The Agent Readiness Assessment Demo

Your website has two audiences now.

Name: Ember Roast
Price: 18.00 USD
Availability: InStock

Humans see your design. AI agents see your data. Right now, most brands are invisible to the second audience — and that audience is starting to do the buying.

An Agent Readiness Assessment reviews whether shopping agents can read your products and check your claims, prices, availability, and policies. This demo shows the difference between missing signals and readable, checkable facts.

What humans see

Free shipping on every order over $30 · Roasted weekly in Portland

Small-batch coffee roasters

Coffee worth slowing down for.

Roasted in small batches every week in Portland, shipped while it still sings.

Shop the roast

The roasts

4.8 · 2314 reviews

Best seller

Ember Roast

Medium-dark roast

Dark chocolate, molasses, a little smoke at the finish.

$18/mo subscription

Oak Decaf

Medium roast

Toasted hazelnut and dried fig. Full flavor, no caffeine.

$16/mo subscription

Campfire Blend

Dark roast

Burnt sugar, cedar, and cocoa. Built for cold mornings.

$19/mo subscription

What people say

“Best coffee I've ever had.”

Mara J.

“My mornings are better now.”

Devon R.

“Fresh every single time.”

Priya S.

Why Ember & Oak

Roasted weekly

Ships in 2–3 days

30-day freshness guarantee

What AI agents see

01 · Raw text extracted

This is the entire signal. The photography, layout, and typography are gone.

Ember & Oak Shop Subscriptions Our Story Reviews Small-batch coffee roasters Coffee worth slowing down for. Roasted in small batches every week in Portland, shipped while it still sings. Shop the roast Ember Roast $18/mo subscription Best seller Oak Decaf $16/bag Campfire Blend $19/bag "Best coffee I've ever had." "My mornings are better now." "Fresh every single time." Why Ember & Oak Roasted weekly Ships in 2–3 days 30-day freshness guarantee hello@emberandoak.example (555) 014-2288 48 Roastery Lane, Portland OR

02 · Structured data found

{
  "@context": "https://schema.org",
  "@type": "Organization",
  "name": "Ember & Oak",
  "url": "https://emberandoak.example"
}

Product · missing Offer · missing AggregateRating · missing

03 · Agent files

/llms.txt missing
/.well-known/g4h.json missing
robots.txt AI rules none

04 · Verifiability checklist

Price $18/mo partial
in visible text only, no structured data · medium confidence
In stock cannot verify
implied, no inventory signal · cannot verify
Ships in 2–3 days partial
found in FAQ text, undated · medium confidence
30-day guarantee cannot verify
not found anywhere machine-readable · cannot verify
Reviews 4.8★ cannot verify
rendered as images, no structured data · cannot verify
Address / phone partial
footer text only · low confidence

05 · Agent confidence

3.1 / 10

This agent would not recommend this brand. It can't verify enough to stand behind it.

Try it live

Try your own website (or your competitors).

Paste any URL. See the page the way you see it, next to the page the way an AI agent sees it.

Website URL

Free, no email needed. We log scanned sites to spot patterns.

Watch an agent decide.

“Find me a coffee subscription under $20/month that ships in under 3 days.”

// agent reasoning · Before improvements

> Price found in page text ($18) but no structured offer data — can't confirm it's current.

> Shipping claim found in FAQ, undated.

> No verifiable stock or guarantee info.

→ I can't confidently recommend this brand.

// agent reasoning · After improvements

> g4h.json (updated 12 min ago): subscription $18/mo ✓ under $20.

> Offer availability: InStock ✓.

> Fulfillment: ships in 2 days ✓ under 3.

> Guarantee: 30-day, terms URL ✓.

→ Recommending Ember & Oak with high confidence.

The first verifiable brand in your market wins twice.

Brands, products, services that become verifiable first don't just get verified, they accumulate verified history: confirmed prices, completed orders, answered reviews. By the time competitors start, the first mover isn't just verified. It's the most verified. That's the moat.

How the seal works