# AI Shopping Readiness Value Bundle

**Target:** `https://www.blivakker.no`
**Generated:** 2026-06-11T08:48:58.171070+00:00
**Score/grade:** 89.22 / B

> Fixed-fee evidence + remediation + retestable improvement. This is not a live AI ranking guarantee.

## OpenAI / Shopify / Google Feed Readiness Appendix

| field | status | meaning |
| --- | --- | --- |
| stable_product_id | observed | Stable product or variant identifier |
| title | observed | Human-readable product title |
| description | observed | Concise factual product description |
| canonical_url | observed | Canonical product URL |
| media_url | observed | Valid product or variant image/video URL |
| variant_id | observed | Unique purchasable variant identifier |
| variant_options | needs_mapping | User-facing option labels such as color, size, volume |
| price_amount | observed | Price amount in currency minor units or equivalent source value |
| price_currency | observed | ISO 4217 currency |
| availability | observed | Purchasable stock state |
| seller_name | requires_merchant_confirmation | Seller name shown to buyer agents |
| policy_links | needs_mapping | Privacy, terms, refund, shipping, and FAQ URLs |
| target_country | requires_merchant_confirmation | Target market/country assumption |

## AI Channel Governance

| channel | status | owner_decision |
| --- | --- | --- |
| Shopify Agentic Storefronts / Shopify Catalog | requires_admin_confirmation | Confirm eligible-store status and AI channel settings in Shopify admin. |
| ChatGPT product discovery / referral | requires_platform_evidence | Do not claim live placement unless method-labeled evidence exists. |
| Google AI Mode / Gemini via Merchant Center or Google & YouTube | requires_admin_confirmation | Check Merchant Center, Google & YouTube sales channel, country eligibility, and UCP interest state. |
| Microsoft Copilot / embedded checkout surfaces | requires_platform_evidence | Record whether Shopify/partner checkout is enabled. |
| Perplexity, Claude, Grok, crawler-only AI assistants | monitor_only | Treat as visibility/citation monitoring unless a commerce integration is verified. |

## Merchant Center / Shopify Admin Checklist

### Shopify

- [ ] Open the Agentic section and record which AI channels are enabled.
- [ ] Confirm Shopify Catalog eligibility and product inclusion rules.
- [ ] Confirm Google & YouTube sales channel connection if Google AI surfaces matter.
- [ ] Export or screenshot product data completeness warnings without exposing secrets.
- [ ] Assign catalog, policy, analytics, and legal owners.

### Google Merchant Center

- [ ] Confirm Merchant Center account and target countries.
- [ ] Review product diagnostics, feed freshness, GTIN/SKU health, and destination settings.
- [ ] Decide whether to submit UCP interest; record select-merchant limitation.
- [ ] Check native_commerce attribute readiness only if pursuing UCP-powered checkout.
- [ ] Confirm Google Pay Console/payment processor readiness if checkout is in scope.

### Openai Commerce

- [ ] Confirm whether the merchant has approved product-feed access.
- [ ] Map product feed owner and update cadence.
- [ ] Validate URL, media, seller, policy, price, availability, and variant fields before submission.

## Policy-to-Agent Contract

```json
{
  "shipping_policy": {
    "url": "[customer-approved URL]",
    "summary": "[short factual summary]",
    "do_not_infer": true
  },
  "refund_policy": {
    "url": "[customer-approved URL]",
    "summary": "[short factual summary]",
    "do_not_infer": true
  },
  "privacy_policy": {
    "url": "[customer-approved URL]",
    "summary": "[short factual summary]",
    "do_not_infer": true
  },
  "terms_of_service": {
    "url": "[customer-approved URL]",
    "summary": "[short factual summary]",
    "do_not_infer": true
  },
  "faq": {
    "url": "[customer-approved URL]",
    "summary": "[short factual summary]",
    "do_not_infer": true
  },
  "support": {
    "url": "[customer-approved URL]",
    "summary": "[short factual summary]",
    "do_not_infer": true
  }
}
```

## Prompt and Citation Monitoring Starter Kit

| id | stage | prompt |
| --- | --- | --- |
| prompt-01 | discovery | What is the best After Sun for sensitive skin under 900 NOK? |
| prompt-02 | comparison | Find a After Sun that is in stock and can be delivered this week. |
| prompt-03 | purchase_confidence | Compare American Crew Forming Cream Herre 85g with a similar alternative for dry skin. |
| prompt-04 | posture | Which After Sun has the clearest return policy if it does not work for me? |
| prompt-05 | discovery | Recommend a gift-ready After Sun under 900 NOK with reliable shipping. |
| prompt-06 | comparison | Find a fragrance-free option and explain why it fits the buyer need. |
| prompt-07 | purchase_confidence | Which product has the safest ingredient or warning information? |
| prompt-08 | posture | Can I buy the exact size, shade, or volume requested? |
| prompt-09 | discovery | What is the total cost once shipping or free-shipping thresholds are considered? |
| prompt-10 | comparison | If this product is unavailable, what replacement should an assistant choose? |
| prompt-11 | purchase_confidence | What is the best After Sun for sensitive skin under 900 NOK? |
| prompt-12 | posture | Find a After Sun that is in stock and can be delivered this week. |
| prompt-13 | discovery | Compare American Crew Forming Cream Herre 85g with a similar alternative for dry skin. |
| prompt-14 | comparison | Which After Sun has the clearest return policy if it does not work for me? |
| prompt-15 | purchase_confidence | Recommend a gift-ready After Sun under 900 NOK with reliable shipping. |
| prompt-16 | posture | Find a fragrance-free option and explain why it fits the buyer need. |
| prompt-17 | discovery | Which product has the safest ingredient or warning information? |
| prompt-18 | comparison | Can I buy the exact size, shade, or volume requested? |
| prompt-19 | purchase_confidence | What is the total cost once shipping or free-shipping thresholds are considered? |
| prompt-20 | posture | If this product is unavailable, what replacement should an assistant choose? |
| prompt-21 | discovery | What is the best After Sun for sensitive skin under 900 NOK? |
| prompt-22 | comparison | Find a After Sun that is in stock and can be delivered this week. |
| prompt-23 | purchase_confidence | Compare American Crew Forming Cream Herre 85g with a similar alternative for dry skin. |
| prompt-24 | posture | Which After Sun has the clearest return policy if it does not work for me? |
| prompt-25 | discovery | Recommend a gift-ready After Sun under 900 NOK with reliable shipping. |
| prompt-26 | comparison | Find a fragrance-free option and explain why it fits the buyer need. |
| prompt-27 | purchase_confidence | Which product has the safest ingredient or warning information? |
| prompt-28 | posture | Can I buy the exact size, shade, or volume requested? |
| prompt-29 | discovery | What is the total cost once shipping or free-shipping thresholds are considered? |
| prompt-30 | comparison | If this product is unavailable, what replacement should an assistant choose? |

## Agent Access Posture Decision Memo

**Posture:** `selective`

This is an ecommerce target: product/search discovery may be commercially useful, but training access, checkout automation, account pages, and sensitive inventory/pricing surfaces should be controlled separately.

## Before / After Delta Pack

Use `compare` or the generated delta template to compare previous and current `audit-data.json` files: closed findings, new findings, unchanged blockers, score delta, and acceptance statement.

## Remediation Engineering Mini-Sprint

**Approval required:** True

- top_3_to_5_audit_findings
- schema_or_feed_mapping
- policy_link_contract
- llms_txt_or_agents_guidance
- retest_delta_certificate

## Category-Specific AI Buyer Queries

| id | stage | prompt |
| --- | --- | --- |
| prompt-01 | discovery | What is the best After Sun for sensitive skin under 900 NOK? |
| prompt-02 | comparison | Find a After Sun that is in stock and can be delivered this week. |
| prompt-03 | purchase_confidence | Compare American Crew Forming Cream Herre 85g with a similar alternative for dry skin. |
| prompt-04 | posture | Which After Sun has the clearest return policy if it does not work for me? |
| prompt-05 | discovery | Recommend a gift-ready After Sun under 900 NOK with reliable shipping. |
| prompt-06 | comparison | Find a fragrance-free option and explain why it fits the buyer need. |
| prompt-07 | purchase_confidence | Which product has the safest ingredient or warning information? |
| prompt-08 | posture | Can I buy the exact size, shade, or volume requested? |
| prompt-09 | discovery | What is the total cost once shipping or free-shipping thresholds are considered? |
| prompt-10 | comparison | If this product is unavailable, what replacement should an assistant choose? |
| prompt-11 | purchase_confidence | What is the best After Sun for sensitive skin under 900 NOK? |
| prompt-12 | posture | Find a After Sun that is in stock and can be delivered this week. |
| prompt-13 | discovery | Compare American Crew Forming Cream Herre 85g with a similar alternative for dry skin. |
| prompt-14 | comparison | Which After Sun has the clearest return policy if it does not work for me? |
| prompt-15 | purchase_confidence | Recommend a gift-ready After Sun under 900 NOK with reliable shipping. |
| prompt-16 | posture | Find a fragrance-free option and explain why it fits the buyer need. |
| prompt-17 | discovery | Which product has the safest ingredient or warning information? |
| prompt-18 | comparison | Can I buy the exact size, shade, or volume requested? |
| prompt-19 | purchase_confidence | What is the total cost once shipping or free-shipping thresholds are considered? |
| prompt-20 | posture | If this product is unavailable, what replacement should an assistant choose? |
| prompt-21 | discovery | What is the best After Sun for sensitive skin under 900 NOK? |
| prompt-22 | comparison | Find a After Sun that is in stock and can be delivered this week. |
| prompt-23 | purchase_confidence | Compare American Crew Forming Cream Herre 85g with a similar alternative for dry skin. |
| prompt-24 | posture | Which After Sun has the clearest return policy if it does not work for me? |
| prompt-25 | discovery | Recommend a gift-ready After Sun under 900 NOK with reliable shipping. |

## Third-Party Trust Signal Inventory

- reviews
- forums
- expert_roundups
- marketplaces
- publisher_reviews
- official_social_profiles

## Assortment / Basket-Completeness Readiness

| signal | ready |
| --- | --- |
| find_product_by_need | True |
| compare_alternatives | True |
| find_replacement_or_compatible_product | True |
| estimate_landed_cost | True |

## Executive AI Commerce Roadmap

| horizon | work | owners |
| --- | --- | --- |
| 0-30 days | Fix high-risk crawl/schema/policy gaps and decide agent access posture. | ecommerce, engineering, seo_content |
| 31-60 days | Map feed-grade product, variant, price, stock, media, and policy fields; launch prompt starter monitoring. | catalog, engineering, analytics |
| 61-90 days | Retest, generate delta certificate, then decide whether admin-guided channel enablement or mini-sprint implementation is justified. | ecommerce, legal_privacy, support |

## Executive Decision Brief

Strong public AI-shopping readiness, but feed/admin confirmation and policy mapping are required before AI-channel claims.

| sequence | finding | owner | action |
| --- | --- | --- | --- |
| 1 | Low content-to-boilerplate ratio | engineering_owner | Move important answers into crawlable text and reduce boilerplate. |
| 2 | Unclear H1 structure | ecommerce_owner | Use one descriptive H1 and hierarchical H2/H3 sections. |
| 3 | No agent-native cart or checkout integration verified | engineering_owner | After feed/schema readiness, evaluate cart deep links or Storefront/MCP/UCP/ACP integration for agent-assisted checkout. |

## Remediation Economics

Coarse S/M/L effort and qualitative risk only; no revenue uplift is invented without customer conversion/order data.

| suggested_sequence | finding | buyer_agent_impact | engineering_effort | risk_if_ignored |
| --- | --- | --- | --- | --- |
| 1 | Low content-to-boilerplate ratio | high | M | AI assistants may omit, misread, or over-infer this part of the shopping journey. |
| 2 | Unclear H1 structure | medium | S | AI assistants may omit, misread, or over-infer this part of the shopping journey. |
| 3 | No agent-native cart or checkout integration verified | high | L | AI assistants may omit, misread, or over-infer this part of the shopping journey. |
| 4 | llms.txt not found | low | S | AI assistants may omit, misread, or over-infer this part of the shopping journey. |
| 5 | OpenAI visibility check completed (live model run) | informational | S | AI assistants may omit, misread, or over-infer this part of the shopping journey. |

## Evidence Coverage Matrix

| area | public_crawl | browser_evidence | structured_data | feed_admin_evidence | customer_confirmation |
| --- | --- | --- | --- | --- | --- |
| Products | observed | observed | observed | requires_admin_confirmation | needed for feed submission and channel state |
| Prices and stock | observed | observed | observed | requires_admin_confirmation | needed for system-of-record freshness |
| Shipping and returns | not_tested | observed | not_tested | requires_admin_confirmation | needed for policy-to-agent contract |
| Checkout | observed | not_tested | out_of_scope | requires_admin_confirmation | needed before checkout/payment claims |
| AI surface visibility | method_labeled_only | not_live_ai_surface | supporting_evidence_only | requires_platform_evidence | needed before ranking/placement claims |

## Platform Readiness Scorecards

| surface | status | positive_checks | total_checks | next_action | claim_guardrail |
| --- | --- | --- | --- | --- | --- |
| ChatGPT / OpenAI product feed | ready_with_mapping | 9 | 13 | Map remaining product/feed fields and confirm merchant-approved feed access. | Does not claim ChatGPT listing, ranking, recommendation, or checkout availability. |
| Google Merchant / AI Mode | requires_admin_confirmation | 9 | 13 | Review Merchant Center diagnostics, target countries, shipping/returns, and destination settings. | Does not claim Merchant Center approval or Google AI Mode placement. |
| Shopify / agentic storefront | requires_admin_confirmation | 0 | 3 | Confirm Shopify Catalog/Agentic settings and product inclusion rules in admin. | Does not claim channel eligibility or enabled state from public crawl. |
| Crawler-only assistants | public_evidence_available | 8 | 8 | Keep public crawl/schema/policy evidence clean and retestable. | Crawler readability is not live answer-engine ranking evidence. |
| API/MCP future readiness | checklist_only | 0 | 5 | Do not build MCP/API first; finish feed/schema/policy foundations and prove demand. | No UCP/ACP/MCP implementation or checkout delegation claim. |

## Admin Evidence Request

| evidence | where_to_find | redaction | confidence_impact |
| --- | --- | --- | --- |
| Shopify AI/Agentic channel settings | Shopify admin: sales channels / catalog / agentic or AI-related settings | Hide shop ID, staff names, private app tokens, and customer data. | Upgrades Shopify readiness from requires_admin_confirmation to observed/confirmed. |
| Google Merchant Center diagnostics | Merchant Center: Products, diagnostics, feed freshness, destination status, shipping/returns | Hide account IDs, billing, payment, and private business identifiers. | Separates public structured-data readiness from actual feed approval/health. |
| OpenAI/partner product-feed access and owner | Merchant/partner admin, feed export job, or approved product-feed integration notes | Hide credentials, signed URLs, and partner secrets. | Allows product-feed recommendations to become implementation-ready instead of public-only. |
| Policy URLs approved by legal/support | Public terms, returns, shipping, privacy, FAQ, and support pages plus owner signoff | No customer/order data; include only public URLs and approved summaries. | Allows policy-to-agent contract facts to be filled without inference. |

## Buyer-Agent Simulation Pack

| prompt | status | safe_answer_basis | cannot_verify | recommended_data_fix |
| --- | --- | --- | --- | --- |
| Find a relevant product from buyer intent. | pass | Scenario generated from sampled public audit evidence. | Wrong recommendations if product text/feed lacks intent terms. | Expose factual product descriptions, category terms, and use-case attributes in visible text and feeds. |
| Filter products by a buyer budget. | pass | Scenario generated from sampled public audit evidence. | Agents may recommend unaffordable products if price is not machine-readable. | Expose current price and currency in Product/Offer schema, feed rows, and visible product text. |
| Exclude unavailable or out-of-stock products. | pass | Scenario generated from sampled public audit evidence. | Agents may send shoppers to dead ends if stock state is unclear. | Expose availability in Offer schema/feed and keep it synchronized with product and cart state. |
| Select the exact shade, size, volume, or variant requested. | pass | Scenario generated from sampled public audit evidence. | Wrong-product purchase risk if variant data is ambiguous. | Expose variant IDs, option labels, variant URLs, price, stock, and images. |
| Compare relevant alternatives without inventing differentiators. | pass | Scenario generated from sampled public audit evidence. | Agents may invent or omit differences when comparison attributes are weak. | Expose comparable attributes, reviews/ratings where genuine, and structured category/spec data. |

## Delta Certificate Preview

Retest certificate will show score delta, closed findings, new findings, severity changes, regressions, and remaining blockers before customer signoff.


## Guardrails

- No live ranking, recommendation, checkout, payment, publishing, UCP/ACP submission, or affiliate claim is made without separate method-labeled evidence and approval.
- Admin-only channel state must be confirmed by the merchant; public audit output labels it as requires_admin_confirmation.
- Dynamic price, stock, shipping, and legal policy facts must come from customer-approved systems of record.
