Production
Why Manual Podcast Production Scheduling Breaks at Scale
At 3 shows, you can manage post-production in a spreadsheet. At 12, that same spreadsheet is costing you 6 hours a week just in coordination overhead.
The Podvynt Signal
Perspectives on audio production and network analytics.
Practical writing on the business of running a podcast network: production efficiency, listener retention, analytics that inform greenlight decisions, and the social clip workflows that actually drive subscriber growth.
Audio Production
LUFS Normalization: The Complete Guide for Podcast Networks
Spotify wants -14 LUFS. Apple wants -16. YouTube wants -14. If your shows sound inconsistent, this is probably why.
Analytics
Podcast Listener Retention Curves: What They Actually Mean
Retention curves are the most underused metric in podcast analytics. Here's how to read them and act on what they show.
Clip Intelligence
How to Identify High-Converting Clips Before You Publish
Most social clips fail because producers pick by feel. We analyzed 40,000 clips to find what actually predicts subscriber conversion.
Analytics
Building a Podcast Network Analytics Stack from Scratch
How one network consolidated 9 dashboard tabs into one view — and what they learned about what actually drives decisions.
Audio Production
Filler Word Removal: Does It Hurt Authenticity?
We tested listener perception with and without filler word removal across 6 shows. The findings were more nuanced than we expected.
Analytics
Podcast Churn Prediction: What the Data Reveals
Subscriber churn is predictable 3–4 weeks before it shows in download numbers. Here's the signal pattern we look for.
Engineering
Integrating Podcast Analytics with Your Existing Data Warehouse
A practical guide to piping Podvynt analytics data into BigQuery or Snowflake alongside your other business metrics.
Production
Network vs. Single-Show Production Workflows: Key Differences
Running 12 shows is not the same as running 1 show 12 times. Here's where the workflow breaks down — and how to fix it.
Clip Intelligence
Best Social Platforms for Podcast Clip Distribution in 2026
YouTube Shorts, Instagram Reels, and TikTok each behave differently for podcast clips. Here's what we've learned from 40K+ clips published.
Analytics
Podcast Audience Geographic Data: Hidden Targeting Opportunities
Your listener map is more valuable than you think. How networks use geographic concentration data to plan events and pitch regional advertisers.
Audio Production
AI Audio Processing vs. Manual Engineering: An Honest Comparison
We ran 200 episodes through both processes and had a panel of audio engineers compare the results blind. Here's what we found.
Strategy
How to Greenlight New Shows Using Your Network's Audience Data
Network operators used to greenlight shows on instinct. The best ones now use existing audience data to de-risk new show launches.