From Grade D to 81 — How AEO.INTELLIGENCE Transformed a Photography Page No AI Would Cite
Client: Ernest Price Photography / ELPRICELLC
Location: Providence, Rhode Island
Page Tested: elpricellc.com (Headshot FAQ page)
Tool Used: AEO.INTELLIGENCE — Visibility Check + Content Rewriter
Time to Complete: Under 20 minutes
The Problem
Ernest Price Photography had a headshot page that ranked in local search but was invisible to AI answer engines.
The page was written entirely in rhetorical questions — "Are you looking for a headshot that truly represents your professional brand?" — with no declarative answers AI systems could extract and cite.
When AEO.INTELLIGENCE ran the Visibility Check; the result was a Grade D with an overall score of 28.
The platform identified the core issue immediately:
"This page is heavily formatted as rhetorical questions rather than providing factual, structured answers that AI systems can extract and cite. It lacks authoritative content, structured data, and the informational depth needed to be referenced by AI across any major prompt type."
Before: Citation Simulation Scores Across 5 Prompt Types
Prompt Type Score Reason for Failure Definition 18 No factual definition of what a corporate headshot is
Comparison 15 Zero comparative detail between headshot types.
How-To 20 No preparation tips, wardrobe guidance, or session steps. Brand / Entity 42 Minimal brand facts, no structured About section.
Problem - Solution 30 Turnaround buried in question format, not extractable
Overall Score: 28 — Grade D
The Fix — 3 Steps, Under 20 Minutes
Step 1 — Visibility Check
Pasted the page content into AEO.INTELLIGENCE Visibility Check. Received a grade of D (28) with a full breakdown of every failing prompt type and specific structural gaps mapped to each failure.
Step 2 — Content Rewriter (FAQ Convert mode)
The platform recommended the FAQ Convert mode. The rewriter restructured the entire page, replacing rhetorical questions with direct Q&A pairs, adding a labeled Direct Answer block at the top, defining Ernest Price Photography as a named entity with service area and contact details, and converting pricing into a clearly formatted section.
Step 3 — Re-run Visibility Check
Ran the rewritten content back through the Visibility Check immediately.
After: Score Comparison
Dimension Before After Delta
AEO 22 81 ▲ 59 pts Clarity 30 82 ▲ 52 pts Structure 18 84 ▲ 66 pts AI Readiness 20 79 ▲ 59 pts
Overall 28 (D) 81 ▲ 53 pts
What Changed and Why It Worked
AEO.INTELLIGENCE identified 5 structural changes that drove the improvement:
Answer-First — Added a direct-answer block at the top immediately stating what the session includes, giving AI engines a clear, citable summary without requiring the reader to parse rhetorical questions.
Entity Definition — Explicitly named and defined Ernest Price Photography as a Rhode Island-based studio with its specialties, phone number, and service area, improving entity clarity for knowledge graph and AI indexing.
Structure — Replaced a stream of rhetorical questions with clearly labeled sections (Direct Answer, Pricing, FAQ) using consistent heading hierarchy, making content scannable for both humans and AI crawlers.
FAQ Conversion — Converted implied questions buried in marketing copy into explicit Q&A pairs with direct answers, matching the format AI answer engines use to extract and cite information.
Voice Removal — Removed vague, question-only phrasing and replaced with declarative, factual statements that AI systems can confidently quote as answers.
What the Citation Verifier Revealed
After rewriting, AEO.INTELLIGENCE ran the Citation Verifier — querying Perplexity AI directly to test whether elpricellc.com was being cited in real AI-generated answers.
Three queries were tested:
"What clothes should I wear for my headshot?"
"Should I bring anything to my headshot session?"
"How long will the photography session take?"
Result: 0% citation rate, none of the three queries returned elpricellc.com.
This was expected and instructive. Perplexity cited five established photography publications for the clothing query. The session length query returned generic photography sources. The "should I bring anything" query was misread entirely — returning dinner party etiquette results, because it lacked entity context.
The diagnosis: The rewritten content is now structured correctly. But it needs to be published live on elpricellc.com for AI crawlers to index it. The Citation Verifier baseline is now set. A rerun in 2–3 weeks after the content goes live will show whether the structural improvements translate to actual citations.
This gap between optimization and citation is exactly what AEO.INTELLIGENCE is built to close — and to measure.
What This Case Study Demonstrates
Rhetorical questions are invisible to AI. Content written as questions without answers cannot be extracted or cited, regardless of how well it ranks in traditional search.
Entity definition is required. AI systems need to know who you are, where you operate, and what you do — in declarative, structured language — before they will cite you.
Optimization without publishing changes nothing. The Visibility Check score measures structural readiness. The Citation Verifier measures actual citation. The gap between the two is closed by publishing the rewritten content and waiting for indexing.
The before/after is measurable. AEO.INTELLIGENCE produces a documented score delta — 28 to 81 in this case — that can be shown to clients, stakeholders, or used as proof of ROI.
Run This Process on Your Own Page
AEO.INTELLIGENCE gives you the same six-step workflow used in this case study — Visibility Check, Content Rewriter, FAQ Generator, Schema Generator, and Citation Verifier — in a single platform.
Founding Member access: $49/month
Includes: Unlimited rewrites, weekly citation monitoring, and email delivery of citation rate movement.
About AEO.INTELLIGENCE
AEO.INTELLIGENCE is an Answer Engine Optimization platform built by ELPRICELLC, Providence, Rhode Island. It audits, rewrites, and verifies web content for AI citation readiness across ChatGPT, Perplexity, Google AI Overviews, and Bing Copilot.
Contact: hello@platformaeo.com
Platform: app.platformaeo.com
Built by: ELPRICELLC- elpricellc.com