saas · Sep 9, 2026

aigroundschool.org

We found more conversion tactics here than on 20% of the 341 entry-page SaaS captures we have measured.

1 page walked · measured by Roentgen 1.27.0

1 page captured
9 UX checks
2 flagged

Walk 2 links seen, 2 walkable, and 0 matched a funnel step. If this funnel continues past the entry page, we did not reach it — everything below is measured from the entry page alone.

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Captured Homepage / Lander — Step 1 · Homepage / Lander1 / 1

How this was measured

Every figure on this page was read off the live site by Roentgen 1.27.0 on 2026-09-09, a script that reads page structure, computed CSS and matched text. No AI judgment, nothing estimated, and a capture’s numbers stay as read.

Detection coverage, not a verdict. A low count means we did not detect those patterns, not that the funnel is weak.

Links on the entry page2 links
Walkable, same site2 links
Matched a funnel step0 links
Pages captured, entry page included1 page

What we found

2 of 11 applicable

aigroundschool.org shows 2 of the 11 tactics that apply to a SaaS funnel, and we did not see the other 9.

Proven on the page · 2

Answers buyer objections Do I need an account?

Offers a free trial or free tier Start free

Not seen on any step reached · 9

Trusted-by logo wall 1,584 of the 2,196 funnels we checked

Pricing tiers 916 of the 1,790 SaaS funnels we checked

Press / "as seen in" 654 of the 2,583 funnels we checked

Demo / docs entry 604 of the 1,800 funnels we checked

Us-vs-them comparison 493 of the 2,586 funnels we checked

Lead-capture form 472 of the 1,800 funnels we checked

Proof above the fold 419 of the 2,586 funnels we checked

Usage / adoption proof 299 of the 2,196 funnels we checked

Scarcity / urgency copy 135 of the 2,583 funnels we checked

Absence is a measurement, not a recommendation: we do not know why a tactic is missing, whether it belongs here, or whether adding it would change anything. Where a walk stopped early, a tactic living deeper would also read as not detected.

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The funnel, frame by frame

1 step walked

We captured 1 page, Homepage / Lander, and did not walk past it.

Homepage / Lander

2 tactics

$19.99 +1 more · subscription

FAQFree trial

Also captured on mobile, 1 step.

In their own words

20 quoted

Their headline: “Learn to actually use AI, by playing.”

Their description: “An interactive training game that takes you from "I've tried ChatGPT a few times" to confidently operating AI tools. 32 lessons and exams across five tiers. Tiers 1 and 2 are free. No account, no install.”

All 20 quoted strings: title, description, headings, buttons and prices

Page title: AI Ground School — Learn to actually use AI, by playing
Meta description: An interactive training game that takes you from "I've tried ChatGPT a few times" to confidently operating AI tools. 32 lessons and exams across five tiers. Tiers 1 and 2 are free. No account, no install.
Headline: Learn to actually use AI, by playing.
Section headings: You've read about AI. You still can't operate it.Every lesson runs the same three beats.32 lessons and exams across five tiers.Who this isn't for.Straight answers.Start at Recruit. See how far you get.See it doneTry it yourself+6 more, not shown
Buttons and links: Start free — first two tiers
Prices on the page: $19.99$29

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Sections

4 identified

structural bands identified on this funnel, cropped from its own capture

Nav section of aigroundschool.org — **Nav**0% down the page

Hero section of aigroundschool.org — **Hero**1% down the page

FAQ section of aigroundschool.org — **FAQ**72% down the page

Footer section of aigroundschool.org — **Footer**95% down the page

How well it’s built

9 run · 2 flagged

2 of 8 measured checks need work, and each comes with its fix

1 could not be measured, not counted either way

2 Need work
2 Worth knowing
4 Clear
1 Not measurable

Body text size
Smallest sampled text is 10px, below the 13px floor this check uses.

Keep body copy ≥15-16px; reserve sub-13px for fine print only.
What this measures
Tap-target size (mobile)
3 of 5 interactive targets are under 44×44px on mobile.
smallest: “(unnamed)” at 120×16px

Give tappable controls a ≥44×44px hit area. the touch minimum.
What this measures

2 worth knowing, 4 clear, 1 not measurable

Worth knowing2

Line length
32 paragraphs run past ~95 characters per line.

Cap measure at ~60-75ch for comfortable reading.
What this measures
Landmark regions
No <header> landmark. screen-reader users cannot jump between regions.

Wrap the page in <header>, <main> and <footer> (or matching ARIA roles).
What this measures

Clear4

Text contrast (WCAG AA) · Mobile viewport · Language declared · Image alt text

Not measurable1

Page weight
At least 1.0 MB across 6 measurable resources, but 3 cross-origin resources did not expose a size. The true weight cannot be determined from the page.

What this measures

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Brand kit

5 colour roles

Their primary colour is #e8b33c, on a #1d3247 background with text in #c6d5e2.

primary#e8b33c
accent#e8b33c
bg#1d3247
surface#1d3247
text#c6d5e2

See the roles applied and the type scale

accent

Body copy in their text role, on a surface card.

the roles, doing their job

SIZE SCALE

9pxAa

10pxAa

11pxAa

12pxAa

15pxAa

16pxAa

17pxAa

19pxAa

40pxAa

66pxAa

WEIGHTS

Aa400

Aa600

Aa800

FAMILIES

Bricolage Grotesque · JetBrains Mono

rendered in their own type system · webfont not loaded. system fallback if uninstalled

Take their look into your buildDownload design tokens

We also ran these layers on the pages we captured and found nothing to show: Elements, Playbook match (2 of 9 layers). That is a measurement of this funnel, not a recommendation, and a layer we never ran is not listed.