Discovery
Can AI buyers discover the product in category, comparison, and alternatives prompts?
48-hour AI Buyer Shortlist Snapshot
A 48-hour, human-reviewed diagnostic for B2B SaaS founders to see how AI-assisted discovery surfaces understand, categorize, and compare their product.
If you came from an email thread, you can simply reply there and I’ll send the prompt angles first.
The Snapshot checks whether your product is found, classified, described, and compared in realistic shortlist prompts before a buyer reaches your site.
Can AI buyers discover the product in category, comparison, and alternatives prompts?
Is the product correctly categorized, or does it get grouped with adjacent tools?
Do competitors dominate shortlist-style prompts where your product should be considered?
Is the product described clearly, or reduced to generic wording that weakens the position?
Is there enough public evidence for AI-style answers to cite, summarize, and compare responsibly?
Which entity, category, source, or comparison fixes should be handled first?
This is a generic format preview. It is not from a paid client, does not use a client name, and does not imply an endorsement or result.
I run Shortlist Diagnostics, a small human-reviewed diagnostic service for B2B SaaS and AI tool founders.
Why me? My background includes frontline B2B sales and buyer communication in physical hardware markets. I understand how B2B buyers compare options, interpret vendor positioning, and decide which products make it into a shortlist.
I evaluate AI-assisted discovery results not as a traditional SEO agency, but through the practical lens of a buyer asking:
The entry Snapshot is intentionally narrow so it can be delivered quickly, reviewed clearly, and kept separate from implementation work.
The Snapshot fee can be credited toward the Entity Kit if upgraded within 7 days.
If the Snapshot shows fixable entity, category, comparison, or source-strength gaps, the Entity Kit packages buyer-readable source material for the next step.
The page is designed for cold outreach follow-up: enough context to decide whether a prompt-angle request is worth a reply, without pushing for instant payment.
No. This is a buyer-shortlist diagnostic. It checks how AI-assisted buyer research handles category, comparison, alternatives, competitor, and source-strength prompts. It is not a full SEO audit.
No. The entry Snapshot uses public pages and the intake context you provide. No CMS, GitHub, Webflow, or production website access is required.
That is still a useful finding. The report documents what was not retrieved, where evidence appears thin, and which source or category fixes should be prioritized.
No. The Snapshot does not guarantee rankings, traffic, citations, revenue, or AI placement. It documents observed behavior at the time of testing and recommends practical fixes.
Payment is requested only after scope confirmation. For the beta Snapshot, payment can be handled by Wise payment request or PayPal Business Invoice, depending on buyer preference and availability. Delivery is 48 hours after payment and completed intake.
For controlled launch, the preferred first step is to reply to the email thread and ask for 3 buyer-intent prompt angles.
Payment is requested only after scope confirmation. For the beta Snapshot, payment can be handled by Wise payment request or PayPal Business Invoice, depending on buyer preference and availability.