saas · Sep 30, 2026

image2image.app

We found more conversion tactics here than on 67% of the 1,350 multi-step SaaS funnels we have measured.

6 conversion tactics detected

2 pages walked · measured by Roentgen 1.28.1

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How this was measured

Measured by Roentgen 1.28.1 on 2026-09-30. A capture is read once and its measurements freeze there, so the stamp says which ruleset read this one.

This 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. A low count means we did not detect those patterns, not that the funnel is weak.

Against all 1,781 multi-step funnels, more conversion tactics than 72% of them.

Walk 17 links on the entry page, 11 walkable. 1 matched a funnel step; we captured 2 pages in all, this one included.

The short version, in 5 parts

  1. Proven on the page

    6 conversion tactics detected, each backed by text on the page

    Answers buyer objections
    12 · FAQ FREQUENTLY ASKED QUESTIONS ABOUT IMAGE TO IMAGE Common questions about the AI pho
    Offers a free trial or free tier
    free credits
    Shows customer logos or a trusted-by claim
    logos: Sophie Miller, David Liu, Jessica Li, Michael Chen, Emma Zhang

    + 3 more with evidence

    See all 6

  2. Not seen

    5 of 11 applicable tactics we checked for and did not see

    Pricing tiers
    Named plan tiers with per-month / per-seat pricing.
    Demo / docs entry
    A "book a demo" or documentation / API entry point.
    Us-vs-them comparison
    A comparison table framing the brand against alternatives.

    + 2 more

    See what we looked for

  3. Flagged

    4 of 15 build checks flagged, each with a fix

    Body text size
    Smallest sampled text is 10px, below the 13px floor this check uses.
    Render-blocking resources
    9 stylesheets/scripts in <head> block first paint.
    Oversized images
    59 images are shipped at more than 2x the width shown.

    + 1 more

    See the fixes

  4. Walked

    2 pages walked, Homepage / Lander to Pricing

    Step 1
    Homepage / Lander
    Step 2
    Pricing

    Walk it frame by frame

  5. In their words

    The headline: IMAGE TO IMAGE — FREE AI IMAGE EDITOR ONLINE

    Promise
    Create on-brand product photos, ad creatives, and campaign visuals from any image. Built for ecommerce brands…
    Prices shown
    $9.9 · $19.8 · $44.9

    Read every quote

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

What we recorded

Progress

3 scans

this funnel’s coverage score across measured re-scans

measuredextracted directly from the live page. a fact, not an opinion
Unchanged across 3 scans Same 6 conversion tactics detected since 2026-08-09.
  1. 6 tactics 2026-08-09
  2. 6 tactics 2026-08-15
  3. 6 tactics 2026-09-30

The funnel, frame by frame

2 steps walked

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

measuredextracted directly from the live page. a fact, not an opinion
Homepage / Lander
01

Homepage / Lander

▲ strongest
10 tactics

$9.9 +5 more  ·  SAVE 50%  ·  subscription  ·  1 proof point

Sticky CTAReviewsSubscriptionFAQTrust badgesPressFree trialLogo wallUsage proofExpress pay
Pricing
02

Pricing

▼ thinnest
9 tactics

$9.9 +5 more  ·  SAVE 50%  ·  subscription  ·  1 proof point

Sticky CTASubscriptionFAQTrust badgesPressFree trialLogo wallUsage proofExpress pay

In their own words

37 quoted

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

measuredextracted directly from the live page. a fact, not an opinion
Page title
AI Image Editor for Product Photos & Ads | Image to Image
Meta description
Create on-brand product photos, ad creatives, and campaign visuals from any image. Built for ecommerce brands, marketing teams, and creative agencies.
Headline
IMAGE TO IMAGE — FREE AI IMAGE EDITOR ONLINE
Section headings
BUILT FOR ECOMMERCE, MARKETING & CREATIVE TEAMSBEFORE AND AFTER IMAGE TO IMAGE EXAMPLES FOR ECOMMERCE, MARKETING, AGENCIES, AND CREATIVE STUDIOSCAMPAIGN VISUALS, BEFORE AND AFTERWHAT IS IMAGE TO IMAGE?FROM ONE APPROVED IMAGE TO A FULL CAMPAIGNFROM SOURCE IMAGE TO CAMPAIGN-READY EXPORTPRODUCTION CAPABILITIES FOR COMMERCIAL IMAGE WORKBUILT FOR COMMERCIAL IMAGE PRODUCTION+8 more, not shown
Buttons and links
AI ToolsStart for FreeAI ImageGPT Image 2.0 NewAuto1KStyle: AutoGenerate 10Use this prompt01 Consistent Subject Identity+2 more, not shown
Prices on the page
$9.9$19.8$44.9$89.8$19.9$39.8

Sections

7 identified

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

measuredextracted directly from the live page. a fact, not an opinion
Nav section of image2image.app
Nav0% down the page
Hero section of image2image.app
Hero0% down the page
Comparison section of image2image.app
Comparison19% down the page
Pricing section of image2image.app
Pricing72% down the page
Email capture section of image2image.app
Email capture80% down the page
FAQ section of image2image.app
FAQ83% down the page
Footer section of image2image.app
Footer96% down the page

Elements

1 harvested

the atomic pieces — price anchors, ratings, guarantees — with their verbatim on-page text

measuredextracted directly from the live page. a fact, not an opinion
Price anchor element
Price anchor“$19.8”

What we found

6 tactics

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

measuredextracted directly from the live page. a fact, not an opinion

objection1 of 2

Answers buyer objections 12 · FAQ FREQUENTLY ASKED QUESTIONS ABOUT IMAGE TO IMAGE Common questions about the AI pho

proof3 of 4

Shows customer logos or a trusted-by claim logos: Sophie Miller, David Liu, Jessica Li, Michael Chen, Emma Zhang
Puts a number on adoption 10,000+ users
Shows press logos or an as-seen-in claim featured on

offer1 of 2

Offers a free trial or free tier free credits

checkout1 of 2

Lead-capture form Enter your idea to generate, range, range, range

What we didn’t find

5 of 11 applicable

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

measuredextracted directly from the live page. a fact, not an opinion

What we didn’t see5 of 11 applicable

Pricing tiers 873 of the 1,673 SaaS funnels we checked
Demo / docs entry 575 of the 1,683 funnels we checked
Us-vs-them comparison 441 of the 2,420 funnels we checked
Proof above the fold 381 of the 2,420 funnels we checked
Scarcity / urgency copy 125 of the 2,417 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.

How well it’s built

15 run · 4 flagged

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

measuredextracted directly from the live page. a fact, not an opinion

4 of 14 measured checks need work1 could not be measured — not counted either way

Body text size

type:body-text-size

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

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

Render-blocking resources

weight:render-blocking-resources

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

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

Oversized images

weight:oversized-images

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

“image?url=%2Fimgs%2Fcases%2Fimage-gpt-us” is 843px wide, displayed at 353px

FixServe responsive sizes (srcset/sizes) matching the rendered width.

Tap-target size (mobile)

mobile:tap-target-size-mobile

186 of 221 interactive targets are under 44×44px on mobile.

smallest: “Auto” at 45×14px

FixGive tappable controls a ≥44×44px hit area. the touch minimum.

Worth knowing6

Line length

15 paragraphs run past ~95 characters per line.

FixCap measure at ~60-75ch for comfortable reading.

type:line-length
Form labels

2 form fields rely on placeholder text as the only label.

FixBack placeholders with a real <label>. placeholder text vanishes on input.

a11y:form-labels
Heading levels

2 headings skip a level (e.g. <h2> followed by <h4>). Screen-reader users navigate by this outline.

FixStep heading levels one at a time; use CSS for size, not a deeper level.

a11y:heading-levels
Keyboard reachability

2 elements look clickable but cannot be reached by keyboard.

FixUse <button>/<a>, or add role + tabindex="0" and a key handler.

structure:keyboard-reachability
Autocomplete hints

No autocomplete attributes across 1 field. browsers cannot autofill.

FixAdd autocomplete="email"/"tel"/"name" to identity fields.

forms:autocomplete-hints

Not measurable1

Page weight

At least 2.6 MB across 154 measurable resources, but 78 cross-origin resources did not expose a size. The true weight cannot be determined from the page.

weight:page-weight

Clear4

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

Brand kit

5 colour roles

palette by on-page usage · type rendered live

measuredextracted directly from the live page. a fact, not an opinion
full palette ordered by on-page usage %
primary#d1fe17
accent#d1fe17
bg#d1fe17
surface#ffffff
text#898a8b
See the roles applied
accent

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

the roles, doing their job
The quick brown fox64px
Jumps over the lazy dog48px
A subheading in their voice44px

Body copy set at their measured paragraph size. This is how their product reads to a first-time visitor. same family, same scale, same weight.

  • List item one, at body scale
  • List item two
  • List item three
Type scale, weights & families
SIZE SCALE
10pxAa
11pxAa
12pxAa
13pxAa
14pxAa
15pxAa
16pxAa
17pxAa
18pxAa
44pxAa
48pxAa
64pxAa
WEIGHTS
Aa400
Aa500
Aa600
Aa650
Aa700
FAMILIES
Space Grotesk · Inter
rendered in their own type system · webfont not loaded. system fallback if uninstalled

Measured, found none

1 of 10 layers

layers we ran on this funnel that came back empty

measuredextracted directly from the live page. a fact, not an opinion

Playbook match — which funnel play this page runs — measured, evidence-quoted

We ran this pass on the pages we captured and found nothing to show. That is a measurement of this funnel, not a recommendation — and it is a different statement from a layer we never ran, which does not appear here at all.

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