u/Big_Crow_5430

▲ 1 r/apify

Most YouTube summarizer tools rely entirely on YouTube's built-in captions. The moment a video has no subtitles - Hindi podcasts, regional content, older videos, creator-disabled captions - they return nothing.

So I built one that doesn't break.

**How it works:**

→ Step 1: Try caption extraction (fast, free)

→ Step 2: If captions are missing, automatically fall back to ASR audio transcription

→ Step 3: Pass transcript to your LLM of choice (Groq, Gemini, or OpenAI) for summarization

**What you get in the output:**

- Structured summary

- Timestamped key points with deep-linked YouTube URLs (click to jump directly)

- \transcriptSource` field telling you whether captions or ASR was used`

- Optional full transcript

**Free to use** — no per-result fees. Works with Groq and Gemini free tiers.

🔗 https://apify.com/quotidian_vulture/youtube-summarizer

Would love any feedback — especially from folks who process non-English or caption-less content. Happy to answer questions about the architecture too.

u/Big_Crow_5430 — 20 days ago