How it works

You text a topic. Two minutes later, it’s in your podcast app.

This is how Distill turns a thought into a real episode — not a summary, not a chat reply. An episode.

Step 1

Start with a thought. Any thought.

A question from a meeting. Something you read three days ago and can’t stop thinking about. A phrase that came up in conversation and made you want to know more.

Text it to Distill — on WhatsApp or SMS. Full sentence, half sentence. There’s no wrong format.

What works best? Anything explanatory — history, science, technology, culture, economics, philosophy. Distill is built for understanding, not breaking news, live sports, or rapidly evolving events.

That’s it. You’re done. Everything from here happens on our end.

Step 2

Before we script anything, we check what we know.

The first thing our pipeline does is ask: how well do we actually understand this topic? We assess knowledge depth across four dimensions — breadth, recency, source reliability, and nuance — and score each one.

If the score is high, we move straight to scripting.

If the score reveals gaps? We go find the answers first.

Note: We can’t promise absolute perfection — it is AI-generated output — but these quality gates exist specifically to reduce hallucinations. The goal is calibrated confidence, not false certainty.

Step 3

When we don’t know enough, we look it up.

If step 2 uncovers gaps, we don’t guess — we search.

We pull live, current sources on your topic: papers, articles, primary references. Everything is aggregated into what we call a Research Dossier — a working document our scripting step reads before writing a single word.

This is why Distill works on recent topics. You can ask about something that happened last month, and we’ll have current context, not a model’s memory from a training cutoff.

Step 4

We don’t summarize. We write.

This is the step that makes Distill different.

The scripting engine doesn’t pull facts and list them. It writes a narrative — a structured story with the same arc that makes great podcast shows stick:

  1. A hook — an entry point that earns your attention before explaining anything
  2. A pivot — a reframe that makes you see the topic differently
  3. The core — the insights that matter, delivered as narrative, not bullet points
  4. A synthesis — something you’ll actually remember after you stop listening

We benchmarked this structure against shows like Philosophize This! and Radiolab — because those are the shows that make knowledge feel permanent, not temporary.

“Most people think the spice trade was about flavor. It wasn’t. It was about power — and about which countries got to define what power meant for the next two centuries.”

Step 5

The episode lands where you already listen.

Once the script is locked, we run it through high-fidelity speech synthesis — chosen specifically because it sounds like a podcast, not a voice assistant.

The finished episode is added to your private RSS feed. Within a couple of minutes of your text, it appears in:

  • Apple Podcasts
  • Pocket Casts / Overcast
  • Any podcast app that supports RSS

No download. No transfer. It just shows up — the same way a new episode from a show you’re subscribed to shows up.

Start to listen: ~2-4 minutes.

StepWhat happensTime
1You text a topic1 second
2Knowledge gap audit~3-10 seconds
3Live research (if needed)~10–20 seconds
4Narrative arc structured~5–10 seconds
5Script written~15–30 seconds
6Audio produced~1–3 min
7Episode published~10–15 seconds
TotalEpisode in your podcast app~2–4 min

Can I control depth and length?

Yes. Just say so in your text. “Make it short” gets you a 4-6 minute overview. “Go deep” gets you 15-20 minutes with more nuance. We read intent from how you phrase the request.

Curious what this sounds like?

Check out a free 10-second preview. If it sounds like a show you’d actually listen to, then give it a whirl.

Have a listen