Competitors Are Showing Up in
AI Answers.
We’re Not.
AI is shortlisting your competitors for your category. You’re not getting named, cited, or recommended when buyers ask who to choose.
The Problem: You’re Getting Filtered Out of Buyer Consideration
Buyers now ask ChatGPT for recommendations before they ever search Google. That means your visibility depends on whether AI systems retrieve you, trust you, and include you in the shortlist. Right now, competitors are getting pulled in as default answers and you’re getting filtered out.
Common Causes
Competitors publish clearer category pages, comparisons, and proof.
Your entity signals are incomplete or inconsistent across key surfaces.
Your pages read like SEO content, not decision-ready answers.
Quick Self-Diagnosis
Prospects mention competitors “AI recommended.”
You’re missing from “best/top/vs” answers in your category.
AI summarizes you as generic, not differentiated.
Your category visibility is flat even when brand demand is up.
AI names competitor strengths, but can’t name yours.
You’re not getting clicks from AI citations (or the wrong pages get cited).
How are you getting excluded?
Same underlying issue. Three common ways it shows up. Pick the one that matches your situation.
Invisible in
Category Answers
WHAT BUYERS ASK AI:
“Best [Category] tools for [Use Case]?”
Analyze this mode ↓
Missing from
the “Best / Top” Lists
WHAT BUYERS ASK AI:
“Top [Category] tools in 2026?”
Analyze this mode ↓
AI Defaults to
Established Incumbents
WHAT BUYERS ASK AI:
“Modern alternatives to [Incumbent]?”
Analyze this mode ↓
The Commercial Cost of Answer Exclusion
Lost Pipeline
High-intent buyers never reach your site because the recommendation list is decided upstream.
Pricing Pressure
You enter late, after the list is set. Now you’re negotiating price with procurement, instead of value.
Brand Drift
AI teaches the market what you are. If it gets your story wrong, your pipeline inherits the mistake.
You’re paying to create demand that AI hands to the competition.
What ‘Solved’ Looks Like
Appear consistently in the initial recommendation list for your category.
Hold position in “best/top/vs” and competitor comparisons.
Be described using your actual differentiator, not generic filler.
Get cited to the right pages when AI generates answers.
Our System That Gets This Fixed
1
2
3
Baseline Diagnostics
WHAT WE DO
We run 100+ real buyer prompts across GPT-4, Claude, and Gemini to measure where you appear, who beats you, and what gets cited.
WHAT IT CHANGES
It replaces ‘guessing’ with data that shows exactly which prompt clusters you’re losing and why
Entity Optimization
WHAT WE DO
We extract core definitions, integrate them with authoritative knowledge graphs, and deploy schema markup so models can easily identify and describe you.
WHAT IT CHANGES
It stabilizes how AI “thinks” about your company and category, making you a safer pick for answer inclusion.
Answer-Layer Saturation
WHAT WE DO
We deploy highly specific content assets (FAQs, comparisons, proof blocks, citation-ready pages) purposefully designed or AI retrieval (not just human consumption).
WHAT IT CHANGES
It increases inclusion in strategic prompt clusters (‘best’, ‘top’, ‘vs’) where buyers discover and select vendors.