AI Decision-Stage Intelligence

Your brand is visible to AI.
But does AI recommend you when it counts?

First-prompt visibility and decision-stage recommendation are two different things. In our research across 10,000+ prompts, 87% of brands are displaced before the final recommendation — regardless of how visible they appear at Turn 1.

How AI Makes Purchase Decisions
AI compresses your category before the customer ever visits your website

A typical purchase conversation inside an AI assistant follows a predictable pattern. The commercial risk is not whether you appear first — it is whether you survive to the final recommendation.

10
brands listed
Turn 1
User asks for options. Most brands are present.
5
brands remain
Turn 2
User adds constraints. AI eliminates half.
2
still considered
Turn 3
AI weighs value, fit, attributes. Most brands eliminated here.
1
recommended
Turn 4
AI selects one brand. If it's not you, the customer never visits.
The commercial risk is not whether you appear first. It is whether you survive to the final recommendation. AIVO Edge is the only tool that measures this — across all four AI platforms, repeatedly, with human analysts.
What Happens at Each Turn
A structured purchase journey — four turns, one winner
Turn 1
Awareness
The consumer asks for options. AI lists 6–10 brands. Most brands are present at this stage — your GEO dashboard will report success here.
P — Primary
Turn 2
Comparison
The consumer adds constraints — budget, reliability, specific features. AI begins comparing. Your brand starts to weaken: still mentioned, but deprioritised.
W — Weakened
Turn 3
Optimisation
The consumer narrows further. AI weights attributes and selects. This is where most brands are eliminated — not criticised, just no longer optimal.
R — Replaced
Turn 4
Recommendation
The consumer asks for a final answer. AI presents one or two brands with confidence. If your brand isn't here, the consumer never sees you again.
✕ — Not Selected
What Our Research Shows
AI visibility and AI selection are different metrics. In our testing, they're uncorrelated.
87%
Average Displacement Rate
Brands visible at Turn 1 that are systematically displaced before the purchase recommendation at Turn 4. No negative sentiment. No rejection. Just a recommendation for someone else.
0
Tools Measuring Decision Stage
Every GEO platform in the market tracks first-prompt citations — the awareness layer. None measure whether your brand survives to the purchase recommendation. This is the gap AIVO Edge was built to close.
10/10
Sectors Show This Pattern
Beauty, CPG, automotive, banking, insurance, SaaS, travel, pharma, OTC, fintech. Different industries, different platforms, identical structural pattern. Brands admired at Turn 1, eliminated by Turn 4.
Why Now
AI selection positions are hardening. The window to act is narrowing.
AI-mediated product research is growing rapidly. Selection patterns reinforce themselves — and every quarter without measurement allows competitive gaps to compound.
Conversational Survival Rate is a leading indicator. Market share is a lagging indicator. By the time revenue reflects the shift, the AI default in your category is already embedded. AIVO Edge helps you see the shift before your revenue does.
⚡
Positions Are Hardening
Once a competitor becomes the AI default in your category, the recommendation reinforces itself across platforms and over time. Displacement becomes materially harder — and more expensive — with every model update.
🔄
Challenger Brands Have the Advantage Now
LLMs don't reward brand heritage or marketing spend. They evaluate ingredients, value, fit and clarity of benefit. Your focused USPs are exactly what wins at decision stage — but only if they're structured correctly before the market hardens.
⏱
Every Month Compounds the Gap
Without measurement you can't detect the problem. Without detection you can't intervene. Without intervention the competitive gap widens. This is not a problem that stabilises on its own.
Pricing
Start monitoring. Baseline assessment included.

Every monitoring plan includes a full $4,500 Decision-Stage Baseline Assessment — delivered in week one. Choose the monitoring depth that matches your category and competitive situation.

📊

Decision-Stage Baseline Assessment — Included With Every Plan

Four-turn testing across AI platforms · Competitor displacement mapping · Full evidence vault · Remediation pathway · Interactive dashboard · Delivered in week one

$4,500 value
Included free
Starter
Essential Monitoring
$1,500
/ month
3-month minimum · then month-to-month
The entry point to understanding your decision-stage position. Two platforms, one brand — enough to confirm whether the problem exists and how serious it is.
✓
Four-turn testing across ChatGPT & Gemini
✓
1 brand or product monitored
✓
Monthly decision-stage report
✓
Competitor displacement identification
✓
Dashboard access
✓
$4,500 baseline assessment included
Book a Strategy Call →
Professional
Full Decision Intelligence
$2,500
/ month
3-month minimum · then month-to-month
Complete visibility across all four AI platforms with full competitor tracking. The most popular choice for brands ready to act on what they find.
✓
Four-turn testing across ChatGPT, Gemini, Perplexity & Grok
✓
1 brand or product monitored
✓
Monthly decision-stage report + trend analysis
✓
Full competitor displacement mapping
✓
Temporal drift tracking — are you gaining or losing ground?
✓
Remediation impact measurement
✓
Full evidence vault with raw transcripts
✓
$4,500 baseline assessment included
Book a Strategy Call →
Advanced
Multi-Brand Intelligence
$5,000
/ month
3-month minimum · then month-to-month
For brands with multiple products or lines requiring individual monitoring. Priority turnaround, deeper competitor intelligence, and dedicated analyst support.
✓
Four-turn testing across all 4 AI platforms
✓
Multiple brands or product lines monitored
✓
Priority turnaround on all reports
✓
Deep competitor displacement intelligence
✓
Cross-brand trend analysis
✓
Dedicated analyst point of contact
✓
Full evidence vault + raw transcripts
✓
$4,500 baseline assessment included
Book a Strategy Call →
3-month minimum commitment on all plans. In our experience, one month shows you the problem. Three months shows you whether your interventions are working. After that, most clients continue — because the data becomes part of how they make decisions.
🧑‍🔬
Human Analysts, Not Bots
Every test is run by human analysts conducting live conversations with AI systems. No automated scraping. No API polling. Real purchase journeys, observed and documented.
🔬
Audit-Grade Evidence
Full raw transcripts, reproducible methodology, structured severity analysis. The same standard used in our regulatory submissions to UK Government and SEC. Not modelled. Not estimated.
📋
Multiple Runs Per Platform
AI responses are non-deterministic — single-run testing gives you noise. We measure the signal underneath, running multiple conversations per platform to identify consistent patterns.
Book a Strategy Call →
30 minutes · we'll show you data from your category
or
Book a Demo
See a full assessment in action · no commitment
10,000+
Prompts Analysed
80+
Brands Tested
10
Sectors
4
AI Platforms
87%
Average Displacement Rate