Articulate AI Labs · VoicePrint
Articulate Labs

VoicePrint

Your experts' voices, captured once — so every app writes in them, not in AI.

VoicePrint turns a person's real writing and speech into a reusable voice profile. DrumBeat, the blog engine and the social engine all write from it — so a draft starts sounding like Paul, or like the GIG brand desk, instead of sounding like a machine. It's the engine behind "bring your authors."

● PROTOTYPE — example to build from
How it works

Four steps, one voice.

01FeedDrop in the real material — their posts, emails, articles, call or talk transcripts (audio via ElevenLabs Scribe). The more genuine the sample, the truer the print.
02ExtractVoicePrint reads for voice, not content — tone, rhythm, sentence length, signature moves, vocabulary, the tells to keep and the tells to kill.
03ProfileIt writes a structured, editable voice profile — a single source of truth for how this person sounds.
04WriteThe profile plugs into DrumBeat, GillyBlog and SallySocials. Every draft starts in the right voice, at 85% — not a blank page at 40%.
The gate. Will (de-Claudification) and Belinda (brand) validate every profile before it's used. A voice profile is a tool, not a licence — the person it's modelled on always signs off.
Worked example · Paul

From a stack of his writing to a voice that's his.

Paul — Dubai real estate. Feed VoicePrint his listings, his LinkedIn, a recorded walkthrough. Out comes a profile the apps write from. Illustrative — a real print is built from Paul's own samples and signed off by Paul.

Voice profile · prototype / illustrative

Paul — Dubai property

source: listings + LinkedIn + 1 recorded walkthrough · status: DRAFT (Will + Belinda + Paul sign-off pending)
Tone

Warm, plain-spoken, quietly expert. The agent who's seen the market cycle, not the hype man.

Rhythm

Short sentences. One idea each. Lands on a concrete detail, not an adjective.

Signature moves

Opens with the buyer's real question. Names the street, the building, the AED figure. Ends on a straight next step.

Vocabulary

"Off-plan," "handover," "service charge," "yield." Says "flat" not "unit." Never "luxury lifestyle."

Keep

The dry aside. The honest "this one's not for everyone."

Kill

Exclamation marks. "Nestled." "Stunning." Three adjectives in a row. Anything an AI brochure would say.

Generic AI draft

"Discover this stunning, nestled luxury apartment offering an unparalleled lifestyle in the heart of vibrant Dubai!"

In Paul's VoicePrint

"Two-bed on Al Reem, high floor, AED 2.1M. Service charge is fair for the building. Not the cheapest on the street — it's the quiet side. Worth ten minutes if you want to see it."

Where it plugs in

One profile. Every app writes from it.

VoicePrint is the dependency under the whole suite — capture the voice once, and everything downstream speaks it.

DrumBeat

Reaction pieces arrive already in the right author's voice — Hayley's PR desk, Layal's social, a named columnist.

GillyBlog

Long-form blogs written in a consistent, owned byline instead of anonymous AI prose.

SallySocials

Social posts that sound like the person behind the account, across every channel.

Beyond GIG

Train Paul (Christies / Lunghis), Franck, any exec — the same engine, client by client.