Marketing leaders keep getting the same instruction from their Board of Directors. Figure out AI visibility, get our brand into ChatGPT answers and don't get left behind.

The problem is what comes next. The category is full of vendors selling overlapping services with overlapping names: generative engine optimization, answer engine optimization, AI search optimization, GEO, AEO, AIO. Some are technical SEO shops in new packaging. Some are PR firms. A few are tool vendors. Almost none explain what their work actually produces, or what kind of company should hire them in the first place.

Most executives end up making the call without a clear picture of what they're choosing between.

Reputation Intelligence SOLV Communications Key Takeaways

The Reputation Bulletin

Critical Insights Your Brand Can't Afford to Miss

Key Takeaways: Who Wins in AI Search

01

Signal Dominance

84% of AI Citations Come from Earned Media

Muck Rack's May 2026 analysis of more than 25 million AI citations found journalism, expert quotes, and third-party editorial drove 84% of all citations. Paid and advertorial content accounted for 0.3%. The pattern has held across three editions of the study since mid-2025.

Insight You cannot buy your way into AI recommendations
02

Citation Science

Brand Mentions Beat Backlinks by 3×

Ahrefs studied 75,000 brands and found open-web brand mentions correlated with AI Overview visibility at 0.664 — versus 0.218 for backlinks. The three strongest predictors of AI citation were all off-site brand signals. Traditional link-building is solving the wrong problem.

03

Market Reality

Most "AI Visibility" Agencies Are SEO Firms in Disguise

iPullRank, Kalicube, Siege Media, and peers are credible at the technical and content layer — but none are built to produce earned authority, the heaviest signal at scale. Rebranding an SEO service as GEO doesn't change what it can and can't deliver.

Alert Technical optimization alone cannot build the trust AI systems reward
04

Solv's Position

We Operate at the Layer That Matters Most

Strategic communications, executive positioning, earned media, and crisis-ready narrative work are the disciplines AI systems prioritize most. Solv coordinates the full stack — and executes the layer no SEO firm can replicate.

05

Diagnosis First

The Right Fix Depends on the Actual Problem

Invisible in AI? You need earned-authority work first. Described inaccurately? Narrative and reputation repair. Strong locally but missing in AI? Review and consensus signal work. In a regulated industry? A strategic communications partnership with executive media training and crisis infrastructure.

Insight One-size-fits-all GEO packages treat symptoms, not causes
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Read the full research. The framework in this article is drawn from our AI Visibility white paper, which compiles the evidence base behind every claim here.

What an AI Visibility Optimization Agency Actually Does

An AI visibility optimization agency is hired to influence what AI systems say when buyers ask about your category, your competitors, or you. ChatGPT, Perplexity, Gemini, Google's AI Overviews. The work has multiple names. Generative engine optimization (GEO), answer engine optimization (AEO), AI search optimization. Functionally, they describe the same goal: getting your brand into the answer when an AI tool generates one.

The difference between an AI visibility agency and an SEO agency

SEO optimizes for ranking. AI visibility optimizes for citation. The two used to overlap almost completely. They no longer do.

Ahrefs tracked how often AI Overview citations came from pages ranking in Google's top 10 organic results. A year ago, 76% of citations came from top-10 pages. By early 2026, that figure had fallen to 38%. A page can rank number one on Google and never get cited by ChatGPT. The reverse is also true.

AI tools select rather than rank. Ten blue links is a list. An AI answer is a synthesized response built from multiple sources of knowledge. The system pulls a small number of sources that match its trust criteria, and most of those criteria sit outside what traditional SEO measures.

GEO, AEO, and the rest of the alphabet

GEO refers to structuring content and presence to be cited in AI-generated answers. The term comes from a foundational 2024 Princeton, Georgia Tech, and IIT Delhi paper, which tested nine optimization techniques across 10,000 queries. The biggest lifts came from adding third-party quotations (up to 41%) and statistics (around 31%). Keyword stuffing produced a measurable decrease in citation rates.

AEO is the same idea framed around "answer engines." Some firms prefer one term, others the other. What it’s called doesn’t matter. How it works does.

Why this isn't a tool problem

The category gets sold as if dashboards, monitoring tools, and schema markup will solve it. They won't, on their own. Tools matter. Schema matters. Crawlability matters. None of them are the actual signal.

AirOps analyzed 21,311 brand mentions across ChatGPT, Claude, and Perplexity and found only 13% came from the brand's own domain. The other 85% lived on third-party sites: editorial coverage, reviews, forums, and listicles written by someone else. Tools can monitor that work. They cannot produce it.

The Three Signals That Determine AI Visibility

When AI systems form a recommendation, they pull from three pools of evidence: earned authority, reputation and consensus, and owned clarity. Each is influenced by different teams, vendors, and types of work. The algorithm values them differently. Most companies invest as if the three were equal. They aren't.

This three-signal framework anchors our AI Visibility white paper, which compiles the underlying research in detail. The short version follows.

Earned authority is the heaviest signal

Earned authority is what credible third parties say about you publicly: press coverage, analyst mentions, expert quotes, podcast appearances, and awards.The evidence that this category dominates is now overwhelming.

Muck Rack analyzed more than 25 million AI citations across ChatGPT, Gemini, and Claude. In their May 2026 study, 84% of AI citations came from earned media. Paid and advertorial content represented just 0.3%. Journalism alone accounted for 27% of all links cited. The pattern has held across three editions of the study going back to mid-2025.

Ahrefs ran a structurally different analysis on 75,000 brands. Brand mentions on the open web correlated with AI Overview visibility at 0.664. Backlinks correlated at 0.218. The top three correlating factors in the study were all off-site brand signals. Backlinks, the metric that defined two decades of SEO, barely registered.

There are three reasons the pattern holds. AI systems are trained to recognize and discount marketing copy. They inherit credibility from the publications they cite. And they look for cross-source corroboration of claims. A single mention on your own site is weaker evidence than the same claim echoed across a journalist, an analyst, and a customer review.

Reputation and consensus is second

Reviews, Reddit, Quora, ratings, and public commentary, this is the web’s distributed sentiment about your brand, and AI weights it heavily.

Semrush's three-month analysis of more than 100 million AI citations across ChatGPT, Google AI Mode, and Perplexity found Reddit consistently among the top three most-cited domains. Google paid Reddit $60 million per year for content access. OpenAI signed a similar deal. The platforms aren't optimizing for community engagement. They paid for the conversation because the conversation is what trains the models.

Multi-location and local brands face the sharpest version of this. SOCi analyzed 350,000 business locations across 2,751 brands. Only 1.2% were recommended by ChatGPT, compared to 35.9% appearing in Google's local 3-pack. AI local visibility runs roughly thirty times more selective than traditional local search.

Owned clarity is the foundation, not the differentiator

On-page content, schema, technical accessibility, and entity consistency are necessary, but not enough on their own.

Owned clarity determines which of your pages an AI system chooses to cite. Get it wrong and nothing else matters. Get it right and it fades from the equation.

Most companies pour their marketing investment into owned clarity, which produces 13% of AI mentions on average, while underinvesting in earned authority and reputation work, which produce most of the rest. The ratio is upside down at most organizations we work with. The white paper walks through why, and what to do about it, in more detail.

Comparing the Major AI Visibility Optimization Agencies in 2026

The category is younger than five years old, but a handful of firms have established named positions in it. Most are SEO and content specialists who added a GEO practice to existing services. The smaller group is communications-led: firms applying earned-media expertise to the same problem from the other direction.

Both types of firms produce valuable work. They are not, however, interchangeable. The table below grades each firm against the three signals in the framework above. Core practice means the firm leads with this discipline. Coordinates means the firm influences this layer through partners or supporting workflows rather than as a primary capability. Limited means it’s not a primary focus.

Agency

Earned authority

Reputation & consensus

Owned clarity

Best fit

Solv Communications

Core practice

Core practice

Coordinates

Mid-market organizations, regulated industries, and reputation-sensitive sectors that need the heaviest AI visibility signals built first. Founder-led by a 20-year broadcast journalism veteran.

iPullRank

Limited

Limited

Core practice

Enterprise teams with deep technical SEO problems. Strong on relevance engineering, structured data, and AI governance for in-house teams.

Kalicube

Coordinates

Limited

Core practice

Brands with entity recognition issues, broken Knowledge Panels, or scattered Brand SERPs. The longest-running specialist in entity-based optimization.

Omniscient Digital

Limited

Limited

Core practice

B2B SaaS companies scaling content programs with GEO integrated into a broader SEO stack. Publishes original research on LLM citation patterns.

Go Fish Digital

Limited

Limited

Core practice

Brands needing forensic, patent-grounded technical analysis of how AI systems retrieve and cite content.

Siege Media

Limited

Limited

Core practice

Content-led B2B and B2C brands looking for SEO, GEO, and link-building inside one content engine.

First Page Sage

Coordinates

Limited

Core practice

B2B firms with long sales cycles relying on thought-leadership content to build category authority.

Intero Digital

Limited

Limited

Core practice

Enterprise brands with large content libraries and complex digital ecosystems. Proprietary InteroBOT crawler simulates AI retrieval.

Two patterns are worth naming.

Most agencies lead with owned clarity. It’s where SEO has spent 20 years, optimizing what sits on your own site. The work is real and valuable. But the research shows it’s the lightest of the three signals.

The second is that very few agencies in this category treat earned authority as a core practice. A few coordinate it indirectly through digital PR for backlinks. None centre their work on the strategic communications, executive positioning, narrative architecture, and reputation infrastructure that the heaviest signal actually requires. That gap is structural, not accidental. Earned authority depends on external validation. SEO firms are built around internal control.

Solv Communications is built to bridge that gap. Earned authority and reputation are our core practice. We don’t try to out-engineer firms like iPullRank or Kalicube on technical depth, we work with specialist partners and focus on coordination. The point is to put each layer of work in the hands of the firm best built for it, with the heaviest signal anchored to the firm whose entire discipline is built around producing it.

How to Choose Based on Your Specific Problem

The right agency depends on which version of the problem you're solving. Four patterns cover almost every situation we see.

"AI tools barely mention us"

Low visibility on both branded and non-branded queries. Your brand either doesn't surface, or surfaces with generic placeholder information. The issue is rarely technical. It’s usually a weak earned-media footprint and limited third-party validation.

The first hire here is a PR or communications firm with experience getting executives placed in the publications and analyst reports your category cites most. Content and on-page improvements come second. Technical SEO comes third, unless something is actively broken.

"AI mentions us, but not the way we want"

The brand is recognized. The description is the problem. Stale narrative, crisis residue still surfacing, focus on the wrong part of the business, outdated coverage outweighing recent.

The work here is reputation and narrative. A coordinated messaging refresh across your site, your earned media, and your executive channels. Suppression of outdated content where appropriate. A steady cadence of fresh, authoritative commentary that replaces the dominant narrative over time.

"We rank locally but not in AI"

Your Google Business Profile is strong. You hold the local 3-pack. Competitors surface in AI recommendations and you don't.

The cause is usually too few recent, high-quality reviews and inconsistent business information across directories.The first hire is a reputation firm or local specialist that operates across reviews, profile consistency, and location-level content. Among the 1.2% of locations ChatGPT actually recommended in the SOCi data, the average star rating was 4.3. Below that, the model effectively routes buyers elsewhere.

"We're in a regulated or reputation-sensitive industry"

Financial services, healthcare, legal, and high-trust B2B, where one reputation incident can cost revenue, and AI-driven narratives stick for a long time.

This needs a strategic communications partnership with deep industry experience. Executive media training. Proactive reputation monitoring with defined escalation paths. A sustained narrative infrastructure of spokespeople, thought leadership, and crisis-ready messaging that compounds over time. Solving AI visibility in a regulated industry isn’t a campaign, it’s a system.

What to Expect in the First 90 Days

A serious AI visibility engagement should deliver three things in the first quarter: a clear baseline, a solid foundation that isn’t holding you back, and the first signs of authority work underway.

Days 1 to 30 is diagnostic. Branded prompt audits across ChatGPT, Gemini, Perplexity, and Claude. Non-branded prompt audits using real buyer queries. Internal ownership assigned, since AI visibility cuts across PR, SEO, content, and customer experience and tends to fall into the gaps between teams.

Days 31 to 60 are about building the foundation. Crawlability for AI bots. Schema on key pages. Consistent entities across your site, social profiles, and major directories. Then an audit of your earned-media footprint against the publications AI actually cites in your category. Most companies find a major gap here.

Days 61 to 90 is when the first authority work begins to take shape. A targeted thought leadership program aimed at the specific publications your category's AI answers cite most. Quality over volume. A review ecosystem program where the audit found gaps. Monitoring in place so you can see what's improving and what isn't.

The goal at the end of ninety days isn't to have won AI visibility. It's to have a clear picture of where you stand, full internal ownership of the problem, and authority-building work already gaining traction. The full framework, including the maturity model and evidence base, is detailed in our AI visibility white paper.

Where Solv Communications Fits

The agencies winning on AI visibility get earned authority right first. Most companies haven’t started. Training data compounds monthly, brands that get cited more get cited more. And invisibility becomes increasingly expensive to reverse.

Solv Communications operates at the authority, reputation, and narrative layer of AI visibility, the layer the research consistently identifies as the heaviest signal. We design earned-media programs aimed at the publications and analyst sources your category's AI answers actually cite. We position executives as the credible voices LLMs reach for. We coordinate the reputation and narrative work that builds consensus across the platforms AI tools read.

We don't replace your SEO team or your web developer. We handle the highest-leverage inputs directly and coordinate across the rest, so your full system compounds in one direction.

If your brand is missing from AI answers and you don't know why, contact us. We’ll show you where you stand, what’s driving it, and where to invest first. For the full research behind every claim in this article, download our AI Visibility white paper.