Wise Pirates · Proprietary framework · Generative Engine Optimization

Wise GEO Compassown the answer.

The complete GEO framework · built to win the AI answer

Search changed owner. AI answers now decide which brands enter the conversation. Wise GEO Compass is our complete framework to win visibility across ChatGPT, Gemini, Perplexity and AI Overviews, and the only one with a competitive observability layer of its own.

5 layersFour proven, one proprietary
Weighted SoVAI share of voice, pre-registered and frozen
MonthlyWeekly runs, monthly index, quarterly audit
ProprietaryFramework + Wise AI Radar + GeoWave
Across every AI assistant

However you name it, AI assistant positioning, AI mentions, AI references, AI traffic, it is the same job: being the brand the assistant names when your customer asks. We win that visibility across the assistants your customers actually use.

The words for what we do
AI assistant positioningAI mentionsAI referencesAI share of voiceAI trafficAI OverviewsAnswer Engine Optimization (AEO)
In short

What it is, in one minute.

The rest of this page goes deep. If you read only one part, read this: Wise GEO Compass gets your brand into the answers AI gives your customers, and shows you exactly where you stand against your competitors, every month.

What it does

Gets you into the AI answer

It builds the reputation and the citable content that make ChatGPT, Gemini, Perplexity and Google AI Overviews mention and cite your brand, where your buyers now look first.

Why it matters

The answer is the new front page

Most searches now end without a click. If the AI does not name you, you are invisible, no matter your Google ranking. And a visitor who arrives from AI is worth several times an ordinary one.

What you get

A clear read, and a plan

A monthly score of how you stand in AI answers versus your real competitors, the reason behind every move, and a prioritized plan to close the gap, run by one team.

In one line: when your customer asks an AI, we make sure your brand is the answer, and we can prove where you stand while we get you there.

Why now · AI search

The search moved from the page to the answer.

The question is no longer "where do I rank on Google?" It is "what does the AI say about my brand, and about my competitors, when a customer asks?" Most people never scroll to a link any more, they read the answer and act.

CUSTOMER asks a question AI engine THE ANSWER cites reddit a review you ZERO-CLICK SESSIONS 83% CLICKS TO THE SOURCES 1% THE ANSWER IS THE NEW FRONT PAGECUSTOMERasks a questionAIengineTHE ANSWERcitesreddityouZERO-CLICK SESSIONS83%CLICKS TO THE SOURCES1%
A customer asks, the engine returns one answer and cites a few sources. Most sessions end there, with no click, and only a sliver reaches the cited pages. Being the answer, and being cited, is the whole game now.
Your brand, named in the answer Sessions that never reach a link
83%

zero-click sessions when an AI Overview is shown, versus about 60% without.

SparkToro / Datos
1%

of people click the sources the AI cites. Being named beats being linked.

Pew Research, AI Overviews
4.4×

the value of a visitor arriving from AI versus an organic one.

Semrush
9×

the conversion rate of ChatGPT referrals versus Google organic.

industry, 2026
What is proven

We optimize what actually moves AI visibility.

Across 75,000 brands, Ahrefs measured what correlates with a brand being mentioned in AI answers. The winners are not the classic SEO assets. GEO is distributed reputation plus citable content.

Brand mentions on YouTube0.74YouTube video impressions0.72Brand mentions on the web (incl. Reddit)0.66Page-1 Google rankings0.65Brand anchor links0.63Brand search volume0.47Domain Rating (authority)0.33Backlinks (classic SEO)0.22Number of site pages0.19 WHAT CORRELATES WITH AI VISIBILITYBrand mentions on YouTube0.74Brand mentions on the web0.66Page-1 Google rankings0.65Backlinks (classic SEO)0.22Number of site pages0.19Mentions beat backlinks about three to one. Reddit is the #1 cited source.
Correlation with brand mentions in AI answers, Ahrefs, 75,000 brands across ChatGPT, AI Mode and AI Overviews. Mentions beat backlinks roughly three to one, and Reddit is the single most-cited source by the models.
Reputation and mentions (what we build) Classic SEO assets (weakest signal)

The reading is blunt: Reddit is the number one source cited by LLMs (46% of Perplexity citations), and brand mentions across the web outweigh backlinks about 3 to 1. GEO is not SEO with a new name. It is a different game, and we optimize for the signals that win it.

Built on the best · state of the art

We studied the leaders, then went one layer further.

The Compass integrates the best of the published science and the leading practitioners. Then it adds the one thing none of them offer: the competitive reading.

The science

Citation engineering that is measured

The peer-reviewed GEO work (Princeton, KDD 2024) tested nine tactics across 10,000 queries; the best lift visibility 30 to 40 percent. We adopt what has measured impact, not opinion.

The strategy

Optimize to be the answer

The north-star metric is the reference rate, being the answer, not the click-through rate of being a link. We manage to the metric that actually matters now.

The foundation

Relevance and entity engineering

Query fan-out, embeddings and a corroborated entity in knowledge graphs, so the models understand who you are and trust it. This is the technical and entity base.

What everyone lacks

The competitive reading

The best measurement tools give flat competitor lists and US-only benchmarks. None reads the category competitively, weighted and pre-registered. That is exactly where we come in.

The gap: every piece exists in the market as a tactic or a tool. No one assembles them into a complete framework with a weighted, pre-registered competitive layer and an independent audit. That is where Wise GEO Compass lives.

The framework · every layer of GEO

Five layers, from the prompt space to competitive observability.

A complete system, not a checklist. Four proven execution layers, and one proprietary layer that no one else has.

Two names people mix up. Compass is the whole framework, the five layers together, the map and the direction. Radar is the fifth of those layers, the live competitive panel that reads the field every month. (And Wise GeoWave is the quarterly audit that checks the model.)

CHART01ANCHOR02CRAFT03FLEET04RADAR05COMPASSGEO, end to end FOUR PROVEN LAYERS + ONE PROPRIETARY01 CHARTPrompt-Space Research02 ANCHOREntity & Trust03 CRAFTCitation Engineering04 FLEETEcosystem & PR05 RADARCompetitive Observability · proprietary
Chart the prompt space, Anchor the entity, Craft citable content, Fleet the ecosystem, and Radar the competition. The first four are proven execution. The fifth, Radar, is the proprietary layer, and it is where the difference is made.
01
Chart

Prompt-Space Research

A map of the prompts your buyers really ask: topics by persona by funnel by market.

02
Anchor

Entity & Trust

A corroborated entity: Wikidata, schema, reviews, and pages an AI crawler can actually read.

03
Craft

Citation Engineering

Citable content: data, quotes and answer-first chunks the models want to quote.

04
Fleet

Ecosystem & PR

Mentions where the AI drinks: Reddit, YouTube, media and listicles.

Proprietary
05
Radar

Competitive Observability

The panel no one else has: weighted matrix, international benchmark and proactive insights.

Layers 01–04 · the execution

The execution, proven.

Every execution layer rests on published evidence, not on opinion.

01 · Chart · Prompt-Space Research

Prompts derived from real behaviour, not invented. 100 to 250 prompts per brand-market, in a matrix frozen between refreshes so trends are reliable.Evidence · the leading tools base measurement on real queries and conversations

02 · Anchor · Entity & Trust

A corroborated identity in knowledge graphs, presence on review sites, and server-side rendering, because most AI crawlers do not run JavaScript.Evidence · entity in Wikidata plus platforms: up to about 2.8x citation; reviews up to about 3x

03 · Craft · Citation Engineering

Statistics, expert quotes and cited sources; the answer in the first 30% of the page; one question per heading; full query fan-out coverage.Evidence · Princeton +30–40%; 44% of citations come from the top of the page; headings 41% vs 29%

04 · Fleet · Ecosystem & Digital PR

Brand mentions on Reddit, YouTube, media and listicles, the places each engine goes to drink, with digital PR aimed at the sources the models already cite.Evidence · web mentions 0.66 and YouTube 0.74 correlation; Reddit the #1 cited source

The proprietary layer · Wise AI Radar

The 5th layer: the competitive observability panel.

Now it gets proprietary. This is the fifth layer of the Compass, not a separate product: Wise AI Radar reads the best data platforms in the market, orchestrates them with agentic AI, and turns them into a monthly competitive picture. It measures your brand's AI mentions against a competitive set, weighted by real relevance, and shows where each rival wins, topic by topic.

YOUWEIGHTED AI SHARE OF VOICE31your brand · this monthWeighted SoVTier 1 · direct ×4Tier 2 · ×2Tier 3 · ×1 WEIGHTED AI SHARE OF VOICEYOU31your brand, this monthTier 1 direct x4Tier 2 x2Tier 3 x1
Every month the sweep re-reads the set: Tier 1 direct competitors count times four, Tier 2 challengers times two, Tier 3 international references times one. The index sums to 100 across the set, is monotonic, and is not manipulable. Competitors, tiers and weights are frozen before the first run.
Your brand Tier 1 · direct (x4) Tier 2 & 3 · challengers & references

Weighted AI Share of Voice

A single, honest index

Your mentions against the set, weighted by tier, per engine (ChatGPT, Gemini, Perplexity, AI Overviews) and per dimension: mentions, citations, sentiment, position. Collected weekly, indexed monthly, with history.

Pre-registered, per Project Case

One case, one ruler

Each case fixes its competitive set, prompt-set, markets and benchmark basket before the first run, and freezes them. Changing competitors mid-way needs a declared re-baseline. No case is paused for a convenient result; everything is reported.

Your market, at global scale

International category benchmark

The same prompt-set runs in reference markets and returns your gap versus the sector median, as a stable gap and z-score, not a jumpy percentile. A fixed basket of brands each month keeps the ruler steady.

Where you win, topic by topic

GEO Observatory

A live board of who dominates each topic and funnel stage, the sources citing each competitor, and month-on-month moves, so a gap comes with the exact reason and the plan to close it.

Wise AI Radar · rigour

Signal, not noise. We measure like a study, not a screenshot.

LLMs are non-deterministic: two identical measurements share only 33 to 48 percent of the brands. So the Radar does not read a screenshot, it runs a method, and only real movement raises an alert.

1MEASURE2VALIDATE3ALERT4ACTMONTHLYcycle THE MONTHLY CYCLE1MEASUREfixed multi-run sampling2VALIDATEbootstrap + effective N3ALERTonly outside the noise band4ACTplaybook in layers 01-04
Measure with fixed multi-run sampling per engine and market. Validate with prompt-level bootstrap and an effective sample size, because repeated runs are not independent. Alert only outside the noise band, with the cause. Act through a playbook in layers 01 to 04. The history makes the model more precise every month.
Priorities by marginal gain

Screen, then prove

Correlation screens which topics seem to convert effort into visibility; hypotheses are then ranked by expected marginal gain over cost, and confirmed with a pre-registered holdout before we scale. A three-day winner is noise in a hurry.

From index to revenue

The business layer

The Radar does not stop at share of voice. GA4 tracking of AI referrers links each point of the index to sessions, conversion and attributed revenue, so a point of SoV has a value in your category.

One real alert

Cause, then action

"Your SoV in comparisons dropped beyond the noise band. Cause: a competitor gained citations from source Y. Action: Fleet, digital PR into those articles." Signal, cause, plan.

The business layer

From the index to revenue.

AI share of voice leads to referrals, referrals to conversion, conversion to revenue. And the value of AI traffic is not a promise, it is showing up in the analytics.

+1,324%

growth in AI traffic to retail sites, Oct 2024 to May 2026.

Adobe Analytics
+42%

conversion of AI traffic versus non-AI, up from −38% a year earlier.

Adobe, Mar 2026
+53%

revenue per visit from AI traffic.

Adobe Analytics, May 2026
4.4×

conversion value of an AI visitor versus organic.

Semrush

How we measure it: GA4 tracking of AI referrers (ChatGPT, Perplexity, Gemini, Copilot) tied to the index, so the monthly report shows what one point of share of voice is worth in sessions and revenue, in your category.

How Wise Pirates works

A great service, plus proprietary technology that makes the difference.

Our proposition is a service and a proprietary technology product working as one. In the service you get the best of our people, our installed experience and the leading best-practice frameworks. And where a field is new and moving fast, we bring proprietary frameworks of our own, like this one, that competitors simply do not have.

The service

People, experience, best practice

A senior team that has run Google, media and data programs for 300+ brands, applying the leading international best practices. This is the ground the work stands on, and it is already strong.

The proprietary edge

Frameworks that win emerging areas

In emerging areas, best practice is not enough, because everyone has it. Wise GEO Compass is a proprietary framework we built to win GEO specifically, with a competitive layer no tool offers. It is the edge that separates us.

The product

Observability + an audit that validates

Wise AI Radar is a live product on top of the best data platforms, and Wise GeoWave is our proprietary audit that validates the model every quarter. Service, framework and product, one system.

The effect: the service improves the index, the Radar proves the value, and the accumulated category history and the quarterly GeoWave audit make the method impossible to copy. The tools change; the framework, the data history and our own audit stay.

Why it is unique

What no one else does, and we do.

We audited the AI-visibility market in July 2026. Everyone tracks mentions and share of voice. Four capabilities are still unclaimed, and they are ours.

CapabilityStandard toolsEnterprise toolsWise AI Radar
Mention tracking & share of voiceYesYesYes
Sentiment, citations & sourcesYesYes
Weighted competitor tiersYes
International category benchmarkYes
Insights with statistical rigour (bootstrap, effective N)Yes
Integrated execution: services + framework + GeoWave auditsYes

Standard tools such as Otterly, Peec or SE Ranking, and enterprise tools such as Profound or Brandlight, stop at the first two rows. The last four are the whitespace, and the Compass owns it.

"The tools measure. We read the category, prove the value, and act, as one system."
Always evolving · operating rhythm

A stable rhythm, and a framework that keeps learning.

The methodology is versioned and improves every quarter, because AI search moves fast, and because trends only exist when the measurement does not. The history compounds: the longer it runs, the sharper it reads.

Weekly

Runs across every engine

The prompt-set runs on all engines, averaged over multiple passes.

Monthly

The competitive report

Matrix, Benchmark and Observatory, with insights and the plan.

Quarterly

GeoWave audit + refresh

An independent check and a versioned refresh of the prompt-set.

60–90 days

First moves

The first measurable shifts in share of voice.

6–12 months

Structural change

Real change in category position, not a spike.

The commitment: prompts fixed between refreshes, sampling defined up front, and a versioned history. Most measurement failures in the market are definition drift, not model drift, and the Compass is built against exactly that. It is never finished, and that is the point of an emerging field.

How we deliver

Three ways to work, one owner of the path.

Tech-agnostic and without lock-in. We fit the model to your organization, and in every model the project management of the framework stays with us.

Strategic adviser

Strategy & QA

We set the strategy, the priorities and the framework standards. Your team or your partners execute, with our guidance and quality assurance.

Sidecar partner

Holistic partnership

We set strategy, coordinate the actions, measure, and implement part. The rest is executed internally or by third parties, under our coordination.

Implementer

End-to-end execution

Our team runs the layers end to end, content, entity, ecosystem, PR and measurement, integrated with your teams.

In every model, one team owns the path, so there is a single point of accountability regardless of who implements each action.

Own the answer

Tell us your category and your rivals. We will map where you stand in AI.

a read of your AI share of voice your competitive set, weighted the first gaps and the plan
Book a GEO Compass assessment →
FAQ

Wise GEO Compass, answered.

What is Wise GEO Compass?
It is Wise Pirates' proprietary framework for GEO, Generative Engine Optimization, winning visibility inside AI answers on ChatGPT, Gemini, Perplexity and Google AI Overviews. It is five layers: four proven execution layers (Prompt-Space Research, Entity and Trust, Citation Engineering, Ecosystem and PR) plus a fifth proprietary layer, Wise AI Radar, a competitive observability panel that no standard or enterprise tool offers.
How is GEO different from SEO?
SEO optimizes to be the link and is measured by click-through. GEO optimizes to be the answer and is measured by reference rate, how often the AI mentions and cites your brand. The signals differ too: across 75,000 brands, brand mentions on the web and on YouTube correlate with AI visibility far more strongly than backlinks or page count, and Reddit is the single most-cited source by the models. GEO is distributed reputation plus citable content, not classic SEO.
What makes Wise GEO Compass unique?
The fifth layer. Standard and enterprise tools track mentions and share of voice, but a July 2026 audit found four capabilities still unclaimed: weighted competitor tiers, an international category benchmark, insights with real statistical rigour (bootstrap and effective sample size), and integrated execution, services plus framework plus our own GeoWave audits. Wise AI Radar delivers all four. The tools change; the framework, the accumulated category history and the quarterly GeoWave check make the model hard to copy.
What is the Weighted AI Share of Voice index?
A monthly index of your brand's AI mentions measured against a defined competitive set, weighted by real relevance: Tier 1 direct competitors count times four, Tier 2 challengers times two, Tier 3 international references times one. It sums to 100 across the set, is monotonic and is not manipulable. Competitors, tiers and weights are pre-registered and frozen per Project Case before the first run, like a clinical study, so the competitive reading cannot be gamed.
How do you make the measurement trustworthy when LLMs are non-deterministic?
We measure like a study, not a screenshot. Two identical measurements of an LLM share only 33 to 48 percent of the brands, so we use fixed multi-run sampling per engine and market, defined up front; we validate with prompt-level bootstrap and an effective sample size, because repeated runs are not independent observations; and only variations outside the noise band raise an alert, with the cause identified. Prompts are frozen between versioned refreshes, because most measurement failures are definition drift, not model drift.
What is Wise GeoWave?
Wise GeoWave is our proprietary GEO audit product. It enters the model quarterly as an independent check, validating the prompt-set, the competitive matrix and the priorities the framework is working on. Framework, live observability and a periodic independent audit is what turns a tool into a system.
How long until we see results?
First measurable moves in share of voice typically appear in 60 to 90 days, and structural changes in category position over 6 to 12 months. The operating rhythm is weekly runs across every engine, a monthly competitive report with insights, and a quarterly GeoWave audit with a versioned prompt refresh.
Do we have to let Wise Pirates execute everything?
No. Wise GEO Compass is tech-agnostic and without lock-in, with three delivery models: Strategic Adviser (we set strategy, standards and QA, your team or partners execute), Sidecar Partner (we coordinate and implement part, the rest is done internally under our coordination), and Implementer (our team runs the layers end to end). In every model the project management of the framework stays with Wise Pirates, one owner of the path.
Wise GEO Compass

The next chapter of search is the answer.own the answer.

Wise GEO Compass, the complete framework. Wise AI Radar, the competitive observability panel. Wise GeoWave, the audit that validates the model. One system, built for the age of AI search.

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