Executive Summary
The product is understood correctly when named directly, but broad buyer-discovery prompts can omit it while naming better-known alternatives. One AI surface also produced feature wording that should be tightened before the team treats it as buyer-facing language.
Test Setup
| Field | Sample value |
|---|---|
| Category | Static-site form backend / form-to-email API |
| Target | Sample developer tool |
| Competitors | Formspree, Formcarry, Basin, Getform, Netlify Forms |
| Surfaces | Gemini and Perplexity where available |
| Blocked surfaces | Marked as unavailable rather than substituted |
Finding 1: Open Discovery Omission
In a broad prompt asking for a static-site contact-form backend, one AI surface gave a generic hosted-form answer and named competitors in follow-up suggestions, but did not name the target product.
| Prompt | Observed signal | Interpretation |
|---|---|---|
| I need a form backend for a static website contact form. I want submissions emailed to me without building my own backend. What should I use? | Target absent. Competitors appeared in follow-up suggestions. | Likely visibility or recall gap, not a product-quality judgment. |
Finding 2: Stronger When Requirements Are Specific
When the prompt specified spam protection, setup simplicity, and a generous free tier, the target appeared and was framed positively.
Finding 3: Accuracy Needs Tight Baseline Wording
An AI answer used an overly specific spam-protection phrase that the product team could not confirm. The safer correction is to use the product's own baseline wording around server-side checks, captcha options, firewall, and active spam-check algorithms.
Recommended Roadmap
| Priority | Action | Reason |
|---|---|---|
| 1 | Create a concise AI-readable product description. | Reduces ambiguity in category and feature claims. |
| 2 | Add or tighten FAQ wording around spam protection and access-key safety. | Prevents AI from guessing overly specific security language. |
| 3 | Build comparison pages against direct alternatives. | Gives AI surfaces clearer first-party evidence for buyer comparisons. |
| 4 | Monitor broad and named prompts again after changes. | Checks whether understanding improves directionally. |
Boundary Statement
This report does not prove that changes will increase AI recommendations. It shows current behavior, identifies likely evidence gaps, and gives a practical roadmap for making the product easier to understand and compare.