# Cactus Compute 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/cactus-compute
Source observed: 2026-10-08T01:46:37.152Z
Last checked: 2026-10-20T06:58:29.68+00:00
Indexed: 2026-10-08T03:53:08.481+00:00

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# Cactus Compute Landing Page Growth Score

We provide a YC S25 landing-page report for [Cactus Compute](https://www.cactuscompute.com/). Its overall **Growth Score is 71/100**, updated **September 22, 2026**. The weakest category is **Information hierarchy**, scored **68**.

## Category scores

| Category | Score |
|---|---:|
| Information hierarchy | 68 |
| Trust | 68 |
| Value props | 72 |
| Mobile web | 72 |
| CTA | 76 |

## Ranking

1. [Liquid AI — 73](https://www.lazyweb.com/growth-score/site/liquid.ai)
2. Cactus Compute — 71
3. [useful sensors (Moonshine) — 69](https://www.lazyweb.com/growth-score/site/usefulsensors.com)
4. [Edge Impulse — 63](https://www.lazyweb.com/growth-score/site/edgeimpulse.com)
5. [Nexa AI — 57](https://www.lazyweb.com/growth-score/site/nexa.ai)

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

## Score over time

The report lists these observations and changes:

1. **September 22, 2026:** 71, live; overall +5, Mobile web +20, CTA +4.
2. [September 18, 2026](https://www.lazyweb.com/growth-score/history/2026-09-18): 66; overall +2, CTA +20, Trust +14.
3. [August 21, 2026](https://www.lazyweb.com/growth-score/history/2026-08-21): 64; CTA −6, Value props +2.
4. [August 11, 2026](https://www.lazyweb.com/growth-score/history/2026-08-11): 64; overall −1, Trust −6, Mobile web +6.
5. [July 21, 2026](https://www.lazyweb.com/growth-score/history/2026-07-21): 65; overall +2, Information hierarchy +4, CTA +4.
6. [July 14, 2026](https://www.lazyweb.com/growth-score/history/2026-07-14): 63; overall −1, Information hierarchy −6, Trust −4.
7. [June 14, 2026](https://www.lazyweb.com/growth-score/history/2026-06-14): 64; first tracked report; strongest Value props 76 and weakest Mobile web 52.

## Information hierarchy — 68, Fair

The report identifies four issues:

1. **Rotating headline third line:** the animated “For” line may be caught mid-cycle, leaving “Automation Foundation Models For” and an incomplete value proposition.
2. **Fine-tune Needle CTA:** the red primary CTA is in the top-right navigation rather than the hero’s central scan path; the hero itself has no primary action.
3. **Announcement banner:** a second red-accented arrow link below the navigation competes with the identically red CTA and creates an early exit path.
4. **Sandbox control cluster:** “Smart home,” “Reset,” and “preparing smart home tools...” have equal visual weight, making the Query field harder to find.

![Information hierarchy annotations on the desktop capture](https://zlfyzdmohcskkucuunmk.supabase.co/storage/v1/object/public/sites/growth-score/site/cactuscompute.com.jpg?v=2026-09-22T23%3A58%3A11.347%2B00%3A00)

[View layout plan](https://www.lazyweb.com/backlog?site=cactuscompute.com#opt-information-hierarchy) — turn the callouts into a sequenced plan to keep, move, merge, or remove elements.

## Trust — 68, Fair

The report compares these trust signals:

| Company | Trust read |
|---|---|
| Cactus Compute | “Backed by Y Combinator” badge above the hero headline |
| Liquid AI | “56 LFMS SHIPPED / 47.7M DOWNLOADS / 3500+ VARIANTS” stat block above the primary CTA |
| Nexa AI | The report says Nexa AI may benefit from pre-existing familiarity among its target audience |
| Edge Impulse | “Imagine Innovators Europe 2026: Relive the Event” banner implying a real hosted conference |
| useful sensors (Moonshine) | “Five live demos of Moonshine Voice compiled to WebAssembly. The models download once, then run on your own CPU: no API” |

Trust ranking:

1. Cactus Compute — 68
2. Liquid AI — 68
3. useful sensors (Moonshine) — 62
4. Nexa AI — 52
5. Edge Impulse — 44

[Build proof section](https://www.lazyweb.com/backlog?site=cactuscompute.com#opt-trust-signals) to choose proof signals and placement for a stronger trust section.

## Value props — 72, Fair

The report describes the headline as underselling the product:

- **Headline:** “Automation Foundation Models For”
- **Subhead:** “2-bit, 8-29MB, runs locally, up to 4k tokens/sec decode speed”

**Working:**

- The subhead provides hard specifications: 8–29MB and 4k tokens/sec.
- Live sandbox demos place the product in the fold.
- A YC badge and **12.2k+ stars** add proof.

**Could improve:**

- The rotating headline can strand a bare “For” on desktop.
- Specifications are listed without a user outcome.
- The jargon assumes the reader knows foundation models.

Value-prop ranking:

1. useful sensors (Moonshine) — 86
2. Liquid AI — 82
3. Cactus Compute — 72
4. Edge Impulse — 68
5. Nexa AI — 35

## Mobile web — 72, Fair

![Mobile web annotations on the mobile capture](https://zlfyzdmohcskkucuunmk.supabase.co/storage/v1/object/public/sites/growth-score/site/cactuscompute.com-mobile.jpg?v=2026-09-22T23%3A58%3A11.347%2B00%3A00)

The mobile findings are:

1. **Announcement banner:** wraps to two lines and pushes the hero down before the value statement.
2. **Fine-tune Needle button:** the only above-the-fold CTA is a pill crowded into the header rather than a full-width, thumb-sized body button.
3. **Spec subhead:** “2-bit, 8-29MB, up to 4k tokens/sec” is jargon-dense and lacks a plain-language payoff.

[View mobile fixes](https://www.lazyweb.com/backlog?site=cactuscompute.com#opt-mobile-web) to convert the findings into a prioritized implementation checklist.

## CTA — 76, Fair

The evaluated primary CTA is **“Fine-tune Needle.”** The report lists these problems:

- “Fine-tune” is expert jargon.
- The click feels like work rather than value.
- The CTA competes with the sandbox for attention.
- It assumes visitors know what Needle is.

CTA ranking:

1. Cactus Compute — 76
2. Edge Impulse — 72
3. Liquid AI — 68
4. useful sensors (Moonshine) — 68
5. Nexa AI — 58

[Rewrite this CTA](https://www.lazyweb.com/backlog?site=cactuscompute.com#opt-cta-writing) to generate primary and secondary options grounded in Cactus Compute’s offer and visitor objections.

## Competitors

The report infers these competitors from product, audience, and value proposition:

1. [Liquid AI — liquid.ai — 73](https://www.lazyweb.com/growth-score/site/liquid.ai)
2. Cactus Compute — 71
3. [useful sensors (Moonshine) — usefulsensors.com — 69](https://www.lazyweb.com/growth-score/site/usefulsensors.com)
4. [Edge Impulse — edgeimpulse.com — 63](https://www.lazyweb.com/growth-score/site/edgeimpulse.com)
5. [Nexa AI — nexa.ai — 57](https://www.lazyweb.com/growth-score/site/nexa.ai)

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