Undefined Entity
Answer engines must confirm what your business is before recommending it. Inconsistent names, descriptions, and profiles make you unclassifiable.
- Conflicting descriptions
- Unverified profiles
- No structured identity
AI Visibility Score™ · Answer Engine Optimization
Your customers are asking AI who to hire.
Colossal helps small businesses get named and cited by ChatGPT, Perplexity, Google AI Overviews, and Gemini — the answer engines your buyers now use instead of scrolling through search results.
Answer Engine OptimizationMeasured in mentions and citations
ChatGPT◊Perplexity◊Google AI Overviews◊Gemini◊Claude
§ 01 — The Problem
Search used to return ten options. AI returns one answer naming two or three businesses. If you are not in it, you did not lose the deal — you were never considered.
§ 02 — Why AI Does Not Name You01 02 03 04 05 06
No Third-Party Signal
Brands are roughly 6.5x more likely to be cited through third-party sources than through their own website.
- Few outside mentions
- Absent from directories
- No press or podcasts
Thin Organic Footprint
97% of sources cited in Google AI Overviews come from the top 20 organic results. Weak SEO closes the door before AEO starts.
- Low rankings
- Few referring domains
- Shallow content
Unextractable Content
Models lift short, direct answers. Long unbroken copy without clear question-and-answer structure rarely gets quoted.
- No direct answers
- Vague headings
- Unattributed claims
No Video Presence
YouTube mentions show the strongest measured correlation with AI visibility of any single signal — and almost no small business competes there.
- No video footprint
- No transcripts
- Untapped channel
Zero Measurement
Most businesses have never checked what AI says about them, so they cannot tell a working program from a model update.
- No baseline
- No prompt tracking
- No competitor view
§ 03 — Signature Assessment
The AI Visibility Score™
A complimentary assessment built for small businesses. We run a fixed set of prompts your buyers would realistically type across four answer engines, and show you exactly where you stand.
Overall AI Visibility Score™Benchmark
Which engines name you todayDiagnosis
Competitors named instead of youGap
Top 3 visibility gapsPriority
90-day AEO roadmapExecution
Executive review callAlignment
§ 04 — How It Works
01
Measure
We baseline a fixed prompt set across ChatGPT, Perplexity, Gemini, and Google AI Overviews before changing anything.
02
Score
You receive a clear score showing where you are named, where you are cited, and who is being recommended instead.
03
Prioritize
We identify the three highest-value gaps based on impact, effort, and how quickly answer engines respond to each.
04
Build
If you choose, Colossal builds the entity, content, and third-party presence that earn citations — and keeps measuring.
What We Optimize For
Get recommended, not just ranked.
A ranking you never see converts nothing. The objective is being the business the answer names — and the source it cites when it does.
NamedYour business appears in the answer
CitedYour pages are the supporting source
MeasuredTracked weekly across four engines
CompoundingAuthority that carries across platforms
Built for Smaller Operators
Real AEO without an enterprise retainer.
Most answer engine optimization is priced for enterprises and sold as a schema audit. You need focused work that fits your budget and targets the signals that actually move citations.
§ 05 — Why ColossalEvidence first.
Evidence first.
Tactics second.
Most AEO providers sell schema markup as the primary lever. Ahrefs tested it directly in 2026, tracking 1,885 pages that added JSON-LD against 4,000 controls. The citation lift was statistical noise.
Schema still matters as entity definition — it is table stakes, not a growth lever. The signals that correlate with AI visibility are external, so that is where we put the work.
Approach
Roughly 30% on-site foundation, 70% off-site presence, based on the measured signals.
Evidence
Every recommendation traces to published research, cited so you can check it.
Measurement
Fixed prompt sets tracked weekly. Mentions and citations reported separately.
Honesty
No guaranteed citations. No provider controls model output, and none can promise it.
§ 06 — LearnGuide Guide Guide Research Free Tool Free Tool
What Is Answer Engine Optimization?
How AEO differs from SEO, what actually drives AI citations, and realistic timelines.
AEO vs SEO vs GEO
Three acronyms with heavy overlap. What each means and which to prioritize first.
Why Isn’t My Business in ChatGPT?
Five reasons, ordered from the five-minute fix to the six-month one.
Does Schema Markup Help AI Search?
A controlled study of 1,885 pages says no — not on its own. Here is what it is for.
AI Readiness Index
Score how prepared your business is for AI-driven discovery and operations.
What’s Your AI IQ?
A short diagnostic on how well you understand where AI is moving.
What does AI say about your business?
Get your AI Visibility Score™ and find out which answer engines name you, which name your competitors, and what to fix first.