saas · Aug 9, 2026

cleanlab.ai

20/100 Sparse

Scores above 9% of 1,252 multi-step funnels we have measured. Among the 959 saas funnels in that group, above 3%.

2/11 tactics
2 steps
12 checks
3 flagged

How this was measured

Coverage is detection coverage, not a verdict — it counts the conversion tactics we could prove are present, out of the 11 that apply to a saas funnel.

Measured by Roentgen 1.20.1, one of our versioned rulesets. A capture is read once and its measurements freeze there, so the stamp says which ruleset read this one.

Walk 31 links seen, 14 walkable, 1 matched, and we walked 2 pages.

Captured Homepage / Lander — Step 1 · Homepage / Lander1 / 2

What we recorded

The funnel, frame by frame

2 steps walked

see their whole funnel without clicking through it. scored step by step

measured

Homepage / Lander

2 tactics

Logo wallDemo / docs

Solutions

2 tactics

Logo wallDemo / docs

In their own words

19 quoted

the entry page’s own title, headline, buttons and prices — quoted, never paraphrased

measured

Page title: Cleanlab | Experience GenAI that doesn’t hallucinate
Meta description: Cleanlab helps teams build safer AI agents by preventing incorrect responses from reaching users. Detect and remediate incorrect responses from any AI agent to ensure safety, compliance, and trust at scale.
Headline: Keep AI mistakes away from your customers.
Section headings: Make AI Agents production-ready with the right controls.Confidently deploy high-stakes AI applications.Deployment OptionsRecognized industry leaders in AI.What’s new.VPCSaaS
Buttons and links: Read morePlatformResourcesCommunityCompanyBook a demoCustomer Support AI AgentsEmployee-facing AI AgentsLetter from the CEO: Handshake acquires Cleanlab Read more

Sections

3 identified

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

measured

Nav section of cleanlab.ai — **Nav**0% down the page

Hero section of cleanlab.ai — **Hero**2% down the page

Logos section of cleanlab.ai — **Logos**14% down the page

What we found

2 tactics

conversion tactics we could prove are present, with the on-page text that evidences each

measured

Action path1 of 4

Offers a demo or docs entry point Book a demo

Trust & proof1 of 2

Shows customer logos or a trusted-by claim logo wall (27 distinct marks)

What we didn’t find

9 of 11 applicable

applicable tactics we checked for and did not see on any step we reached

measured

What we didn’t see9 of 11 applicable

FAQ / objection handling 1175 of 1777 measured funnels run this

Free trial / freemium 974 of 1248 measured funnels run this

Pricing tiers 636 of 1248 measured funnels run this

Press / "as seen in" 448 of 1769 measured funnels run this

Lead-capture form 310 of 1256 measured funnels run this

Us-vs-them comparison 304 of 1777 measured funnels run this

Proof above the fold 292 of 1777 measured funnels run this

Usage / adoption proof 224 of 1369 measured funnels run this

Scarcity / urgency copy 94 of 1769 measured funnels run this

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.

How well it’s built

12 run · 3 flagged

contrast, mobile, typography, accessibility, weight — each with what would fix it

measured

Readability & contrast1 flagged

Text contrast (WCAG AA) needs workcontrast:text-contrast-wcag-aa

90% of measurable text passes WCAG AA. 4+ runs fail. 16% of text was unmeasurable (over images/gradients). not counted either way.

worst: “Platform” at 3.84:1 (12px, #6e788c on #181c25). needs 4.5:1

fix Raise text/background contrast to ≥4.5:1 (≥3:1 for large text), especially on CTAs and body copy.

Mobile & tap targetsclear

Mobile viewport passesmobile:mobile-viewport

Responsive viewport meta is present.

Typography1 flagged

Body text size needs worktype:body-text-size

Smallest body text is 12px (base ~18px). below the ~16px readable floor.

fix Keep body copy ≥15-16px; reserve sub-13px for fine print only.

Line length notetype:line-length

1 paragraph runs past ~95 characters per line.

fix Cap measure at ~60-75ch for comfortable reading.

Accessibility hygieneclear

Weight & delivery1 flagged

Page weight not measurableweight:page-weight

At least 2.4 MB across 139 measurable resources, but 167 cross-origin resources did not expose a size. The true weight cannot be determined from the page.

Render-blocking resources noteweight:render-blocking-resources

6 stylesheets/scripts in <head> block first paint.

fix Defer non-critical JS (defer/async) and inline only critical CSS.

Oversized images needs workweight:oversized-images

33 images are shipped at more than 2x the width shown.

“tencent.e8f39965.svg” is 3456px wide, displayed at 112px

fix Serve responsive sizes (srcset/sizes) matching the rendered width.