Logo technology · August 2, 2026 · 2 min read

Born Vector: The Quality Bar for AI Logo Generation

One question separates serious AI logo tools from toys: what format is the mark born in? Not exported to. Born in.

There is a one-question audit that separates serious AI logo tools from toys: what file format is the mark born in? Not exported to. Born in. The answer determines whether you are buying an asset or a picture of one.

Generation-then-tracing is a dead end

The obvious way to build an AI logo tool is to bolt a vectorizer onto an image model. The image model dreams up pixels; the tracer converts them to paths. Anyone who has inspected the output knows what comes out: hundreds of anchor points describing what should be four, circles that are almost circles, stroke weights that drift like a hand-drawn map. It looks acceptable at preview size and falls apart the first time a production designer opens the file. The tracing step does not add craft. It embalms the lack of it.

What "born vector" changes

Generating directly in vector space, under geometric constraints, inverts the quality economics:

  • Every curve is intentional. The output is made of primitives (circles, arcs, consistent strokes), so edits are trivial and the file is small enough to inline anywhere.
  • Constraints act as taste. Rules like "stroke weights come from one scale" and "corners are sharp or radiused, never both by accident" filter out the visual mush before it exists.
  • The favicon is free. A mark built from clean geometry simplifies gracefully. A traced mark simplifies into gravel.
  • Exploration gets cheap where it should be. Volume is spent exploring genuinely different directions, not re-rolling the dice hoping for a clean render.

The bar to hold any tool to

Whether a mark came from a human, a model, or both, the acceptance test is identical. Open the SVG. Count the points: a clean mark uses shockingly few. Check the strokes: consistent weights, deliberate terminals. Scale it to 16 pixels and to a wall. Print it in one color. If a tool cannot pass its own output through that gauntlet, it is generating mood boards and charging for logos.

The Lab's take: Every mark that leaves the Lab is born vector under exactly these constraints, then graded against your competing market before you see it. AI made exploration nearly free. That makes judgment, constraints, and the willingness to grade harshly the entire product. The file format is where that philosophy shows up first.

Wondering how your own logo scores?

The Lab grades your brand against your competing market across five dimensions, free, with the evidence to back it up. Most brands score lower than their owners expect.

Grade my brand, free
← Back to the Notebook