AI & Innovation at TGM

We build the tools that make the work move faster; not the stories move smaller.

Behind every show and every published story, there's a production process. Over the past year, we've been quietly rebuilding ours; using AI and automation to remove the repetitive parts of the job, so more time goes toward the parts that actually require a person: the storytelling itself.

18+
Steps in our CAST11 post-production pipeline, fully automated
20+
Publishing assets generated per episode; titles, notes, articles, social posts, SEO
2
Full content pipelines rebuilt around AI so far; more in progress
What We've Built

Two pipelines. One goal: less busywork, more output.

These are real systems running in production today; not concepts. Here's what they actually do.

CAST11 Podcast Network

From raw transcript to fully packaged episode; automatically.

Every CAST11 episode used to mean a manual slog through the same steps: writing show notes, drafting an article, pulling social copy, prepping SEO metadata, cutting clips. We replaced that with a single automated pipeline that picks up the moment a transcript is uploaded and produces the full package on its own; over 20 separate publishing assets per episode, generated and organized without anyone touching a keyboard.

A companion tool we built in-house, nicknamed "Demux," handles the front end of the process: it pulls the audio and transcript straight out of the raw episode video, quietly uploads the episode to YouTube, and kicks the transcript into the pipeline; so the moment recording wraps, production has already started.

Transcript uploaded AI drafts 20+ assets Episode tracked automatically Video clips queued
SignalsAZ.com

A newsroom that never misses a local story; and never sleeps.

SignalsAZ draws from municipal and chamber news sources across the region, continuously. Rather than someone manually checking dozens of sources every day, an automated system monitors them, brings qualified stories into our editorial workflow, and prepares a fully formatted, ready-to-review WordPress draft; matched with a relevant featured image chosen from our own licensed photo library, not a generic stock photo.

The result: a steady stream of local coverage that's ready for an editor's eye, without anyone spending their morning hunting for what happened overnight.

Local sources monitored Story qualified Draft written & formatted Ready for editorial review
This Is Just The Start

More of the workflow is being rebuilt this way, right now.

If you're curious how this applies to your own team, or just want to know more about what's running under the hood at TGM, we're happy to talk through it.