Mixed signal. Discovery holds up, but content falls short.

Olipop scores 51/100: a Shopify storefront that has done the crawler-hospitality work (llms.txt present, no bot blocks, Shop Pay and Amazon Pay wired up) but leaves agents guessing on the details that actually close a purchase. The gap is not discoverability. It's the machine-readable substrate underneath the product pages, plus a cart guarded by reCAPTCHA and hCaptcha.

Where the points went

The evidence

• Product attributes structured (0/6): Only 4 of 9 sampled URLs cleared the "two structured attributes" bar. /products/ginger-lemon and /products/vintage-cola expose size only via a labeled hit, with zero structured attributes and no GTIN in JSON-LD.
• CAPTCHA prevalence (0/4): Both reCAPTCHA and hCaptcha fire on the cart and homepage, and the finding is flagged transaction_blocking: true. Meanwhile /checkout returned a 403 during crawl, confirming the flow is gated.
• Checkout structure (2/6) and guest checkout (2/4): Classifier notes the cart shows a "Log in" option "but no guest checkout alternative is visible," and checkout is unavailable without an initialized cart. Agents get a dead end on inspection.
• Price in raw HTML (4/8): 8 of 9 URLs have price in raw HTML via schema, but only 2 have it in rendered HTML. Five product pages returned renderedStatus: 0, meaning the price string is locked inside the Shopify JSON blob.
• Sitemap quality (2/4): sitemap.xml returns only 5 locs, has_product_urls: false, and lastmod_present: false. The catalog is invisible to any agent that starts from the sitemap.

What already works

• AI crawler posture (6/6): All 8 tracked agents (ChatGPT-User, Claude-User, PerplexityBot, Amazonbot, others) are allowed in robots.txt.
• Payment rails (3/3): Shop Pay and Amazon Pay are present on product, cart, and homepage. This is the agent-tier stack done right.
• Conversational descriptions (1/2, 7 high hits): Copy like "blends sweet strawberry juice, rich vanilla, and a dash of tangy lemon" gives agents real substance to summarize.

Fix first

1. Remove reCAPTCHA and hCaptcha from cart and homepage, or gate them behind risk signals only. Recovers up to 4 points.
2. Add size, gtin, sku, and brand to Product JSON-LD on every PDP consistently. Recovers up to 6 points.
3. Expand sitemap.xml to include product URLs with lastmod. Recovers up to 2 points.

The single biggest unlock is stripping CAPTCHAs off pre-checkout surfaces: agent payment rails are already installed, and the bot wall is what makes them unreachable.