Notes on AI content, ads, and production

Clear writing on how AI UGC briefs become clips, why variants beat one perfect spot, and what broadcast-quality production unlocks once it stops costing a quarter's budget.

Illustration of an AI UGC brief turning into a finished video clipView

Production / 8 min read

How an AI UGC brief becomes a clip

The path from a one-line brief to a finished, on-brand UGC clip, and the decisions that keep AI production fast without making it look generic.
Illustration of a video ad's opening frames stopping a scrolling feedView

Strategy / 8 min read

Writing hooks that stop the scroll: the first three seconds

A hook is not a clever opening line — it is the price of the next three seconds of attention. Why the first frames decide a paid ad's fate, and how cheap AI variation turns the hook from a guess into a test.
Illustration of an e-commerce product catalog turning into video ads at scaleView

Production / 8 min read

AI product video for e-commerce: turning a catalog into ads

Most e-commerce catalogs hold hundreds of products and a handful of usable videos. How AI changes the unit economics of product video — but only if you treat the catalog as a system, not a pile of one-off shoots.
Illustration of a vertical phone video playing on mute with captions carrying the messageView

Formats / 8 min read

Designing for the sound-off feed: AI video that works on mute

Most of your audience watches with the sound off and the phone upright. Why muted, vertical viewing should shape the creative from the first frame — captions as design, not subtitles — and how AI makes designing for it cheaper.
Illustration of one brand system stamping many AI video clips with a consistent lookView

Strategy / 8 min read

Keeping AI video on-brand when you make a thousand clips

Production used to keep a brand consistent by accident. AI removes that limit — and the accidental consistency with it. How to engineer brand coherence into the system when anyone can generate a hundred variants.
Illustration of one AI video ad localized into multiple language variants across marketsView

Localization / 8 min read

Localizing AI video ads: one creative, every market

Localization used to mean deciding which markets were worth a reshoot. When AI can re-voice, re-caption, and recast a winning ad overnight, the constraint moves — and so does what good localization actually means.
Illustration of an ad performance curve fatiguing and then refreshed back up with a new AI variantView

Strategy / 8 min read

Beating ad fatigue: the AI creative refresh cycle

Every winning ad decays. The fix used to be expensive enough that teams ran creative into the ground. When refresh is cheap, fatigue becomes a cadence problem, not a budget one.
Illustration of a single clip branching into multiple creative variantsView

Strategy / 7 min read

Why variants beat one perfect clip

One hero clip is a bet. A set of variants is a test. Why scalable creative variation, not single-clip perfection, is where AI production pays off.
Illustration of a broadcast-quality TV spot produced with AIView

Formats / 8 min read

What AI TV ads can unlock

TV-near production used to mean six-figure budgets and month-long timelines. What changes for challenger brands when broadcast-quality spots become reachable.
Illustration comparing AI-generated UGC with creator-led influencer marketingView

Strategy / 8 min read

AI UGC or influencers: when to use which

AI UGC and creator marketing solve different problems. A practical guide to which one to reach for, when to combine them, and how to avoid paying for the wrong kind of authenticity.
Illustration of the cost drivers behind AI video productionView

Production / 8 min read

What AI video production actually costs

Generating a clip is cheap. Shipping one that is on-brand, cleared, and worth running is not. A clear breakdown of where the cost in AI video production actually sits.
Illustration of AI-generated ad content labelled for EU AI Act transparencyView

Compliance / 8 min read

AI ads and the EU AI Act: what you have to disclose

The EU AI Act adds transparency obligations for AI-generated marketing content. A practical, non-legalese guide to what marketers should disclose and when the rules apply.
Illustration of an AI avatar presenter delivering a scripted marketing messageView

Formats / 8 min read

AI avatars in marketing: when a synthetic face earns its place

AI avatars promise a spokesperson you can script, localize, and reshoot for free. A practical guide to where a synthetic presenter actually performs, where it backfires, and how to keep one from looking cheap.
Illustration of AI UGC clips feeding an app marketing performance channelView

Production / 8 min read

AI UGC for app marketing: filling the creative gap

App marketing burns through creative faster than any other channel. How AI UGC closes the gap between the volume paid social demands and the volume a small team can actually shoot.
Illustration of measuring and comparing AI ad creative variants by performanceView

Strategy / 8 min read

Measuring AI ad creative: the metrics that tell you what to scale

When AI makes fifty variants cheap, the bottleneck moves from production to judgment. The metrics that actually tell you which creative to scale, and the vanity numbers that quietly waste budget.
Illustration of AI video clips feeding a B2B demand funnel that ends in a signed dealView

Strategy / 8 min read

AI video for B2B marketing: where synthetic creative actually works

B2B underused video for one reason: production never paid back against a narrow audience. AI changes that math — but B2B video is not B2C with a logo swap. Where synthetic creative earns its place across a long, committee-driven buying cycle, and where it quietly backfires.
Illustration of a synthetic presenter, a signed likeness release, a protection shield, and a locked voice waveformView

Compliance / 8 min read

Whose face and voice is it? Likeness and voice rights in AI video

Disclosure is only half of compliant AI video. The other half is permission — the rights to the face and voice on screen. A practical guide to licensed avatars, consent for cloning, accidental resemblance, and the paper trail that keeps a synthetic spokesperson from becoming a lawsuit.
Illustration comparing a raw, handheld AI clip with a polished, broadcast-grade oneView

Formats / 8 min read

Native or polished: matching AI video to the platform it runs on

A glossy spot dies on a feed that rewards the raw and unscripted; a handheld clip looks cheap in a placement that expects craft. Production texture is not a quality ladder — it is a fit decision. Why the platform should set the polish level, and how AI lets you make both from one idea.
Illustration of a magnifier inspecting an AI video clip for the tells that reveal it as generatedView

Production / 8 min read

Avoiding the AI look: making synthetic video that doesn't announce itself

The AI look is not one flaw but a cluster of small tells — morphing hands, dead eyes, simmering backgrounds, objects that change between frames. The craft of shot choice, length, and finishing that keeps AI video from giving itself away.

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