${pair.id}/link-identical`),
@@ -165,6 +216,9 @@ export function Review({ pair }: { pair: Pair }) {
         <AlbumView pair={pair} status={status} query={debounced} sel={sel} setSel={setSel} />
       ) : (
       <>
+      {list.data && list.data.total > PAGE && letters.data && (
+        <LetterBar starts={letters.data} current={list.data.items[0] && letterOf(list.data.items[0].rel_slave)} onJump={setOffset} />
+      )}
       <Card className="overflow-hidden">
         {list.data && list.data.items.length > 0 && (
           <label className="flex items-center gap-3 border-b border-line bg-panel-2 px-4 py-2 text-xs text-muted">
@@ -196,13 +250,13 @@ export function Review({ pair }: { pair: Pair }) {
       {list.data && list.data.total > PAGE && (
         <div className="flex items-center justify-between text-sm text-muted">
           <span>
-            {page * PAGE + 1}–{Math.min((page + 1) * PAGE, list.data.total)} of {list.data.total}
+            {offset + 1}–{Math.min(offset + PAGE, list.data.total)} of {list.data.total}
           </span>
           <div className="flex gap-2">
-            <Button size="sm" disabled={page === 0} onClick={() => setPage(page - 1)}>
+            <Button size="sm" disabled={offset === 0} onClick={() => setOffset(Math.max(0, offset - PAGE))}>
               Previous
             </Button>
-            <Button size="sm" disabled={(page + 1) * PAGE >= list.data.total} onClick={() => setPage(page + 1)}>
+            <Button size="sm" disabled={offset + PAGE >= list.data.total} onClick={() => setOffset(offset + PAGE)}>
               Next
             </Button>
           </div>