diff --git a/examples/transcribe/README.md b/examples/transcribe/README.md
new file mode 100644
index 0000000..6a4025a
--- /dev/null
+++ b/examples/transcribe/README.md
@@ -0,0 +1,16 @@
+# Transcribe Youtube videos
+
+```
+youtube-dl -f "worst" "https://www.youtube.com/watch?v=l8pRSuU81PU"
+ffmpeg \
+    -i video.mp4 \
+    -ar 16000 \
+    -ac 1 \
+    -map 0:a: \
+    audio.mp3
+
+# split into chunks of 15 minutes, too many files and we run into rate limits
+ffmpeg -i audio.mp3 -f segment -segment_time 900 -c copy intervals/out%03d.mp3
+
+go run ./examples/transcribe ./intervals
+```
\ No newline at end of file
diff --git a/examples/transcribe/main.go b/examples/transcribe/main.go
new file mode 100644
index 0000000..29fc740
--- /dev/null
+++ b/examples/transcribe/main.go
@@ -0,0 +1,109 @@
+package main
+
+import (
+	"context"
+	"fmt"
+	"log"
+	"os"
+	"path/filepath"
+	"regexp"
+	"strconv"
+	"sync"
+	"time"
+
+	"github.com/daulet/cmd/config"
+	"github.com/daulet/cmd/provider"
+)
+
+const MAX_CONCURRENT_REQUESTS = 10
+
+type work struct {
+	idx  int
+	file string
+}
+
+type result struct {
+	idx     int
+	content string
+}
+
+func run() error {
+	if len(os.Args) < 2 {
+		return fmt.Errorf("Usage: transcribe <directory>")
+	}
+	dir := os.Args[1]
+
+	files, err := filepath.Glob(filepath.Join(dir, "*.mp3"))
+	if err != nil {
+		return fmt.Errorf("failed to glob files: %w", err)
+	}
+
+	prov := provider.NewGroqProvider(os.Getenv("GROQ_API_KEY"))
+	{
+		cache, err := provider.NewCacheProvider(prov, ".cache/cache.json")
+		if err != nil {
+			return fmt.Errorf("failed to create cache provider: %w", err)
+		}
+		defer cache.Close()
+		prov = cache
+	}
+
+	ctx := context.Background()
+	var wg sync.WaitGroup
+	resCh := make(chan *result)
+	workCh := make(chan *work)
+	for range MAX_CONCURRENT_REQUESTS {
+		wg.Add(1)
+		go func() {
+			defer wg.Done()
+			for item := range workCh {
+				for {
+					fmt.Println("transcribing", item.file)
+					content, err := prov.Transcribe(ctx, &config.Config{}, item.file)
+					if err != nil {
+						waitTime := time.Minute
+						// Parse error message like:
+						// "Please try again in 6m6.125s."
+						re := regexp.MustCompile(`Please try again in (\d+)m(\d+.\d+)s\.`)
+						matches := re.FindStringSubmatch(err.Error())
+						if len(matches) == 3 {
+							minutes, _ := strconv.Atoi(matches[1])
+							seconds, _ := strconv.ParseFloat(matches[2], 64)
+							waitTime = time.Duration(minutes)*time.Minute + time.Duration(seconds)*time.Second
+						}
+						fmt.Printf("waiting for %s\n", waitTime)
+						<-time.After(waitTime)
+						continue
+					}
+					resCh <- &result{idx: item.idx, content: content}
+					break
+				}
+			}
+		}()
+	}
+
+	go func() {
+		for idx, file := range files {
+			workCh <- &work{idx: idx, file: file}
+		}
+		close(workCh)
+	}()
+
+	transcripts := make([]string, len(files))
+	for res := range resCh {
+		transcripts[res.idx] = res.content
+	}
+	wg.Wait()
+	close(resCh)
+
+	for idx, transcript := range transcripts {
+		fmt.Printf("%d: %s\n", idx, transcript)
+	}
+	return nil
+}
+
+func main() {
+	if err := run(); err != nil {
+		log.Fatal(err)
+	}
+}
diff --git a/provider/cache.go b/provider/cache.go
index 2215e45..51b6867 100644
--- a/provider/cache.go
+++ b/provider/cache.go
@@ -72,7 +72,7 @@ func (c *cacheProvider) Close() error {
 	if err := os.MkdirAll(filepath.Dir(c.cachePath), 0755); err != nil {
 		return err
 	}
-	data, err := json.Marshal(c.c)
+	data, err := json.MarshalIndent(c.c, "", "  ")
 	if err != nil {
 		return err
 	}