Do it, machina.

Listing films, without the film crew

A broker drops a listing folder into one box, confirms the facts, picks a voice and approves the script. Out comes a narrated film with captions, read from the broker’s own copy.

• Virtually Staged
• Concept – Not Included
• AI-enhanced mark
• Claims checked

How it stays honest, and how it works

• Staged rooms are badged Virtually Staged, concept ideas Concept – Not Included, and AI-generated shots carry an AI-enhanced mark. The end card repeats the disclosure.
• A second check compares every claim in the script to your listing facts, and every on-screen label to its photo.
• By default, motion is a gentle depth effect on your real photos, so it never shows a room that doesn’t exist.
• AI sorts the photos and suggests the shots. Paid AI steps run only after the budget is approved.
• Local beta means it runs on doitmachina’s own machine while it’s tested. It isn’t a self-serve website yet.
• Check your local listing service’s (MLS) rules on AI-edited media before publishing.

Ask about the beta →Tell us your MLS and the kind of listing. You’ll hear back from David directly.

Tap the video. The buddy talks back.

Press on something in a video, and an animated buddy tells you what it is, grounded in what’s actually on screen. Two products from one codebase, with four fox characters: Piper, Ember, Ripple and Moss.

Two separate products, not a setting. Spot-Canon: kids 3–12, not open to families yet. Slop-Canon: teens 13+, starting as a private invite alpha. By design they run as separate deployments with separate data, sessions and catalogs, so a child can’t drift from one to the other.

• Taps on pre-recorded video only
• No microphone, camera or typing
• No child name, account or profile
• Nothing remembered between sessions

How the buddy talks: only the tapped part of the video is sent to an AI service to identify it; the buddy’s short line is then generated and turned into a synthetic voice. Nothing about the child is sent. Any future sign-in gets its own privacy and consent review first.

Spot vs. Slop

Spot-Canon

• For families, ages 3 to 12, with family-safe personalities and a small reviewed catalog (one title so far).
• Not open to families yet. Before it is, it needs a parent notice and consent flow and a legal review under COPPA, the US law protecting children’s privacy online.

Slop-Canon

• Teens 13 and up: snarkier buddies, mild language, and propeller beanies. A private invite alpha is planned. Never offered to families.
• Still bounded by written policy: no sexual content, glamorized substances, slurs, real-world politics or jokes about real tragedies.

Stocks the news forgot

One question: which stocks are moving without much news, and what usually happens next? News attention and price behavior side by side, in plain language. Not a broker, a trading system, or investment advice.

Where it stands

• Testing whether a burst of news attention is followed by a cooling period and a partial price correction.
• The first proof of concept said “I don’t know”: the news archive had too many gaps, so it refused to draw a conclusion. That’s the method working.
• Next: a careful test that runs forward in time, collecting on a fixed schedule, so nobody can fudge the results. Nothing gets published until real data could prove the idea wrong.