AI Recommendation Intelligence

Being mentioned by AI is not the same as being recommended.

Dashboards track mentions. AI reports summarize them. Recobility gives you a human analyst's diagnosis of where and why you're losing recommendation share and how to fix it.

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Built for marketing teams, founders, and agencies navigating AI-driven discovery.

AI systems are reshaping brand discovery.

Consumers and buyers are increasingly using tools like ChatGPT, Google AI Overview and Google AI Mode to research categories, compare options, and decide which brands to trust.

The Problem

  1. AI may mention you without recommending you

    Your brand can appear in AI-generated answers while competitors receive stronger recommendation language, better positioning, or higher placement.

  2. Competitors may own stronger narratives

    AI systems often recommend brands they can clearly explain, compare, and justify. If competitors have stronger signals around trust, category leadership, use cases, or authority, they may be easier to recommend.

  3. Your website may not be built for AI interpretation

    Traditional SEO content is not always enough. AI systems need clear category language, comparison signals, use-case coverage, third-party validation, and consistent brand narratives.

One score. Two things it actually measures.

Most tools count mentions. Recobility measures your AI Recommendation Authority — whether AI is recommending you now, and whether your brand is built to keep earning that recommendation.

AI Visibility Tools Recobility
Track mentionsAnalyze recommendation confidence
Show prompt rankingsExplain buyer-intent recommendation patterns
Monitor AI answersDiagnose when and why competitors are preferred
Surface citationsIdentify structural evidence gaps reducing recommendation confidence
Provide dashboardsDeliver executive intelligence reports and action plans
Suggest generic content tasksPrioritize strategic fixes across content, positioning, and authority
Subscription modelsPay per report and for the implementation

Visibility answers: "Did we appear?"

Recobility answers: "Are we recommended — and why or why not?"

From a free score to a managed result.

Every engagement starts the same way — with real data about where you stand today.

  1. 01 — Free AI Recommendation Snapshot

    Your AI Recommendation Authority score, how AI currently categorizes your brand, and your single biggest blind spot.

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  2. 02 — Advanced Intelligence Report

    Full competitive diagnosis, gap analysis against named competitors, and a prioritized 90-day roadmap.

    Unlock Advanced Report
  3. 03 — Implementation Support

    Turn the report into action. We execute the roadmap for you — content architecture, entity signals, comparative and community presence.

    Discuss Implementation
  4. 04 — Weekly or Monthly Monitoring

    Recurring re-audits track how your score moves as AI systems re-index your brand and the market shifts.

    Explore Monitoring

Recobility measures the signals that influence AI recommendation confidence.

AI Recommendation Authority (ARA)

Your overall AI recommendation position today and your structural readiness to sustain the position.

  • Recommendation Strength
  • Structural Readiness
  • Competitive position

Recommendation Strength

How often and how confidently AI systems recommend your brand today across ChatGPT, Google AI Overview and Google AI Mode.

  • Recommendation frequency
  • Recommendation confidence
  • Recommendation position

Structural Readiness

How well your brand's digital presence supports sustained AI recommendations. Measured based on website content, news, blogs, articles, Reddit and Wikipedia presence.

  • Semantic clarity
  • Entity strength
  • Narrative consistency
  • Use-case coverage
  • Comparative ecosystem
  • Conversational authority

Your AI Recommendation Snapshot.

Five things, in just a few minutes — no credit card, no call required.

  1. Your ARA score

    Recommendation strength and structural readiness, scored separately and combined.

  2. How AI sees your brand

    The category, positioning, and trust signals AI systems currently associate with you.

  3. Your biggest blind spot

    The single most damaging gap — named, scored, and tied to a competitor who's winning on it.

  4. Your top competitive threat

    Who's pulling ahead of you in AI recommendation contexts right now, and by how much.

  5. What it means for you

    A plain-language read on the business stakes — no jargon, no methodology walkthrough.

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Built for teams that care about how AI shapes brand discovery.

  • Marketing Leaders

    Understand whether AI systems are helping or hurting your brand's discovery and consideration.

  • Founders

    See how AI systems position your company against larger or better-known competitors.

  • Agencies

    Use Recobility reports to open new strategy conversations with clients and identify content, positioning, and authority opportunities.

  • Growth Teams

    Find the recommendation contexts where your brand is weak, absent, or being outperformed.

Start with a snapshot. Go deeper when you're ready.

Free Snapshot

Best for: Understanding your current AI recommendation position at a high level.

  • High-level scorecard
  • Competitor benchmark
  • Key warning signals
  • AI perception snapshot
  • Preview of recommendation gaps

Price: Free

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Advanced Intelligence Report

Best for: Understanding why AI systems recommend you or your competitors.

  • Full recommendation analysis
  • Competitor comparison
  • Missed prompt analysis
  • Brand perception diagnosis
  • Structural readiness breakdown
  • Strategic recommendations
  • 90-day roadmap

Price: $199 one-time

Unlock Full Report

Implementation Support

Best for: Teams that want help turning the report into action.

  • Strategic prioritization
  • Content briefs
  • Positioning recommendations
  • Comparison page strategy
  • FAQ and use-case improvements
  • Authority-building roadmap
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Monitoring

Best for: Teams that want to track AI recommendation movement over time.

  • Monthly updates
  • Competitor movement
  • Recommendation strength changes
  • New prompt gaps
  • Progress tracking
  • Ongoing recommendations
Explore Monitoring

AI systems are becoming part of the buyer journey.

Search behavior is changing. Buyers are no longer only browsing search results, review sites, and brand pages. They are asking AI systems for recommendations, comparisons, alternatives, and shortlists.

That means brands need to understand not only whether they rank, but whether they are trusted and recommended by AI.

SEO helped brands get discovered by search engines. Recobility helps brands understand how they are recommended by AI systems.

FAQs

Which AI engines do you measure?
We currently measure ChatGPT, Google AI Overview and Google AI Mode — the three AI surfaces where buyer research and brand recommendations are happening at scale today.
Can't I just ask ChatGPT myself?
Yes — and that can be a useful first signal. But one AI response is not a structured recommendation audit. Recobility tests multiple buyer-intent prompts, compares your brand against competitors, analyzes recommendation patterns, evaluates supporting digital signals, and turns the findings into a clear action plan. ChatGPT can show you one answer. Recobility shows you the pattern.
Is this SEO?
Not exactly. SEO helps search engines find and rank your content. Recobility focuses on whether AI systems can confidently understand, compare, and recommend your brand. SEO can influence AI recommendations, but AI recommendation intelligence is broader than keyword rankings.
What does the Free Snapshot include?
The Free Snapshot gives you a high-level view of your AI recommendation position, including your overall recommendation score, competitor benchmark, and key warning signals. It is designed to show the opportunity, not replace the full analysis.
What does the Advanced Report include?
The Advanced Report provides the full diagnosis: where AI systems recommend your brand, where competitors outperform you, what signals are driving the gap, and what actions should be prioritized.
Who is Recobility best for?
Recobility is best for brands, founders, marketing teams, and agencies that want to understand how AI systems perceive and recommend companies in their category.
How often should we monitor this?
For fast-moving categories, monthly monitoring is usually enough. For highly competitive categories or active implementation work, weekly monitoring can help track whether changes are improving recommendation confidence.

Find out whether AI systems are recommending your brand or your competitors.

Start with a free AI Recommendation Snapshot. Then unlock the deeper intelligence behind your AI recommendation position.

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