Built for Golfshopen — product registration & product data
I measured your catalogue first.
Before writing a word about myself, I read 420 of your product pages. Two things repeat across the whole catalogue, and both are fixable this week. Here is what I found, what I'd do about it, and what it costs.
What I found
98.1%
of product pages share one meta description
409 of 417 pages I read serve the identical 133-character store blurb. A driver, a women's skort, an umbrella and a shoe bag all describe themselves with the same sentence. Across the catalogue that is roughly 9,220 pages telling Google the same thing.
“Norges største golfbutikk med over 20 års erfaring inne golfutstyr. Her finner du Norges største utvalg og markedsledende kompetanse.”
⚑ It also reads “erfaring inne golfutstyr” — one letter, repeated on every product page in the shop.
0 / 417
pages tell Google whether the product is in stock
265 of the 417 pages I read (63.5%) are marked sold out on the page itself. Not one says so in its markup — no page declares availability, brand, SKU, GTIN or rating. Sold-out products are handled two different ways too: 108 keep an Offer with a price, 157 drop it entirely.
Prices themselves are fine — every one of the 150 pages marked in stock publishes one.
Method: 420 product URLs sampled evenly across golfshopen.no's sitemap (9739 URLs total), fetched read-only; 417 confirmed product pages. Findings re-checked in a rendered browser, because some pages receive extra JSON-LD from third-party widgets after load. Measured 2026-07-27. Read-only — nothing was sent to your site beyond ordinary page requests.
Worth saying plainly: most of the technical groundwork is already right. Canonical tags are correct on 417 of 417 pages, 413 of 417 titles are unique, and Product markup is present everywhere. The titles were written properly. The descriptions were never written at all, and the markup was never filled in — both are content jobs at catalogue scale, which is exactly the kind of work worth handing to a machine with a person checking it.
The evidence — four of your pages, as served
Four products from four different categories. This is the description tag each one sends to Google, copied from the page source. Open any of them and check.
Titleist ® | Pro V1x Personlig Trykk
<meta name="description" content="Norges største golfbutikk med over 20 års erfaring inne golfutstyr. Her finner du Norges største utvalg og markedsledende kompetanse.">Adidas ®️ ULT 365 Skort Dame
<meta name="description" content="Norges største golfbutikk med over 20 års erfaring inne golfutstyr. Her finner du Norges største utvalg og markedsledende kompetanse.">Callaway ® | Quantum Paraply 68"
<meta name="description" content="Norges største golfbutikk med over 20 års erfaring inne golfutstyr. Her finner du Norges største utvalg og markedsledende kompetanse.">Future ® | Junior Driver Grå
<meta name="description" content="Norges største golfbutikk med over 20 års erfaring inne golfutstyr. Her finner du Norges største utvalg og markedsledende kompetanse.">The highlighted text is byte-identical on all four. Verified in a rendered browser as well as in the raw source.
The whole sample — one square per product page
What it costs you — the same product in search
Today
golfshopen.no › golfballer-og-golfhansker › golfballer
Mgolf M-Core Optic Golfball Rosa | Golfshopen.no
Norges største golfbutikk med over 20 års erfaring inne golfutstyr. Her finner du Norges største utvalg og markedsledende kompetanse.
The shopper learns nothing about the ball. The same sentence appears under every other Golfshopen result on the page.
After one pass
golfshopen.no › golfballer-og-golfhansker › golfballer
Mgolf M-Core Optic Golfball Rosa | Golfshopen.no
149 kr · På lager · Golfshopen.no
Mgolf M-Core Optic golfball i rosa. Høy synlighet og pålitelig kontroll. Kjøp online.
Description drafted by the engine below. Price and stock line come from the markup fields that are missing today.
The fix, priced
The engine below writes a unique Norwegian description, an SEO title and meta, and the structured-data fields for one product from its name alone, for $0.0022. Your whole catalogue is 9,399 products.
$20.68
model cost to redraft every product page in the shop
The model cost is the easy part. The real work is the review queue, the flagging rules, and deciding which categories a person has to sign off before anything publishes. That is the job I'm applying for.
Try it — this is the engine, live
Not a recording. Type any product name and the engine drafts the category, specs, Norwegian and English copy and SEO fields, and tells you what that draft cost. It runs on my own API key, so it is rate-limited and has a spend ceiling — the same two guards every workflow I ship has.
The same discipline, pointed at your reviews
Product data is one queue. Customer reviews are the other, and they are harder: a reply is public the moment it posts. This engine drafts the Norwegian and English answer, reads the sentiment, and then hands the decision to routing rules written in code — not to the model. Five stars and nothing to resolve goes out. Four stars waits for a glance. Anything below three, anything uncertain, anything with a threat or an injury or a customer's phone number in it goes to a person, whatever the rating says.
The rules, as they are written
- 5 stars · confidence ≥ 0.80 · not negative → post automatically
- 4 stars → queue for a glance
- ≤ 3 stars · or confidence < 0.70 · or negative → a person answers it
Confidence is not a score for the writing. It answers one question — how safe is it to send this without anyone reading it — and it is the only thing that can overrule a five-star rating.
Grounding
Name a product and the engine looks it up in the catalogue and lists exactly what it used. Find nothing, and it states nothing — no material, no size, no compatibility. A reply that invents a spec in public is worse than a reply that stays quiet about it.
Post automatically · 9/9Queue for review · 12/13A person answers this · 18/18
40 golden cases · 97.5 % passed · model claude-haiku-4-5 · run 2026-08-05
1 deviation in the last run, kept in the result file rather than tidied away.
Proof it works — on your products
I took 10 products live on golfshopen.no right now and ran them through the engine — the same human-in-the-loop pattern behind my other e-commerce work. Raw supplier data in, publish-ready product pages out. Every draft waits for a person to approve it.
Measured cost, model claude-haiku-4-5. 6,114 in / 3,215 out tokens across all 10.
01 — Feed in
A supplier feed gives you a name and a price. Nothing else — no description, no category, no specs, no SEO.
02 — AI drafts
The engine reads the name and drafts the rest: category, structured specs, Norwegian and English copy, SEO title and meta, search tags. It only uses what's in the name — it never invents a spec.
03 — Human approves
Every draft is a suggestion, not a publish. Anything ambiguous is flagged for review. A person signs off before it goes live.
Raw feed → enriched — 10 real products
Raw feed
Mgolf M-Core Optic Golfball Rosa
149 kr
All the supplier gives you.
EnrichedGolfballer$0.0019- Farge:
- Rosa
- Modell:
- M-Core Optic
Mgolf M-Core Optic golfball i rosa farge. Designet for god synlighet og kontroll på banen.
Mgolf M-Core Optic golf ball in pink. Designed for excellent visibility and control on the course.
SEO Mgolf M-Core Optic Golfball Rosa
Mgolf M-Core Optic golfball i rosa. Høy synlighet og pålitelig kontroll. Kjøp online.
golfballrosamgolfm-coregolfutstyr
Raw feed
Callaway Supersoft Lucky Golfball Hvit
399 kr
All the supplier gives you.
EnrichedGolfballer$0.0021- Farge:
- Hvit
- Modell:
- Supersoft Lucky
Callaway Supersoft Lucky golfballer i hvitt. Designet for maksimal distanse og kontroll med et mykt slag-feel. Perfekt for golfere som ønsker pålitelige og konsistente baller på alle slag.
Callaway Supersoft Lucky golf balls in white. Designed for maximum distance and control with a soft feel off the club. Perfect for golfers seeking reliable and consistent performance on every shot.
SEO Callaway Supersoft Lucky Golfball Hvit
Callaway Supersoft Lucky golfballer hvit. Myke og kontrollerte baller for bedre spill og distanse.
golfballerCallawaySupersofthvite ballerdistanse
Raw feed
TaylorMade SpeedSoft INK Golfball Gul/Blå
439 kr
All the supplier gives you.
EnrichedGolfballer$0.0023- Farge:
- Gul/Blå
- Modell:
- SpeedSoft INK
TaylorMade SpeedSoft INK golfballer i klassisk gul/blå fargekombinasjon. Designet for balansert ytelse med godt grep og kontroll rundt grønnene.
TaylorMade SpeedSoft INK golf balls in classic yellow/blue colour combination. Designed for balanced performance with good grip and control around the greens.
SEO TaylorMade SpeedSoft INK Golfballer Gul/Blå
TaylorMade SpeedSoft INK golfballer i gul/blå. Godt grep og kontroll. Kjøp online hos Golfshopen.
TaylorMadegolfballerSpeedSoft INKgulblå
Raw feed
Wilson Staff Model TRK360 Golfball Hvit
599 kr
All the supplier gives you.
EnrichedGolfballer$0.0020- Modell:
- Staff Model TRK360
- Farge:
- Hvit
Wilson Staff Model TRK360 golfballer i hvit. Disse ballene er designet for golfere som søker konsistens og kontroll i sitt spill.
Wilson Staff Model TRK360 golf balls in white. These balls are designed for golfers seeking consistency and control in their game.
SEO Wilson Staff Model TRK360 Golfball Hvit
Wilson Staff Model TRK360 golfballer i hvit farge. Kvalitetsballer for kontroll og konsistens.
golfballerWilsonhvite ballerStaff ModelTRK360
Raw feed
Callaway HEX Bite Soft 3-lags Golfball Hvit 3 Dusin
1099 kr
All the supplier gives you.
EnrichedGolfballer$0.0025- Modell:
- HEX Bite Soft
- Lag:
- 3-lags
- Farge:
- Hvit
- Antall:
- 36 baller (3 dusin)
Callaway HEX Bite Soft 3-lags golfballer i hvitt. Designet for softer touch og god kontroll rundt greenen. Pakke med 36 baller.
Callaway HEX Bite Soft 3-layer golf balls in white. Designed for soft feel and excellent control around the green. Pack of 36 balls.
SEO Callaway HEX Bite Soft Golfballer 3-lags Hvit
Callaway HEX Bite Soft 3-lags golfballer i hvitt. 36 baller med softer konstruksjon for bedre kontroll.
Callaway golfballerHEX Bite Soft3-lags ballerhvite golfballergolfballer pakke
Raw feed
Titleist Pro V1x RCT Golfball Hvit 3 Pack
249 kr
All the supplier gives you.
EnrichedGolfballer$0.0022- Modell:
- Pro V1x RCT
- Farge:
- Hvit
- Antall:
- 3
Titleist Pro V1x RCT golfballer i hvit farge. 3-pakk med profesjonelle golfballer designet for høy ytelse og kontroll.
Titleist Pro V1x RCT golf balls in white. 3-pack of professional golf balls designed for high performance and control.
SEO Titleist Pro V1x RCT Golfball Hvit 3-pack
Kjøp Titleist Pro V1x RCT golfballer i hvit 3-pack. Profesjonelle golfballer for god kontroll og ytelse.
golfballerTitleistPro V1xhvit3-pack
Raw feed
Night Flyer Selvlysende Golfball Grønn
249 kr
All the supplier gives you.
EnrichedGolfballer$0.0022- Farge:
- Grønn
- Funksjon:
- Selvlysende
Night Flyer selvlysende golfball i grønn farge. Perfekt for kveldsrunder og svakt lys. Ballen lyser opp naturlig for bedre synlighet.
Night Flyer glow-in-the-dark golf ball in green. Ideal for evening rounds and low-light conditions. The ball illuminates naturally for improved visibility.
SEO Night Flyer Selvlysende Golfball Grønn
Night Flyer selvlysende golfball i grønn farge. Perfekt for kveldsrunder. Kjøp på Golfshopen.
selvlysende golfballgrønn golfballkveldsrundernight flyergolfballer
Raw feed
Ecco BIOM C5 Golfsko Herre Hvit
2599 kr
All the supplier gives you.
EnrichedGolfsko$0.0024- Modell:
- BIOM C5
- Kjønn:
- Herre
- Farge:
- Hvit
Ecco BIOM C5 er en klassisk herregalfsko i hvitt. Med Eccos ikoniske BIOM-teknologi og solid konstruksjon er denne skoen designet for komfort og stabilitet på banen.
The Ecco BIOM C5 is a classic men's golf shoe in white. Featuring Ecco's signature BIOM technology and solid construction, this shoe is designed for comfort and stability on the course.
SEO Ecco BIOM C5 Golfsko Herre Hvit
Ecco BIOM C5 herregalfsko i hvitt. Komfortabel og stabil golfsko med Eccos BIOM-teknologi.
Ecco golfskoherregalfskoBIOM C5hvit golfskogolfsko komfort
Raw feed
Ecco BIOM C5 BOA Golfsko Herre Svart
2999 kr
All the supplier gives you.
EnrichedGolfsko$0.0024- Modell:
- BIOM C5
- Lukkesystem:
- BOA
- Kjønn:
- Herre
- Farge:
- Svart
Ecco BIOM C5 BOA er en herre golfsko i svart med BOA-lukkesystem for optimal tilpasning. Skoen kombinerer komfort og ytelse på golfbanen.
Ecco BIOM C5 BOA is a men's golf shoe in black with BOA closure system for optimal fit. The shoe combines comfort and performance on the golf course.
SEO Ecco BIOM C5 BOA Golfsko Herre Svart
Ecco BIOM C5 BOA golfsko for herre i svart med BOA-lukkesystem. Komfortabel og ytelsesrik sko til golf.
Ecco golfskogolfsko herreBOA lukkesystemsvart golfskoBIOM C5
Raw feed
Ecco LT1 Golfsko Herre Hvit/Navy
2199 kr
All the supplier gives you.
EnrichedGolfsko$0.0022- Kjønn:
- Herre
- Farge:
- Hvit/Navy
- Modell:
- LT1
Ecco LT1 er herrens golfsko i klassisk hvit og navy. Skoen kombinerer komfort og stil for en sikker stand på greenen hele runden.
The Ecco LT1 men's golf shoe in white and navy delivers comfort and classic style. A reliable shoe for a stable stance throughout your round.
SEO Ecco LT1 Golfsko Herre Hvit/Navy
Ecco LT1 herregalfsko i hvit og navy. Komfortabel og stilig golfsko for alle golfer.
Ecco golfskoherregalfskohvit golfskoLT1golfsko herre
The discipline is the point: the engine drafts, it never publishes, and it never states a spec that isn't in the source. That's what makes it safe to point at a live catalogue — and it's the same judgement I'd bring to Golfshopen's product data, customer service, and campaigns.