Nightshift Data
Check a part free
AI readiness for parts catalogs

Make AI recommend your parts.Not your competitor's.

Shoppers now ask ChatGPT and Google what to buy, and “Does this fit my 2021 Sportsman 570?” AI recommends the listings it can read and trust, and skips the rest. Nightshift Data turns messy, incomplete supplier data into a complete, structured catalog, with fitment AI can confirm, so more shoppers find your parts and buy them.

Built for catalogs where the right part depends on what it goes on: powersports, marine, auto, RV, outdoor power, ag and heavy equipment, appliance and bicycle parts.

Run a free AI Readiness Check See an example report

Free · No signup · Up to 10 parts per check

Start where it hurts
AI recommends someone else's partSame part, but their listing answers the question.Wrong-fit returns eat your marginSee what complete fitment is worth.Your firewall blocks AI assistantsA setting you may not know is on.Supplier data is thinSee what a report does with gaps.
Same part · same question

Only one listing makes the sale.

A shopper asks an AI assistant: “Does this winch mount fit a 2022 Can-Am Defender HD10?”

What most listings send
Side-by-side UTV parked in a forest. Photo: Big Blue Gnu, CC BY-SA 4.0, via Wikimedia Commons.
Winch Mount Plate
Trailforge
Price
$89.99
Brand
Trailforge
Part number
TF-WM-210
Fits
See description
AI answer
I can't confirm. The listing doesn't include a fitment list, so I can't tell whether it fits your Defender.
Details the answer needs: 0 of 2Skipped
What AI needs to recommend it Recommended
Side-by-side UTV parked in a forest. Photo: Big Blue Gnu, CC BY-SA 4.0, via Wikimedia Commons.
Winch Mount Plate
Trailforge
Fits
2016–2022 Can-Am Defender HD8 · HD10
Doesn't fit
Models with a factory-installed winch
Position
Front bumper
Winch capacity
Up to 4,500 lb
Material
3/16" powder-coated steel
In the box
Plate · fairlead mount · hardware
Install
Bolt-on · no drilling
AI answer
Yes. It's listed for 2016–2022 Can-Am Defender HD8 and HD10, and isn't compatible with models that have a factory winch.
Details the answer needs: 2 of 2Recommended
Complete listing, blocked page

Even a perfect listing gets skipped if the store's robots.txt or firewall turns AI assistants away. How that happens

AI answer
I couldn't open that store's page, so I can't confirm the part fits. Here are options from stores I can read.
Blocked

Illustrative listing. Brands and part numbers are invented.

AI assistants are already sending shoppers to stores: traffic from generative AI tools to U.S. retail sites rose 693% in the 2025 holiday season. Adobe Analytics

AI Readiness Check · free

Paste a product page. See what AI sees.

Or upload a feed, or start with one of our sample parts below.

nightshift: ~/product-page
$

Optional — we'll send you a copy of the results.

We save the URL or file name you check and any contact details you enter, so we can send results and follow up. We don't sell your data. Privacy

Try a sampleSee an example report
AI access demos
How the AI Readiness Check works

One check. Everything AI needs to recommend your part.

We read every place your product data lives, check it against what buyers ask, confirm AI assistants can reach your pages, and hand back fixes you can load straight into your store.

What we read
Product pageFeed (CSV)Structured dataSpec & fitment tablesrobots.txt & firewall
read · check · fix · test
What you get
Readiness scoreFitment, normalizedFixes from your dataReady-to-paste JSON-LDImproved feed CSVAI answer testAI access report
01
Read the page

Structured data, meta tags, spec tables, fitment tables and the description — each value tagged with where it came from.

02
Check every attribute

Fitment, part numbers, GTIN, specs, kit contents and more, scored against a fitment template weighted for what buyers ask.

03
Suggest fixes

Every suggested value quotes your own data. Anything we can't back up is marked “Needs supplier data”, never guessed.

04
Test an AI answer

A real buyer question, like “Does this fit my 2021 Sportsman 570?”, answered with today's data and with the fixes.

AI access

Your site may be turning away the AI assistants you want recommending you.

If AI can't open the page, it doesn't matter how good your data is. Three settings quietly lock assistants out, and most stores don't know they're on. Every AI Readiness Check tests all three.

01
robots.txt rules

A line meant for scrapers or AI training crawlers can also shut out ChatGPT search, Claude and Perplexity. We test your exact page against each assistant's rules.

02
“Block AI bots” switches

Firewalls like Cloudflare offer one-click AI bot blocking, and it can turn away the assistants shoppers use, not just training crawlers. We send test requests as each assistant to find out.

03
Page settings

noindex, nosnippet and pages that only load their details with JavaScript keep your product out of AI answers, even when the data is good.

Check your site's AI access free
Industries we serve

If your parts fit something, we check it.

Built for catalogs where the right part depends on what it goes on: a machine, an engine, a model number or a standard. That's where incomplete data costs the most sales.

All industries
Side-by-side UTV parked in a forest. Photo: Big Blue Gnu, CC BY-SA 4.0, via Wikimedia Commons.
Powersports

ATVs, UTVs, dirt bikes, snowmobiles and PWC

Year · make · model · trim
Outboard motors on boats at a dock. Photo: W.carter, CC0, via Wikimedia Commons.
Marine

Outboards, sterndrives, boats and trailers

Engine make · model · HP · serial range
Ford F-150 pickup truck. Photo: Alexander Migl, CC BY-SA 4.0, via Wikimedia Commons.
Auto & truck

Cars, trucks and SUVs

Year · make · model · engine · drivetrain
Fifth-wheel RV trailer. Photo: Anshamblen15, CC BY-SA 4.0, via Wikimedia Commons.
RV & trailer

Motorhomes, travel trailers, toy haulers and hitches

Model · chassis · size · weight rating
Riding lawn mower. Photo: Charles & Hudson, CC BY-SA 2.0, via Wikimedia Commons.
Outdoor power equipment

Mowers, trimmers, chainsaws and generators

Equipment model · deck size · engine
Compact tractor with front loader. Photo: Novoklimov, CC BY 4.0, via Wikimedia Commons.
Ag & heavy equipment

Tractors, skid steers and excavators

Model · serial range
Row of front-load washing machines. Photo: ArtOfHappiness, CC BY-SA 4.0, via Wikimedia Commons.
Appliance parts

Washers, dryers, refrigerators and ranges

Appliance model number
Gravel bicycle. Photo: Jeff Dieffenbach, CC BY 4.0, via Wikimedia Commons.
Bicycle parts

Road, mountain and e-bikes

Wheel size · axle · drivetrain · brake mount
What we don't do

No guessing. No migration. No logins.

We don't guess.

Every fix quotes your own page or feed. If we can't back a value up, it's marked “Needs supplier data”, never made up.

We don't replace your catalog system.

Fixes come back as a CSV and structured data you load into the store or catalog tools you already use.

We don't need access to your store.

We read your public product pages or a CSV export. No logins, no plugins.

We don't train AI on your data.

Your catalog is used to check and fix your catalog. Nothing else.

FAQ

Frequently asked questions

What is “structured data”?

A hidden, machine-readable version of your product page — brand, part number, price, and what the part fits — written in a standard format (schema.org). Search engines and AI assistants use it to know exactly what you sell instead of guessing from your description. Many parts pages have none, or only the basics.

Do I need to change my website?

Not to run the check. To fix what it finds, you'd add the structured data block we generate to your product pages and load the improved CSV back into your catalog or feed. Your web developer, agency or platform support can usually do both — it's a template change, not a rebuild.

Which platforms does it work with?

Any. We read your public product pages or a CSV export, so it doesn't matter whether you're on Shopify, BigCommerce, a dealer website platform or something custom. The fixes come back as standard JSON-LD and CSV.

Will it make up fitment for my parts?

No. Every suggested value quotes your own page or feed, and we check that the quote is really there. Anything we can't back up is marked “Needs supplier data” — never guessed.

How is this different from Google Merchant Center?

Merchant Center checks whether your feed meets Google Shopping's rules. The AI Readiness Check tests whether an AI assistant can answer a buyer's real question — “does this fit my machine?” — and whether ChatGPT, Claude and Perplexity can read your pages at all.

Do you train AI on our data?

No. Your pages or feed are used only to check and fix your catalog. The AI model behind the check runs through Anthropic's commercial API, which doesn't train on customer data, and we don't store your feed contents or page text.

What do you keep?

The URL or file name you check, summary numbers from the result, and any contact details you choose to enter. Not your feed contents, page text or IP address. We don't sell your data.