AIVO Surface

Competitive intelligence for AI-mediated buying decisions

See how AI chooses your competitors, where you are being replaced, and why.

AI systems now answer, compare, recommend, and choose on behalf of buyers. Those decisions increasingly happen before a customer ever reaches your site.

Most marketing and digital teams never see them.

AIVO Surface makes those decisions visible.

AI has become decision infrastructure

AI is no longer just a discovery layer.

• Over 60% of buyers consult AI before purchasing
• $750B+ in revenue is influenced by AI-mediated journeys
• Answer engines increasingly replace traditional clicks

Traffic still matters.

But decisions now happen upstream.

Traffic is not influence

Traditional marketing tools measure:

• Rankings
• Impressions
• Visits

AI systems do something else entirely:

• Answer
• Compare
• Recommend
• Choose

They shape outcomes before customers arrive.

Visibility does not equal decision.

The market is measuring the wrong layer

Most SEO and GEO tools track:

• Mentions
• Citations
• First-prompt visibility

What determines revenue in AI-mediated journeys is:

• Selection
• Survival
• Substitution
• Omission

Brands can appear early and still lose the decision.

How AI-mediated decisions unfold

Across categories, AI buying journeys follow a consistent funnel:

• Discovery
• Authority

• Trust
• Comparison
• Recommendation
• Purchase

Brands can drop out at any stage.

Most disappear at the last two.

The failure pattern most teams miss

Across industries, the same dynamic appears repeatedly:

First-prompt success.

Decision-stage collapse.

• Brands appear in early informational prompts
• They vanish as intent sharpens
• Competitors are explicitly recommended instead

The moment that matters most is where most brands fail.

When you disappear, someone else wins

When AI removes you, it does not show nothing.

It shows your competitor.

Through recommendation and omission dynamics observed across repeated runs, AI systems concentrate selection around a small set of perceived winners.

This is not visibility loss.

It is competitive substitution.

What this looks like in practice

In anonymised, real-world testing:

• Multiple brands appear equally in informational prompts
• One competitor consistently survives comparison and "best for me" prompts
• The excluded brand is absent at the moment of purchase

This pattern repeats across runs, models, and industries.

This behaviour is systemic

We observe the same dynamics across:

• Retail and eCommerce
• Banking and financial services
• Pharma and healthcare

AI systems consistently:

• Omit some brands
• Elevate others
• Stabilise around a narrow set of trusted choices

This is a structural pattern, not noise.

The hidden cost of AI substitution

Even conservative assumptions show material exposure:

• Approximately 60% of buyers consult AI
• Just 5 to 10% redirected to competitors
• Approximately 3 to 6% of revenue potentially influenced

For a $200M brand, that equates to $6 to $12M per year.

Invisible.

Unmeasured.

Unmanaged.

Built on evidence, not anecdotes

AIVO Surface is grounded in repeatable observation:

• 10,000+ live AI prompt runs
• Multi-turn decision journeys
• Multiple AI systems
• Retail, beauty, banking, pharma
• Outputs preserved and re-tested over time

Surface reveals patterns, not screenshots.

The gap in today's tooling

Existing tools can show:

• Mentions
• Rankings
• Citations

They cannot show:

• Who replaces you when you disappear
• Why competitors win
• Whether outcomes are stable or drifting
• Where decisions collapse

The decision layer is missing.

Introducing AIVO Surface

Not a dashboard. A diagnostic.

AIVO Surface measures:

1. Decision-stage survival
2. Competitive substitution
3. Omission triggers
4. Cross-model stability
5. Who AI chooses and why

So CMOs and Digital Heads can act with confidence, not guesswork.

What marketing and digital leaders gain

AIVO Surface shows:

• Which competitors are recommended most
• Where they replace you in AI decision journeys
• Why AI infers them as more trustworthy
• Which signals appear to drive selection
• Where intervention is likely to matter

Not just what is happening.

But where to focus.

Scope and pricing clarity

All pricing below applies to a single Surface.

A Surface is defined as one brand, product, or business unit, evaluated within a specific category and market context.

Multiple brands, product lines, or markets are evaluated as separate Surfaces and scoped explicitly.

What AIVO Surface is and is not

AIVO Surface provides competitive intelligence and diagnostic insight into external AI behaviour.

It does not:

• Modify AI systems
• Provide compliance determinations
• Certify regulatory alignment
• Replace governance or audit processes

Surface shows what is happening.

Other AIVO offerings address governance and assurance separately.

Why AIVO

• Built by operators across marketing, technology, and enterprise software
• Experience supporting global brands
• Deep familiarity with regulated and high-risk environments
• Methodology informed by AIVO Evidentia, while Surface remains a standalone product

Commercial insight with institutional discipline.

Start with a conversation

1. 30-minute scoping call
2. Review evidence under NDA
3. Explore your options

See how AI chooses your competitors before they take more share.

Get the Full AIVO Surface Information Pack