Data·March 24, 2026· 8 min
What we learned from our first 50 agent-produced episodes
Approval rates, retry reasons, where listeners dropped off, and the one stage that surprised us every time.
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Priya DeviProduct, Podviva
We just hit fifty fully agent-produced episodes on the platform. Small sample, but enough to see some patterns. This post is what we saw and what we changed because of it.
Approval rates by stage
- Research: 94% approved first pass — this stage is easy.
- Script: 71% — the biggest bottleneck, mostly because openings are hard.
- Voice cast: 98% — creators lock a voice early and rarely revisit.
- Artwork: 83% — agents over-index on gradients. We nudged the prompt.
- Publish: 100% — by this point the creator has usually tuned out.
Retries cluster around openings
The single most common reason for a script rejection is the first 30 seconds. Not the argument, not the structure, not the voice — the hook. We added a dedicated 'cold open' micro-stage in the pipeline that drafts three openings and ranks them against the show's top-performing past episodes. Approval rate on scripts jumped 14 points the week we shipped it.