Flintmere
@flintmere.bsky.social
AI agents read your [ catalog ] before any shopper does. We score how ready yours is for AI shopping, Google & marketplaces — seven checks, one number. Free scan, no signup → audit.flintmere.com
Shopify enrolled 5.6 million stores in its agentic storefronts programme. The storefronts read structured catalog data — not description prose. Whether your store shows up depends on whether your [ catalog ] is built for a parser.
October 3, 2026 at 10:00 AM
Shopify enrolled 5.6 million stores in its agentic storefronts programme. The storefronts read structured catalog data — not description prose. Whether your store shows up depends on whether your [ catalog ] is built for a parser.
[ Identifiers ] carry 20% of your AI-readiness score. Missing GTINs, mismatched MPNs, absent brand names. Channels can’t match your product to their graph without them. Free scan: https://audit.flintmere.com?utm_source=x&utm_medium=organic&utm_campaign=identifiers-pillar
October 1, 2026 at 10:00 AM
[ Identifiers ] carry 20% of your AI-readiness score. Missing GTINs, mismatched MPNs, absent brand names. Channels can’t match your product to their graph without them. Free scan: https://audit.flintmere.com?utm_source=x&utm_medium=organic&utm_campaign=identifiers-pillar
Most merchants think their products rank because they rank on Google. AI shopping channels read different signals. Find your [ score ] in 60 seconds. https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=score-in-60
September 28, 2026 at 10:00 AM
Most merchants think their products rank because they rank on Google. AI shopping channels read different signals. Find your [ score ] in 60 seconds. https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=score-in-60
Identifiers are 20% of a catalog’s AI-readiness score. GTIN, MPN, barcode — the channels use these to resolve which product you’re selling. A title match alone won’t do it. [ 20% ] disappears before a channel ever reads the description.
September 25, 2026 at 10:00 AM
Identifiers are 20% of a catalog’s AI-readiness score. GTIN, MPN, barcode — the channels use these to resolve which product you’re selling. A title match alone won’t do it. [ 20% ] disappears before a channel ever reads the description.
AI shopping channels now serve product results without a human typing a search. The catalog that reads correctly is structured for a parser, not a storefront. Your [ Identifiers ] are the first thing a parser checks.
September 23, 2026 at 10:00 AM
AI shopping channels now serve product results without a human typing a search. The catalog that reads correctly is structured for a parser, not a storefront. Your [ Identifiers ] are the first thing a parser checks.
Catalog health isn’t a vanity score. Channels re-read your data on their own schedule. What you fix now shows up in the next [ crawl ].
September 21, 2026 at 10:00 AM
Catalog health isn’t a vanity score. Channels re-read your data on their own schedule. What you fix now shows up in the next [ crawl ].
40% of Shopify catalogs get filtered before an AI agent recommends a product. Not de-ranked — filtered. Scan yours in 60 seconds: https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=invisible-filter
September 18, 2026 at 10:00 AM
40% of Shopify catalogs get filtered before an AI agent recommends a product. Not de-ranked — filtered. Scan yours in 60 seconds: https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=invisible-filter
A product title written for a shopper: 'Organic Turmeric Latte Mix.' A parser reads: no brand, no format, no [ weight ]. Two different reads of the same field.
September 16, 2026 at 10:00 AM
A product title written for a shopper: 'Organic Turmeric Latte Mix.' A parser reads: no brand, no format, no [ weight ]. Two different reads of the same field.
Before agentic commerce: catalog quality was a SEO concern. Now it is the [ gate ] between your product and every agentic channel — shopping feeds, conversational agents, automated procurement.
September 14, 2026 at 10:00 AM
Before agentic commerce: catalog quality was a SEO concern. Now it is the [ gate ] between your product and every agentic channel — shopping feeds, conversational agents, automated procurement.
Your [ score ] and ten fully drafted product fixes, ready to paste into Shopify. That is what the Catalog Letter delivers. One-off, no subscription. £197 for stores up to 1,500 SKUs.
September 11, 2026 at 10:00 AM
Your [ score ] and ten fully drafted product fixes, ready to paste into Shopify. That is what the Catalog Letter delivers. One-off, no subscription. £197 for stores up to 1,500 SKUs.
AI shopping agents read product [ data ] before they read your storefront. ~40% of catalogs are excluded because the data is not structured the way agents parse it. Scan yours in 60 seconds: https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=agent-data
September 9, 2026 at 10:00 AM
AI shopping agents read product [ data ] before they read your storefront. ~40% of catalogs are excluded because the data is not structured the way agents parse it. Scan yours in 60 seconds: https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=agent-data
Most Google Shopping rejections come from missing [ attributes ]: no size, no material, no food category. The fix is structured — not more copy. https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=checkout-eligibility
September 7, 2026 at 10:00 AM
Most Google Shopping rejections come from missing [ attributes ]: no size, no material, no food category. The fix is structured — not more copy. https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=checkout-eligibility
What we don't measure: whether an agent [ prefers ] your products. Each one scores its own way and we won't pretend to read it. We measure access — can it crawl the store, parse the fields, complete a checkout. That part is fixable. audit.flintmere.com
September 6, 2026 at 9:00 AM
What we don't measure: whether an agent [ prefers ] your products. Each one scores its own way and we won't pretend to read it. We measure access — can it crawl the store, parse the fields, complete a checkout. That part is fixable. audit.flintmere.com
Crawlability is 5% and checks three things: robots.txt lets GPTBot, ClaudeBot and PerplexityBot through, the sitemap references product URLs, and an [ llms.txt ] exists. An agent stopped at the door recommends nothing. audit.flintmere.com
September 5, 2026 at 9:00 AM
Crawlability is 5% and checks three things: robots.txt lets GPTBot, ClaudeBot and PerplexityBot through, the sitemap references product URLs, and an [ llms.txt ] exists. An agent stopped at the door recommends nothing. audit.flintmere.com
Shopify product titles optimised for human buyers read poorly to AI shopping agents. Structured title formats — category, brand, key attribute — are how agents decide what to surface. Your [ title ] format is the first filter.
September 4, 2026 at 10:00 AM
Shopify product titles optimised for human buyers read poorly to AI shopping agents. Structured title formats — category, brand, key attribute — are how agents decide what to surface. Your [ title ] format is the first filter.
Titles is 15% of the score, and half of that is the description. Under [ 200 ] characters, no paragraph structure, no use-case language — there is nothing there for an agent to extract. The page looks finished. It reads as empty. audit.flintmere.com
September 4, 2026 at 9:00 AM
Titles is 15% of the score, and half of that is the description. Under [ 200 ] characters, no paragraph structure, no use-case language — there is nothing there for an agent to extract. The page looks finished. It reads as empty. audit.flintmere.com
A product image that returns [ 404 ] is a hard demotion on every channel. Consistency is 15% and checks that image URLs resolve and alt-text is present. Presence only — we don't claim to judge whether the alt-text is any good. audit.flintmere.com
September 3, 2026 at 9:00 AM
A product image that returns [ 404 ] is a hard demotion on every channel. Consistency is 15% and checks that image URLs resolve and alt-text is present. Presence only — we don't claim to judge whether the alt-text is any good. audit.flintmere.com
Missing a [ GTIN ] on even one SKU excludes that product from Google Shopping and most AI shopping feeds. We show you which ones are missing and where to get them from GS1. https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=identifier-gap
September 2, 2026 at 10:00 AM
Missing a [ GTIN ] on even one SKU excludes that product from Google Shopping and most AI shopping feeds. We show you which ones are missing and where to get them from GS1. https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=identifier-gap
Your shop name is not the brand. [ Brand ] is its own identifier field — 10% of the Identifiers pillar, and Identifiers is 20% of the score. Own-label or supplier label, a channel wants it named. Free scan, no install: audit.flintmere.com
September 2, 2026 at 9:00 AM
Your shop name is not the brand. [ Brand ] is its own identifier field — 10% of the Identifiers pillar, and Identifiers is 20% of the score. Own-label or supplier label, a channel wants it named. Free scan, no install: audit.flintmere.com
[ Agency ] mode: scan on behalf of clients, surface who needs help most, present a ranked read-out. The free scan needs no install and no Shopify OAuth. Start with your biggest account. https://audit.flintmere.com?utm_source=x&utm_medium=organic&utm_campaign=agency-multi-scan
September 1, 2026 at 10:00 AM
[ Agency ] mode: scan on behalf of clients, surface who needs help most, present a ranked read-out. The free scan needs no install and no Shopify OAuth. Start with your biggest account. https://audit.flintmere.com?utm_source=x&utm_medium=organic&utm_campaign=agency-multi-scan
A full catalog audit for up to 1,500 SKUs — scored across all seven pillars, with 10 products fully rewritten and ready to paste into Shopify. [ £197 ]. https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=concierge-band1
August 29, 2026 at 10:00 AM
A full catalog audit for up to 1,500 SKUs — scored across all seven pillars, with 10 products fully rewritten and ready to paste into Shopify. [ £197 ]. https://audit.flintmere.com/?utm_source=x&utm_medium=organic&utm_campaign=concierge-band1
"Slow-roasted in Yorkshire since 1987" is a good line. It is not a field.
Country of [ origin ] lives in structured data or it doesn't exist. Attributes is 20% of the score, joint-largest with Identifiers.
Free scan: audit.flintmere.com
Country of [ origin ] lives in structured data or it doesn't exist. Attributes is 20% of the score, joint-largest with Identifiers.
Free scan: audit.flintmere.com
August 29, 2026 at 9:00 AM
"Slow-roasted in Yorkshire since 1987" is a good line. It is not a field.
Country of [ origin ] lives in structured data or it doesn't exist. Attributes is 20% of the score, joint-largest with Identifiers.
Free scan: audit.flintmere.com
Country of [ origin ] lives in structured data or it doesn't exist. Attributes is 20% of the score, joint-largest with Identifiers.
Free scan: audit.flintmere.com
A hamper is twelve products in a box, sold as one.
What [ GTIN ] does it carry? What category? What net weight? Most gift sets ship with none of the three, in the quarter they sell hardest.
Free scan: audit.flintmere.com
What [ GTIN ] does it carry? What category? What net weight? Most gift sets ship with none of the three, in the quarter they sell hardest.
Free scan: audit.flintmere.com
August 28, 2026 at 9:00 AM
A hamper is twelve products in a box, sold as one.
What [ GTIN ] does it carry? What category? What net weight? Most gift sets ship with none of the three, in the quarter they sell hardest.
Free scan: audit.flintmere.com
What [ GTIN ] does it carry? What category? What net weight? Most gift sets ship with none of the three, in the quarter they sell hardest.
Free scan: audit.flintmere.com
No GTIN, no barcode, no MPN — the product doesn't register as a known entity to an AI shopping agent. [ Identifiers ] carry 20% of your AI-readiness score. Free scan: https://audit.flintmere.com?utm_source=x&utm_medium=organic&utm_campaign=identifiers-pillar
August 27, 2026 at 10:00 AM
No GTIN, no barcode, no MPN — the product doesn't register as a known entity to an AI shopping agent. [ Identifiers ] carry 20% of your AI-readiness score. Free scan: https://audit.flintmere.com?utm_source=x&utm_medium=organic&utm_campaign=identifiers-pillar
Out of stock and delisted are not the same signal. Your admin knows the difference. Your feed often doesn't.
One is temporary. One is permanent. Sending the wrong [ availability ] value tells a channel the wrong story.
Free scan: audit.flintmere.com
One is temporary. One is permanent. Sending the wrong [ availability ] value tells a channel the wrong story.
Free scan: audit.flintmere.com
August 27, 2026 at 9:00 AM
Out of stock and delisted are not the same signal. Your admin knows the difference. Your feed often doesn't.
One is temporary. One is permanent. Sending the wrong [ availability ] value tells a channel the wrong story.
Free scan: audit.flintmere.com
One is temporary. One is permanent. Sending the wrong [ availability ] value tells a channel the wrong story.
Free scan: audit.flintmere.com