Know what AI says.
Or fix why it says too little.
AEO Vision is a brand intelligence platform — it monitors sentiment, share of voice, and reputation across AI systems. GEOnhance is a technical optimization engine — it diagnoses the infrastructure reasons AI models skip your content and gives your engineers the fix list.
TL;DR — Executive Summary
Different tools for different questions: "What does AI say about us?" vs "Why isn't AI citing us more?"
GEOnhance is a technical generative engine optimization platform. It runs a deep multi-module GEO audit — schema validation, SSR/CSR rendering gap analysis, LLMs.txt maturity scoring, entity density, EEAT trust signals — then polls LLMs live to measure your real AI citation rate and share of voice. The output is a developer-ready, impact-ranked roadmap of code-level fixes. Built for teams that need to know the engineering reason AI models skip their content.
AEO Vision (by SiriusX INC) is an AI brand intelligence and reputation monitoring platform. It tracks brand sentiment (positive/negative/neutral) in AI-generated answers in real time, monitors competitor share of voice, surfaces an AI Visibility Score (0–100), and includes Reddit Analytics, AI Volume Search, and an AI Analytics Agent for conversational queries on your data. Pricing starts at $99/mo (Solo) with Growth at $299/mo for 3 brands.
AEO Vision excels at answering what AI says about your brand and how sentiment evolves. GEOnhance answers why your technical infrastructure limits AI citation in the first place.
GEOnhance
Technical GEO Optimization Engine
Deep technical and semantic audit of your site's AI-readiness, live LLM polling, real-time Bot Pulse crawler monitoring, and a developer-ready fix roadmap. For SEO managers and engineering teams who need to act on root causes.
AEO Vision
AI Brand Intelligence & Sentiment Monitoring
Real-time brand sentiment tracking (positive/negative/neutral) across AI-generated answers, competitor share-of-voice benchmarking, Reddit Analytics, AI Volume Search, and a conversational AI Analytics Agent. Solo from $99/mo (1 brand, 50 prompts/month).
Feature Comparison
Side by Side.
No spin. Every row is based on publicly documented capabilities.
Technical GEO optimization (root-cause audit)
GEOnhance runs a deep multi-module audit: schema validation, SSR rendering gaps, entity density, EEAT, LLMs.txt maturity. AEO Vision's audit workflow is an Enterprise-tier consultation service, not a self-serve technical tool.
AI brand visibility monitoring (SOV tracking)
Both track share of voice and citation frequency across major LLMs. AEO Vision also provides an AI Visibility Score (0–100).
Brand sentiment analysis (positive / negative / neutral)
AEO Vision tracks real-time sentiment trends in AI-generated answers. GEOnhance does not offer sentiment classification.
Competitor visibility benchmarking
AEO Vision also performs automated competitor discovery and strategy deconstruction.
Reddit Analytics (AI-era community signals)
AEO Vision includes a dedicated Reddit Analytics module. GEOnhance does not monitor Reddit discussions.
Deep schema validation & structured data audit
GEOnhance validates specific schema types and flags missing or malformed fields at the code level. AEO Vision has no equivalent self-serve schema audit.
SSR/CSR rendering gap analysis for AI bots
GEOnhance detects when JavaScript rendering prevents AI crawlers from seeing your content. AEO Vision has no rendering audit.
LLMs.txt maturity scoring & audit
GEOnhance evaluates the completeness and structure of your LLMs.txt against AI model ingestion requirements. AEO Vision does not audit LLMs.txt files.
Entity density & semantic DNA analysis
GEOnhance measures Information Gain and Entity Density — the key signals LLMs use to prioritize sources. AEO Vision has no equivalent semantic engine.
EEAT & author trust signal audit
Developer-ready code fix roadmap
GEOnhance outputs impact-ranked technical tasks tied to LLM citation mechanics (e.g. 'Add FAQ Schema', 'Fix SSR gap blocking PerplexityBot'). AEO Vision's Visibility Booster generates weekly content and SEO recommendations — not code-level engineering tasks.
Website architecture & sitemap audit (consultation)
AEO Vision's 'Analyze and Audit' step covers website architecture and data markup as part of an Enterprise-tier consultation workflow, not a self-serve module.
Live LLM polling (multi-intent query framework)
GEOnhance uses a scientific 4/3/3 navigational/category/transactional intent framework. AEO Vision tracks custom prompts on Solo (50/mo), Growth (150/brand/mo), and Enterprise (custom) plans.
Real-time AI crawler monitoring (Bot Pulse)
GEOnhance's Bot Pulse detects and logs AI crawler traffic (GPTBot, ClaudeBot, PerplexityBot, Googlebot-AI) in real time. AEO Vision has no crawler monitoring feature.
Multi-model coverage (ChatGPT, Perplexity, Claude, Gemini)
Overall visibility / audit score (0–100)
Both surface a single composite score. AEO Vision's AI Visibility Score reflects brand reputation, sentiment, and share of voice across AI systems. GEOnhance's score reflects technical GEO infrastructure readiness and AI citation rate — a different signal for a different audience.
Citation analytics (which pages AI cites)
Visitor analytics (AI-referred traffic)
AI-generated weekly optimization tasks (Visibility Booster)
AEO Vision's Visibility Booster generates weekly prioritized tasks — content opportunities and technical improvements — each with a visibility impact score. Currently in beta for select brands.
AI Analytics Agent (conversational NL dashboard queries)
AEO Vision lets you ask your dashboard natural language questions (e.g. 'What are the top 3 visibility trends?') via an AI agent. GEOnhance has no conversational analytics interface.
GEO optimization playbooks (per-model)
GEOnhance's Optimize page provides per-model strategic playbooks for ChatGPT, Perplexity, Google AI, and Claude.
AI volume search (query volume estimation)
AEO Vision includes an AI Volume Search module for estimating query demand across AI platforms.
GDPR compliant, privacy-first tracking
White-label dashboards
AEO Vision's Agency tier includes white-label dashboards and client workspace management.
SSO + SOC2 compliance
Available on AEO Vision Enterprise. Not available on standard Solo or Growth plans.
Full AI Visibility Audit + Semantic Chunk Analysis
AEO Vision's deepest audit tier is Enterprise-only and delivered as a service. Not available on Solo ($99/mo) or Growth ($299/mo) plans.
REST API access
AEO Vision lists 'Enterprise API' as 'Soon' — not yet generally available.
Solo / starter plan available
AEO Vision Solo: $99/mo (or $79/mo annual) — 1 brand, 50 prompts/month. GEOnhance has a free tier and paid plans.
Multi-brand workspace
AEO Vision Growth supports 3 brands. Agency and Enterprise support more. GEOnhance currently focuses on single-domain optimization.
Agency / white-label plan
AEO Vision Agency tier includes white-label dashboards and client workspace management.
The Core Difference
Brand intelligence.
Or technical infrastructure.
AEO Vision watches your brand
It monitors how AI models perceive and describe your brand in real time — tracking sentiment trends, citation frequency, share of voice, and competitive positioning. The AI Analytics Agent lets your marketing team query this data in plain language.
AEO Vision does thisGEOnhance audits your infrastructure
GEOnhance runs a deep multi-module technical audit to find the engineering root causes behind low AI citation rates — SSR gaps blocking crawlers, missing schema fields, weak entity density, incomplete LLMs.txt — that brand monitoring tools can't reach.
GEOnhance does thisWith a developer fix list
GEOnhance outputs impact-ranked, developer-ready tasks — not weekly content tips. Specific code and structural changes mapped to LLM citation mechanics. If PerplexityBot can't render your JS page, GEOnhance tells your engineers how to fix it.
GEOnhance does thisVerdict
Which one is right for you?
Choose GEOnhance if…
- You need to know the technical root cause of low AI citations — schema gaps, rendering failures, weak entity density, missing LLMs.txt
- Your team acts on code-level fixes and needs an impact-ranked engineering backlog, not just recommendations
- Bot Pulse matters — you want to confirm AI crawlers are actually reaching your content in real time
- You want per-model GEO playbooks (ChatGPT, Perplexity, Claude, Gemini) alongside your audit data
- You're an SEO engineer or technical team, not a brand/PR manager
Choose AEO Vision if…
- Brand reputation and sentiment intelligence is your primary goal — you want to track positive vs negative AI mentions in real time
- Competitor AI share-of-voice benchmarking and automated competitor discovery are core to your strategy
- You want Reddit Analytics and AI Volume Search alongside citation tracking
- The AI Analytics Agent (ask your dashboard questions in plain language) fits your team's workflow
- You need white-label dashboards or multi-brand workspaces for agency clients
Tracking sentiment is useful.
Fixing the infrastructure is essential.
AEO Vision can tell you your AI Visibility Score is 42. GEOnhance's technical audit tells you it's because PerplexityBot can't render your JS pages, your FAQ schema is missing required fields, and your LLMs.txt is incomplete — then hands your engineers the fix list.