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- Sep 22, 202661LiveOverall −2 · Mobile web −10 · CTA +6Viewing
- Jun 14, 202663First tracked report — strongest Information hierarchy 82, weakest Trust 34View →
Your landing page’s weakest score is Trust.
How Stellon Labs ranks
61Growth scoreupdated
category scores
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Score over time
Trust
32PoorProof that the product is real, competent, and safe to try.
| Trust read | |
|---|---|
| Stellon Labs | No visible trust signal identified. |
| "Imagine Innovators Europe 2026: Relive the Event" banner implying a real hosted conference | |
| No visible trust signal identified. | |
| "Five live demos of Moonshine Voice compiled to WebAssembly. The models download once, then run on your own CPU: no API | |
| implicit context Neuton.AI may benefit from pre-existing familiarity among its target audience. | |
| No visible trust signal identified. |
Value props
58FairTitle, subtitle, hero — do they sell the product's true value?
Stellon Labs’s headline undersells
Frontier AI for Minimal Hardware
We are an AI research lab building powerful tiny models for edge applications.
Working
- Clear tension: frontier AI vs minimal hardware
- Subhead names the audience: edge applications
- Single focused CTA to a real product
Could improve
- Zero numbers: no model size, latency, or benchmark
- Hero image decorates, never shows a model on-device
- KittenML CTA unexplained — visitors click blind
CTA
64FairCopy, size, verb, cost-feel — does the primary CTA earn the click?
Problems
- weak browse verb 'Check out'
- KittenML never explained on page
- low-contrast gray pill on desktop
- no payoff implied by the label
Mobile web
72FairThe phone experience as a first-class citizen.
1234- Primary CTA below fold — "Check out KittenML →" sits at the very bottom of the first viewport, easy to miss on shorter phones.
- Uncollapsed header link — "Connect with us on X" wraps onto two lines beside the logo instead of collapsing into a menu, cluttering the header.
- Two-line logo wrap — "Stellon Labs" wordmark breaks across two lines, making the header taller and pushing hero content down.
- Monospace headline wraps — Wide monospace italic forces "Frontier AI for Minimal Hardware" into three tall lines eating half the viewport.
Information hierarchy
78FairDoes the design help or inhibit what the page is trying to say?
123- Check out KittenML button — Translucent gray fill blends into the sky background, making the sole conversion action the least visible element in the scan path.
- Footer email link — Footer contact link creeps into the desktop fold, adding an exit path that competes with the primary CTA.
- Subheadline text — Light gray copy over a mid-gray sky is low contrast, weakening the supporting value proposition at a glance.