Tagged, Not Removed: What Streaming AI Music Labels Change
Tagging, de-recommending, and removing AI music are three different platform responses. Deezer's own numbers show which one the industry is converging on.
7 min read
Text Baked Into the Image vs Text Stamped Over It
Two different ways to put words on a slideshow image — rendered inside the picture or layered on top — and the double-render mistake that breaks both.
7 min read
How to turn a text thread into a video
How to turn a text message exchange into a paced video scene: reveal timing, a reaction cutaway, and two different ways to voice the conversation.
7 min read
Text to Vector: When You Need an SVG, Not a Raster
Four models generate true editable SVGs from a prompt, not PNGs. When a deliverable needs real vector paths, and how to prompt those models well.
7 min read
Article 50 deadline for grandfathered AI tools
A tool you've used since before August 2026 has a separate compliance clock running until December. Here's what changes, and what doesn't wait.
8 min read
The Effort-Visible Edit
A disclosure label alone tends to cost engagement. A study on AI-content disclosure points at the actual lever — and it's a format, not a caveat.
7 min read
The European Accessibility Act and Your Video Library
The Act's main deadline already passed in 2025. A narrower grace period runs to 2030 for unchanged services — how to triage a back catalogue against both.
7 min read
The Parasocial Cost of an AI Tag, and How to Pay It Down
New research traces exactly why an AI disclosure costs engagement — and rules out the two explanations creators usually assume are the cause.
7 min read
The Real Cost of a Reshoot in a Generated Pipeline
A client's small tweak and a client's swap-the-look request aren't the same change order. A credit taxonomy for what each revision type actually costs.
7 min read
TikTok as a search engine: what the data says
The freshest survey behind the TikTok-as-search-engine line both supports it and undercuts it in the same report. What the numbers actually say.
7 min read
The Transcript as a Content Asset
Every talking-head video already contains its own transcript. What it's actually raw material for, and why the text file outlasts the burned-in caption.
7 min read
Three Ways to Find a Generation You Made Weeks Ago
search_my_media, fetch_user_generations, and browse_user_library cover non-overlapping ground — pick wrong and the agent returns nothing, not a redirect.
7 min read
TikTok Symphony avatars and likeness licensing
TikTok's Symphony avatars let creators license their own likeness to brands on their own terms. That template is now the norm every creator negotiates against.
7 min read
Tool Schemas Are the New Prompt Engineering
An agent's output quality is bounded by how well its tools are described, not by how carefully you phrase the request. Our own definitions as the example.
9 min read
Trademark-Safe Mark Development With Generative Tools
Generating a logo takes thirty seconds. Owning one touches two separate federal processes, neither of which a single prompt satisfies. Not legal advice.
9 min read
Transcription Language Coverage vs Dubbing Language Coverage
Transcription covers 165 language codes. Dubbing covers 25. Six TTS engines each cover a different subset. Here is the real coverage picture, snapshot dated.
7 min read
Twenty-Second Takes Change the Edit, Not Just the Render
AI video durations are pushing past 20 seconds. That changes where editorial decisions happen, and quadruples the cost of a flaw buried mid-take.
8 min read
Two Dubbing Engines and Their Hard Limits
Choosing a dubbing engine looks like a quality preference. It is really a constraint problem: runtime, lip movement, trimming, and language coverage.
7 min read
Type Contrast That Passes an Accessibility Review
Generated graphics fail contrast because the model optimized for looking good, not for a ratio. The actual thresholds, the exemptions, and a two-minute check.
9 min read
UGC creator vs influencer: different jobs and deals
Influencers sell distribution to an audience. UGC creators sell content with no posting requirement. Different rights, disclosure rules, and growth paths.
9 min read
Uncrop Without Warping: Extending Backgrounds That Hold Up
Extended edges bend straight lines, duplicate hardware and drift in colour. How much unmasked context to feed a fill model, and where the platform crops anyway.
8 min read
How to make us-vs-them ads without legal risk
Head-to-head ads convert because they do the shopper's comparison work. Here's the FTC's actual position, the risk points, and how to de-risk the format.
7 min read
Usage rights in creator contracts: organic vs paid
Organic posting rights aren't paid usage rights, and 'in perpetuity' isn't a formality. A plain-language walkthrough of the clause stack in creator contracts.
8 min read
Variable Fonts in a Brand System: Axes and Optical Size
One variable font file replaces a shelf of static weight cuts — and its optical size axis does something no weight dropdown can ever reproduce.
9 min read