If you've ever priced Instagram transcription at scale, you already know the trap: per-video pricing on the SaaS tier, plus an upcharge for word-level timestamps. Run the math on 500 reels and you'll close the tab.

I'm not going to talk you out of building your own pipeline. I'm just going to show you the five lines I run when I don't want to.

The trap: per-URL pricing on transcript metadata

Most Instagram transcription APIs in 2026 charge:

A base rate per processed video.

Sometimes a separate rate per minute of audio.

An additional fee to expose word-level timestamps (the thing you actually need if you're building captions, search, or any kind of clip editor).

That works for a single creator's library. It does not work for an agency processing client A's 200 reels, then client B's 1,000.

The five-line replacement

from apify_client import ApifyClient

client = ApifyClient ( " YOUR_APIFY_TOKEN " ) run = client . actor ( " sian.agency/instagram-ai-transcript-unlimited " ).…