# Stellon Labs Landing Page Growth Score | YC S25 | Lazyweb

Lazyweb publishes a public search API over its indexed pages; the guide is at https://www.lazyweb.com/agent-access.

Source: https://www.lazyweb.com/yc-s25/stellon-labs
Source observed: 2026-10-15T18:57:08.230Z
Last checked: 2026-10-20T08:37:53.45+00:00
Indexed: 2026-10-15T20:28:05.524+00:00

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# Stellon Labs Landing Page Growth Score

We provide this YC S25 landing-page report for [Stellon Labs](https://stellonlabs.com/).

## Overall result

- **Growth score:** 61/100
- **Updated:** September 22, 2026
- **Weakest category:** Trust
- **Category scores:** Trust **32**, Value props **58**, CTA **64**, Mobile web **72**, Information hierarchy **78**
- **Rank:** 4th among the six listed companies

### Overall ranking

1. [Useful Sensors — 69](https://www.lazyweb.com/growth-score/site/usefulsensors.com)
2. [Latent AI — 66](https://www.lazyweb.com/growth-score/site/latentai.com)
3. [Edge Impulse — 63](https://www.lazyweb.com/growth-score/site/edgeimpulse.com)
4. Stellon Labs — 61
5. [Neuton.AI — 52](https://www.lazyweb.com/growth-score/site/neuton.ai)
6. [Nota AI — 51](https://www.lazyweb.com/growth-score/site/nota.ai)

[Fix Trust](https://www.lazyweb.com/plans/checkout?plan=individual&source=growth_score_feature_build_fixes)

## Score over time

- **September 22, 2026:** 61; overall −2, Mobile web −10, CTA +6
- [June 14, 2026](https://www.lazyweb.com/growth-score/history/2026-06-14): 63; first tracked report, strongest Information hierarchy 82, weakest Trust 34

## Trust — 32

Trust measures proof that a product is real, competent, and safe to try.

![Useful Sensors landing page](https://zlfyzdmohcskkucuunmk.supabase.co/storage/v1/object/public/sites/growth-score/site/usefulsensors.com.jpg?v=2026-09-22T23%3A27%3A45.207%2B00%3A00)

![Edge Impulse landing page](https://zlfyzdmohcskkucuunmk.supabase.co/storage/v1/object/public/sites/growth-score/site/edgeimpulse.com.jpg?v=2026-09-22T23%3A25%3A01.098%2B00%3A00)

| Company | Trust read |
|---|---|
| Stellon Labs | No visible trust signal identified. |
| Edge Impulse | “Imagine Innovators Europe 2026: Relive the Event” banner implying a real hosted conference |
| Nota AI | No visible trust signal identified. |
| Useful Sensors | “Five live demos of Moonshine Voice compiled to WebAssembly. The models download once, then run on your own CPU: no API” |
| Neuton.AI | Implicit context: Neuton.AI may benefit from pre-existing familiarity among its target audience. |
| Latent AI | No visible trust signal identified. |

### Trust ranking

1. Useful Sensors — 62
2. Neuton.AI — 48
3. Edge Impulse — 44
4. Latent AI — 42
5. Stellon Labs — 32
6. Nota AI — 32

[Build proof section](https://www.lazyweb.com/backlog?site=stellonlabs.com#opt-trust-signals)

## Value props — 58

Stellon Labs’ headline is **“Frontier AI for Minimal Hardware”** and its subheadline is **“We are an AI research lab building powerful tiny models for edge applications.”**

**Working:**
- Clear tension: frontier AI versus minimal hardware
- Subhead names the audience: edge applications
- Single focused CTA to a real product

**Could improve:**
- No model-size, latency, or benchmark numbers
- Hero image decorates rather than showing a model on-device
- KittenML CTA is unexplained, so visitors click without context

### Value-prop ranking

1. Useful Sensors — 86
2. Edge Impulse — 68
3. Neuton.AI — 64
4. Latent AI — 62
5. Stellon Labs — 58
6. Nota AI — 56

## CTA — 64

The primary CTA is shown as **“Check out KittenML →.”**

![Stellon Labs CTA capture](https://zlfyzdmohcskkucuunmk.supabase.co/storage/v1/object/public/sites/growth-score/site/stellonlabs.com.jpg?v=2026-09-22T23%3A20%3A30.441%2B00%3A00)

**Problems:**
- Weak browse verb: “Check out”
- KittenML is never explained on the page
- Low-contrast gray pill on desktop
- Label does not imply a payoff

### CTA ranking

1. Edge Impulse — 72
2. Latent AI — 72
3. Useful Sensors — 68
4. Stellon Labs — 64
5. Neuton.AI — 56
6. Nota AI — 48

[Rewrite this CTA](https://www.lazyweb.com/backlog?site=stellonlabs.com#opt-cta-writing)

## Mobile web — 72

![Mobile web annotations on the mobile capture](https://zlfyzdmohcskkucuunmk.supabase.co/storage/v1/object/public/sites/growth-score/site/stellonlabs.com-mobile.jpg?v=2026-09-22T23%3A20%3A30.441%2B00%3A00)

1. **Primary CTA below fold:** “Check out KittenML →” sits at the bottom of the first viewport and may be missed on shorter phones.
2. **Uncollapsed header link:** “Connect with us on X” wraps onto two lines beside the logo instead of collapsing into a menu.
3. **Two-line logo wrap:** The “Stellon Labs” wordmark breaks across two lines, increasing header height.
4. **Monospace headline wraps:** “Frontier AI for Minimal Hardware” occupies three tall lines and much of the viewport.

[View mobile fixes](https://www.lazyweb.com/backlog?site=stellonlabs.com#opt-mobile-web)

## Information hierarchy — 78

![Information hierarchy annotations on the desktop capture](https://zlfyzdmohcskkucuunmk.supabase.co/storage/v1/object/public/sites/growth-score/site/stellonlabs.com.jpg?v=2026-09-22T23%3A20%3A30.441%2B00%3A00)

1. **Check out KittenML button:** Its translucent gray fill blends into the sky background, making the sole conversion action least visible in the scan path.
2. **Footer email link:** It enters the desktop fold and competes with the primary CTA as an exit path.
3. **Subheadline text:** Light gray text over a mid-gray sky lowers the supporting value proposition’s contrast.

[View layout plan](https://www.lazyweb.com/backlog?site=stellonlabs.com#opt-information-hierarchy)

## Competitors

These are inferred from product, audience, and value proposition:

1. [Useful Sensors — 69](https://www.lazyweb.com/growth-score/site/usefulsensors.com)
2. [Latent AI — 66](https://www.lazyweb.com/growth-score/site/latentai.com)
3. [Edge Impulse — 63](https://www.lazyweb.com/growth-score/site/edgeimpulse.com)
4. Stellon Labs — 61
5. [Neuton.AI — 52](https://www.lazyweb.com/growth-score/site/neuton.ai)
6. [Nota AI — 51](https://www.lazyweb.com/growth-score/site/nota.ai)

---

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