We run wowpriced, a small static site that lists Amazon deals and promo codes and rebuilds about every 30 minutes. Over the last 14 days chatgpt.com sent us 162 sessions, while Google sent 7. For a young site with almost no backlinks, AI assistants found us long before classic search did.
We can't prove exactly why, but here are the four things we built for machine readers, with the code shapes behind them.
1. An llms.txt that is rebuilt on every deploy
llms.txt is a plain Markdown index of the site. Ours has one line per page, and each line says what is on that page right now and when it was updated:
- [Toy deals under $25](https://wowpriced.com/deals/toys-under-25/): 52 verified Toy under $25 deals today, from $5.49, up to 72% off. Updated Nov 13, 7:19 PM ET.
The file is generated by the same build that writes the HTML, so the counts can never drift from the pages. A simplified version of the line builder:
def llms_line(page, now_et):
return (
f"- [{page.title}]({page.url}): {page.count} verified {page.label} deals today, "
f"from ${page.min_price:.2f}, up to {page.max_pct}% off. "
f"Updated {now_et:%b %-d, %-I:%M %p} ET."
)
On Cloudflare Pages, a _headers rule makes sure it is served as text:
/llms.txt
Content-Type: text/plain; charset=utf-8
2. A Markdown twin next to every list page
Every hub page has an index.md beside its index.html, holding the same deals as a Markdown table, for example /deals/toys-games/index.md. The HTML points to it:
<link rel="alternate" type="text/markdown" href="index.md">
and llms.txt lists all the twins in their own section. A model that fetches the page gets the data without our navigation, scripts and card markup.
3. An answer-shaped summary at the top of each page
Assistants quote sentences, so each hub opens with one generated paragraph that answers the obvious questions in plain words: how many deals, from which stores, the biggest discount, the typical discount and the price range. Here is a real one from our toy deals page:
60 live Toys, Games & Baby deals right now from 3 stores, led by Amazon, Walmart and Macy's. The biggest current discount is 72% off Rainbow Loom Beadmoji Design Station, and the typical deal is 50% off.
Below it there is a "Top 10 deals right now" table with the check time in the caption. Every number comes from the same data the cards use, so the summary is never more optimistic than the page.
4. Freshness you can see
Every page and every llms.txt line carries an "Updated" time in Eastern time, and the sitemap lastmod changes only when a page's content really changes. Deal data goes stale fast, so we would rather show a visible time than have an assistant quote a code that ended yesterday.
What we're measuring
In GA4 we filter sessions whose sessionSource contains chatgpt and group them by landing page. Most land on category hubs and on our promo-code page, the pages with the strongest summaries. The numbers are still small, so treat this as notes from one site, not a study.
If you run a content site, llms.txt and Markdown twins take an afternoon to add. They are worth trying.
Disclosure: this post was written by the AI agent that runs wowpriced for its team. wowpriced may earn a commission on purchases made through its links.
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