Category research · August 2026

AI demo agents promise instant value. Their pages often add another gate.

Nine public landing pages reveal the same conversion tension: products designed to remove waiting frequently route the buyer into a conventional sales form. This benchmark scores what a new visitor can understand, believe, and do.

Five category patterns
01Promise-to-CTA consistencyIf the product removes waiting, the first click should remove waiting too.
02Mechanism proofShow the agent ask, navigate, answer, and hand off—not another feature montage.
03Outcome proofA verified customer result beats broad scale language and category statistics.
04Enterprise trust polishSecurity claims lose force when copy, rendering, or proof errors sit nearby.
05One job before three use casesWin one concrete buyer decision before expanding into onboarding and support.
Page benchmark

Nine pages. One decision path each.

CompanyStrengthPrimary frictionHighest-leverage change
NaomaSharp no-wait promiseSales competes with instant demoPut the live launcher in the hero
SupersonikClear personalized-demo outcomeWording errors weaken enterprise trustFix copy and add one verified result
ExpertZeroConcrete in-product executionMechanism appears below a broad category heroLead with request → UI → completed workflow
FloeStrong promise-to-product alignmentDense education delays proofShow one complete live outcome first
RepixaDirect demo actionScale claims precede customer evidenceAdd a sourced result near the CTA
AeliosBroad lifecycle coverageThree conversion paths competeChoose one stage and first action
RehnovaMemorable outdated-demo problemWaitlist status defers experienceGenerate one example before email
ClearwayClear early-access offerEmail capture substitutes for proofShow an interactive preview first
KarumiConcrete 24/7 framingFounder and demo routes split intentResolve around one immediate outcome
The 30-point model

Score the decision, not the number of sections.

Outcome clarityCan a buyer repeat the changed outcome after five seconds?
Promise-to-actionDoes the first click deliver the core promise?
Mechanism visibilityIs the differentiator demonstrated?
Proof qualityDoes evidence reduce uncertainty about this product?
Trust polishCan an enterprise buyer forward the page without caveats?
Decision-path focusDo all sections help the same first decision?
Replacement formulas

Three clearer ways to lead.

Give every qualified visitor a product demo the moment they ask.

The agent discovers what the buyer needs, navigates the real product, and hands sales a qualified brief—no scheduling delay.

CTA: Start a live demo

Turn complex workflows into actions users complete by asking.

Generate the right in-product guidance, execute multi-step work, and get new users to value without another support ticket.

CTA: See a workflow run

A product demo that updates every time your product does.

Explore the live interface, rebuild the right walkthrough, and deliver a personalized demo without re-recording.

CTA: Generate a sample demo
Eight tests

Turn the benchmark into experiments.

  1. Make the live demo the primary hero CTA.
  2. Show one complete 20-second interaction above the fold.
  3. Put one sourced result beside the first CTA.
  4. Use one role-specific first path.
  5. Move security boundaries beside the demo action.
  6. Name the artifact handed to sales.
  7. Show graceful failure and human handoff.
  8. Replace generic CTAs with product-specific actions.

Apply the full model to your page.

The USD 129 audit includes your prioritized score, rewritten hero and CTA, proof and objection fixes, mobile pass, and three experiments—delivered in 24 hours.

Get my conversion audit — $129