SHOZAI/ AGENT VISIBILITY
ILLUSTRATIVE DATA← Scan another site
This is the product shell, not a live scan.The findings below are simulated to make the workflow testable before model providers are connected.

Recommendation report / DEMO-042

Example

example.com
CATEGORYCustomer support software for early-stage SaaS
TEST DESIGN20 prompts × 3 runs × 4 surfaces
COMPLETEDAug 9, 2026
Recommendation rate
31%−8 pts vs peers
First-pick rate
11%−17 pts vs peers
Shortlist rate
44%+2 pts vs peers
Citation share
18%−21 pts vs peers
01

Where you get picked

Recommendation rate by answer surface, with the same prompt set and scoring rubric.

Claude
38%+4 pts
ChatGPT
31%+1 pts
Perplexity
29%−2 pts
Gemini
27%
02

The prompts that matter

A result is a recommendation, shortlist appearance, or absence—not a keyword rank dressed up as one.

Buying promptYour resultFirst pickPosition
Best customer support tool for a five-person SaaS?AbsentHelp Scout
Affordable live chat with a shared inboxShortlistedCrisp#3
Best Intercom alternative for startupsRecommendedExample#2
Customer support software with transparent pricingFirst pickExample#1
Simple support tool with no sales callAbsentHelp Scout
03

Who agents choose instead

01Help Scout
62%149 mentions
02Crisp
54%130 mentions
03Intercom
47%113 mentions
04Plain
35%84 mentions
04

Why you’re losing

Evidence gaps found on the public web—not invented access to a model’s private reasoning.

01
Biggest gap

Your “easy setup” claim has no retrievable proof

Agents repeat setup-time evidence for Help Scout and Plain. Example says “get started quickly,” but offers no number, customer quote, or walkthrough an answer can cite.

Proof present on 4/4 winning pagesYour claim is uncited in 17/20 prompts
02
Positioning gap

You do not own a specific customer or constraint

Winning products are described with a sharp fit—“for bootstrapped teams,” “for live chat,” or “for complex support.” Example is summarized as a general support platform.

Generic description in 72% of mentionsCompetitor fit language appears 2.4× more often
03
Source gap

The pages agents cite do not mention you

Six independent comparison and directory pages account for most non-vendor citations. You appear on one; the category leaders appear on five or more.

1/6 high-frequency sources mention youIndependent sources drive 41% of picks
05

What to ship next

Ranked by likely recommendation impact, grounded in the gaps above.

P1
High impact1–2 days

Publish an evidence-led Intercom alternative page

Lead with the no-sales-call constraint, show exact price at 5 and 20 seats, and substantiate setup time with a measured onboarding example.

/intercom-alternative-for-startups
P2
High impact2 hours

Replace “easy setup” with a verifiable claim

Add median time to first reply, the sample size, and a customer quote beside the onboarding CTA on pricing and comparison pages.

/pricing + 3 comparison pages
P3
Medium impactOngoing

Earn inclusion in three cited category sources

Prioritize the independent pages already retrieved in lost prompts. Pitch a factual product brief, not a backlink exchange.

3 third-party sources
THE PRODUCT LOOP

Ship a fix. Rerun the same test. Measure the lift.