Cactus ComputeYC S25 landing page report.
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Cactus Computehttps://www.cactuscompute.com/

Your landing page’s weakest score is Information hierarchy.

How Cactus Compute ranks

  1. 1.Liquid AI73
  2. 2.Cactus Compute71
  3. 3.useful sensors (Moonshine)69
  4. 4.Edge Impulse63
  5. 5.Nexa AI57
Fix Information hierarchy
71Growth scoreupdated

category scores

Information hierarchy68Trust68Value props72Mobile web72CTA76
category scoresShowHide
Information hierarchy68Trust68Value props72Mobile web72CTA76

Score over time

8070605040Liquid AI 71 on May 28 (Wayback)Liquid AI 72 on Jun 15 (Wayback)Liquid AI 67 on Aug 5 (Wayback)Liquid AI 70 on Aug 13 (Wayback)Liquid AI 68 on Aug 28 (Wayback)Liquid AI 69 on Sep 17 (Wayback)Liquid AI 73 on Sep 22 (Live)Nexa AI 49 on Apr 4 (Wayback)Nexa AI 50 on Apr 11 (Wayback)Nexa AI 57 on Sep 22 (Live)Edge Impulse 54 on May 21 (Wayback)Edge Impulse 59 on Jun 13 (Wayback)Edge Impulse 67 on Jul 2 (Wayback)Edge Impulse 65 on Aug 1 (Wayback)Edge Impulse 65 on Aug 20 (Wayback)Edge Impulse 63 on Sep 1 (Wayback)Edge Impulse 63 on Sep 22 (Live)useful sensors (Moonshine) 46 on Jun 28 (Wayback)useful sensors (Moonshine) 45 on Jul 13 (Wayback)useful sensors (Moonshine) 69 on Sep 22 (Live)Cactus Compute 64 on Jun 14 (Wayback)Cactus Compute 63 on Jul 14 (Wayback)Cactus Compute 65 on Jul 21 (Wayback)Cactus Compute 64 on Aug 11 (Wayback)Cactus Compute 64 on Aug 21 (Wayback)Cactus Compute 66 on Sep 18 (Wayback)Cactus Compute 71 on Sep 22 (Live)Jun 14Jul 14Jul 21Aug 11Aug 21Sep 18Sep 22
Past reportsShow past reportsHide past reports
  1. Sep 22, 202671LiveOverall +5 · Mobile web +20 · CTA +4Viewing
  2. Sep 18, 202666Overall +2 · CTA +20 · Trust +14View →
  3. Aug 21, 202664CTA −6 · Value props +2View →
  4. Aug 11, 202664Overall −1 · Trust −6 · Mobile web +6View →
  5. Jul 21, 202665Overall +2 · Information hierarchy +4 · CTA +4View →
  6. Jul 14, 202663Overall −1 · Information hierarchy −6 · Trust −4View →
  7. Jun 14, 202664First tracked report — strongest Value props 76, weakest Mobile web 52View →

Information hierarchy

68Fair

Does the design help or inhibit what the page is trying to say?

Information hierarchy annotations on the desktop capture1234
  1. Rotating headline third line — The animated "For" line is caught mid-cycle, leaving the headline reading "Automation Foundation Models For" — the value prop is incomplete for any visitor scanning at that moment.
  2. Fine-tune Needle CTA — The red primary CTA sits in the top-right nav corner, outside the hero's center scan path; nothing in the hero itself carries the primary action.
  3. Announcement banner — A second red-accented arrow link directly under the nav competes with the identically red primary CTA and adds an early exit path.
  4. Sandbox control cluster — "Smart home", "Reset", and "preparing smart home tools..." pills sit at equal weight with no hierarchy, making the demo's entry point (the Query field) harder to find.

Trust

68Fair

Proof that the product is real, competent, and safe to try.

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 AIimplicit context 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

Value props

72Fair

Title, subtitle, hero — do they sell the product's true value?

Cactus Compute’s headline undersellsAutomation Foundation Models For2-bit, 8-29MB, runs locally, up to 4k tokens/sec decode speed

Working

  • Subhead packs hard specs: 8-29MB, 4k tokens/sec
  • Live sandbox demos the product in the fold
  • YC badge and 12.2k+ stars add proof

Could improve

  • Rotating headline strands a bare 'For' on desktop
  • Specs listed without a user outcome
  • Jargon assumes reader knows foundation models

Mobile web

72Fair

The phone experience as a first-class citizen.

Mobile web annotations on the mobile capture123
  1. Announcement banner — Wraps to two lines and pushes the hero down, taxing the first viewport before the value statement.
  2. Fine-tune Needle button — Only CTA on the fold is a pill crammed into the header row instead of a full-width, thumb-sized button in the body.
  3. Spec subhead — '2-bit, 8-29MB, up to 4k tokens/sec' is jargon-dense for a first mobile impression with no plain-language payoff.

CTA

76Fair

Copy, size, verb, cost-feel — does the primary CTA earn the click?

Cactus Compute

Problems

  • 'Fine-tune' is expert jargon
  • click feels like work, not value
  • competes with sandbox for attention
  • assumes visitor knows what Needle is

Competitors

inferred from product, audience, and value prop
#1Liquid AIliquid.ai73
#2Cactus Compute71
#3useful sensors (Moonshine)usefulsensors.com69 #4Edge Impulseedgeimpulse.com63 #5Nexa AInexa.ai57