Commerce4

Sample report — Northfold Sleep Co. is a fictional merchant. Every score, finding and figure below is illustrative seeded data produced with methodology v0.1.0. No real store was analysed to generate this page.

Sample report · fictional merchant · seeded data

Northfold Sleep Co.

store
northfoldsleep.example
platform
Shopify Plus
market
United States
gmv band
250k-1m / mo
products scanned
148
methodology
v0.1.0

Northfold Sleep Co. is a fictional merchant seeded for demonstration. Every finding below mirrors patterns we see repeatedly on real Shopify catalogs.

49/ 100

Readiness tier

Emerging

40–59

Critical

0–39

Emerging

40–59

Competitive

60–79

Agent-Ready

80–100

Score breakdown

Seven weighted categories totalling 100 points. Expand any card for findings, evidence, business impact and the recommended fix.

Catalog

Catalog & Product Semantics

Needs Work
13/ 25 pts

Titles are brand-led rather than need-led, and 61% of mattress SKUs lack firmness, sleeping-position and material attributes.

Structured Data

Structured Data & Machine Readability

Needs Work
8/ 15 pts

Product schema exists but is incomplete: offers lack availability and priceValidUntil, and variants are not emitted individually.

Discovery

AI Discovery / Retrieval Readiness

Critical
7/ 15 pts

robots.txt blocks two major AI crawler user-agents, and collection pages depend on client-side rendering for product content.

Policies

Merchant Policies & Trust Data

Needs Work
6/ 10 pts

Policies exist as long-form prose with conditional carve-outs that are not machine-extractable.

Inventory

Inventory, Price & Variant Clarity

Needs Work
6/ 10 pts

Variant-level stock is available in the storefront API but promotional pricing is rendered client-side only.

Checkout

Cart / Checkout Agent Readiness

Critical
6/ 15 pts

Permalink carts work for simple SKUs but bundles, financing and an interstitial popup break agent handoff.

Measurement

Measurement & AI Traffic Attribution

Critical
3/ 10 pts

Agent referrals collapse into direct/other traffic; there is no reporting on agent-assisted revenue.

Prioritised remediation

Top 5 revenue-impact actions

Ranked by estimated impact relative to implementation effort.

  1. 1
    P0EFFORTSCritical

    AI crawler user-agents disallowed in robots.txt

    Decide crawler policy deliberately per agent; allow shopping-relevant agents and keep a documented block list.

  2. 2
    P0EFFORTSCritical

    Email-capture interstitial blocks first-touch checkout

    Suppress interstitials on cart/checkout entry paths and for known agent traffic.

  3. 3
    P0EFFORTSCritical

    Product titles optimised for brand, not intent

    Adopt a title pattern: Brand + Model + Category + Key Attribute + Size. Keep display titles via metafield if merchandising objects.

  4. 4
    P0EFFORTSCritical

    Return window ambiguous across surfaces

    Set one canonical return policy object and render every surface from it.

  5. 5
    P0EFFORTSCritical

    No agent referrer classification

    Add a channel group for AI assistant referrers and tag agent-originated sessions server-side.

Simulated buyer-agent test

10 realistic buying intents

Found2Ambiguous4Not Found2Checkout Blocked2

  • “firm king mattress for side sleepers under $1,200”

    No firmness attribute exposed; Northfold absent from the shortlist.

    ChatGPT

    Not Found

  • “best cooling mattress for hot sleepers”

    Cooling claim found in prose only; agent hedged on which model qualifies.

    GeminiAurora II / Glacier Weave

    Ambiguous

  • “Northfold Aurora II queen price”

    List price returned, but promotional price was missed.

    ChatGPTAurora II — Queen

    Found

  • “buy a medium-firm queen mattress and have it delivered next week”

    Cart permalink built, then interrupted by the email interstitial.

    CopilotMeridian — Queen

    Checkout Blocked

  • “what is the return policy on Northfold mattresses”

    Two conflicting trial windows found (100-night vs 90-night).

    Perplexity

    Ambiguous

  • “organic cotton sheet set king”

    Bedding attributes complete; variant resolved cleanly.

    GeminiFoldwell Percale Set — King

    Found

  • “mattress and adjustable base bundle”

    Bundle price only applies in-app; permalink cart priced at list.

    ChatGPTAurora II + Lift Base

    Checkout Blocked

  • “mattress that fits a 10 inch platform bed frame”

    Depth units inconsistent across variants; no confident answer.

    Copilot

    Ambiguous

  • “hypoallergenic pillow for stomach sleepers”

    Sleeping-position attribute absent on the pillow line.

    Perplexity

    Not Found

  • “Northfold Sleep shipping time to Texas”

    Regional exceptions live in footnotes; agent returned a range.

    Gemini

    Ambiguous

Agent purchase funnel

Query → Product Found → Product Selected → Cart Ready → Checkout Ready

01100%

Query

10 representative buying intents

0260%

Product found

6 of 10 surfaced a Northfold SKU

0340%

Product selected

Ambiguity blocked 2 selections

0430%

Cart ready

Bundle carts priced incorrectly

0520%

Checkout ready

Interstitial blocked 2 handoffs

What an AI agent sees

The machine-readable surface of your store, before and after remediation.

product

Product as an agent reads it today

{
  "@type": "Product",
  "name": "The Aurora II",
  "brand": "Northfold Sleep Co.",
  "description": "Cloud-soft cradle with a breathable weave.",
  "offers": {
    "@type": "Offer",
    "price": "1499.00",
    "priceCurrency": "USD"
  }
}
  • No category token in the name
  • No firmness, size or material attributes
  • Single offer, no variants
  • No availability, no priceValidUntil

product

Same product, remediated

{
  "@type": "Product",
  "name": "Northfold Aurora II Medium-Firm Hybrid Mattress",
  "brand": "Northfold Sleep Co.",
  "category": "Furniture > Mattresses",
  "additionalProperty": [
    { "@type": "PropertyValue", "name": "firmness", "value": "medium-firm" },
    { "@type": "PropertyValue", "name": "sleepingPosition", "value": "side, back" },
    { "@type": "PropertyValue", "name": "depthInches", "value": 12 }
  ],
  "offers": {
    "@type": "AggregateOffer",
    "priceCurrency": "USD",
    "lowPrice": "1199.00",
    "offers": [
      { "@type": "Offer", "sku": "AUR2-QN", "price": "1349.00",
        "availability": "https://schema.org/InStock",
        "priceValidUntil": "2026-09-15" }
    ]
  }
}

policy

Return policy as machine-readable data

{
  "@type": "MerchantReturnPolicy",
  "returnPolicyCategory": "MerchantReturnFiniteReturnWindow",
  "merchantReturnDays": 100,
  "returnMethod": "ReturnByMail",
  "returnFees": "FreeReturn",
  "restockingFee": 0,
  "conditions": ["Minimum 30-night break-in period"]
}
  • Currently unpublished — the site states 100 nights and 90 nights on different pages

Revenue opportunity

Illustrative scenarios, not forecasts

The figures below are placeholders derived from the merchant's stated GMV band and the readiness gaps found in this report. They are illustrative only. Commerce4 does not guarantee revenue, ranking or recommendation by any AI platform.

Conservative

$7,800/mo

agent sessions
1,200
conv. lift assumed
+0.4 pp

Agent-referred sessions stay flat; only checkout blockers and price mismatch are fixed.

Base

$21,400/mo

agent sessions
2,400
conv. lift assumed
+0.9 pp

P0 catalog attributes and crawler access are fixed alongside checkout blockers.

Upside

$46,200/mo

agent sessions
4,100
conv. lift assumed
+1.6 pp

Full remediation plus agentic checkout enablement and monitoring in place.

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