The Mentionova blog

Field notes on getting cited by AI.

How answer engines pick sources, where brands lose the answer, and exactly what to publish to win it back. Numbers-forward, every claim sourced.

Playbooks & guides

How to get cited.

ResearchFeatured

How AI engines cite sources

What makes ChatGPT, Perplexity, Claude, Gemini and Google AI choose one source over another, the citation signals that matter most.

8 min read
PlaybookLive

How to rank on ChatGPT

ChatGPT names only a handful of brands per answer. The step-by-step playbook for being one of them, what the model reads, the seven moves that earn a citation, and how to keep it.

7 min read
PlaybookLive

Perplexity SEO

Perplexity footnotes every answer with its sources. How those citations are won, what it reads, the seven moves that earn a mention, and how it differs from Google SEO.

7 min read
PlaybookLive

AI brand monitoring

Your brand is described to buyers inside answers you never see, and the script changes weekly. What to track across six engines, and how to pick a tool.

7 min read
GuideLive

Answer engine optimization

The complete guide to AEO, what it is, how it differs from SEO and GEO, how answer engines pick sources, and the framework to get cited across every engine.

9 min read
GuideLive

ChatGPT SEO

What ChatGPT SEO actually is, whether your existing SEO helps, how it differs from Google, and how to optimize and measure your presence in ChatGPT's answers.

6 min read
GuideLive

LLM SEO

How to optimize for large language models, what ChatGPT, Claude and Gemini read, how each one sources its answers, and how to measure your LLM visibility.

7 min read
ToolsLive

The best AI SEO tools

The leading AI visibility tools in 2026, compared, what each tracks, who each is best for, and how to choose one to monitor your brand across the engines.

8 min read
Data & statistics

The numbers, sourced.

DataLive

30 AI search statistics

How buyers find brands in 2026, in thirty cited numbers, ChatGPT's 800M+ weekly users, the zero-click majority, and the 1,200% surge in AI referral traffic.

9 min · 2 charts
DataLive

28 GEO statistics

What actually gets content cited by AI, measured, the Princeton study's per-method lifts, answer capsules, page length, and the off-page signals that predict citation.

10 min · 2 charts
DataLive

26 AI citation statistics

Which sources ChatGPT, Perplexity and Google AI actually cite, Reddit's share, how little the engines overlap, and how fast the citations change.

9 min · 2 charts
DataLive

30 ChatGPT statistics

The numbers behind the engine that reshaped search, 900M weekly users, $10B revenue, who uses it and for what, and how much traffic it sends back to the web.

9 min · 2 charts
ResearchLive

25 Perplexity AI statistics

User growth, query volume, revenue, engagement, and market position from third-party analytics, CEO statements, and independent research.

15 min read
ResearchLive

25 LLM citation statistics

Hallucination rates, accuracy benchmarks, model comparisons, and verification methods from peer-reviewed studies and large-scale audits.

17 min read
ResearchLive

17 X (Twitter) AI mention statistics

AI content volume, discovery funnels, sentiment dynamics, and how X activity feeds directly into AI-generated answers.

13 min read
ResearchLive

25 AI visibility and share of voice statistics

Measurement frameworks, competitive benchmarks, citation frequency standards, and content performance metrics for AI visibility.

16 min read
ResearchLive

25 AI search statistics that define the market

Market size, user adoption, enterprise deployment, competitive dynamics, and geographic spread across AI search platforms.

16 min read
ResearchLive

23 AI search statistics in 2026

Adoption rates, zero-click impact, user behavior shifts, enterprise investment, and what the data means for marketing strategy. Every statistic sourced.

12 min read
ResearchLive

25 GEO statistics in 2026

How content gets cited by AI, measured. Adoption growth, Princeton study tactics, search visibility shifts, and ROI benchmarks across 25 sourced data points.

14 min read
ResearchLive

20 AEO statistics in 2026

Every stat sourced. Adoption rates, content performance, source diversity, technical implementation, and what the data means for citation strategy.

14 min read
ResearchLive

25 AI Overviews statistics in 2026

Scale, query prevalence, click impact, citation advantage, and what the data means for search strategy. Every statistic sourced from tracked studies.

16 min read
ResearchLive

25 AI vs traditional search statistics

Accuracy, engagement, speed, cost, satisfaction, adoption, and query behavior compared across 25 sourced data points from Pew, Seer Interactive, McKinsey, and more.

16 min read
ResearchLive

12 AI Overviews CTR statistics

Position-one click decline, informational query exposure, branded vs non-branded impact, and what the data means for organic traffic strategy.

14 min read
ResearchLive

25 AI search adoption statistics

Market volume, user behavior, enterprise implementation, search engine share, ROI benchmarks, and strategic implications across 25 sourced data points.

18 min read
ResearchLive

25 zero-click search statistics

Global click rates, AI Overview impact, mobile vs desktop, industry benchmarks, and SEO strategy implications across 25 sourced data points.

20 min read
ResearchLive

25 AI for product research statistics

Adoption rates, time savings, use cases, and team impact data across 25 sourced statistics on AI in product research workflows.

18 min read
Reddit reviews

What users actually say.

Reddit ReviewsLive

AirOps reviews on Reddit

What Reddit users actually say about AirOps for AI visibility, content production, and pricing. Real threads, verified claims, and what the reviews miss.

14 min read
Reddit ReviewsLive

Profound reviews on Reddit

What reviewers actually say about Profound for AI visibility tracking, pricing, agency support, and reliability. Real sources and what the reviews miss.

15 min read
Reddit ReviewsLive

Peec.ai reviews on Reddit

What Reddit users actually say about Peec.ai for AI visibility monitoring, pricing, and actionable insights. Real threads and what the reviews miss.

15 min read
Reddit ReviewsLive

Scrunch AI reviews on Reddit

What Reddit users actually say about Scrunch AI for AI visibility, pricing, and content workflows. Real threads, verified claims, and what the reviews miss.

16 min read
Tools & resources

Put it to work.

ComparisonLive

8 best AI visibility tools for law firms

8 AI visibility tools for legal and law firms compared on engine coverage, legal buyer prompts, UK compliance options, and content production.

16 min read
ComparisonLive

Best AI visibility tools for cybersecurity

8 AI visibility tools for cybersecurity companies compared on engine coverage, domain-specific prompts, Reddit citation intelligence, and pricing.

16 min read
ComparisonLive

8 best AI visibility tools for financial services

8 AI visibility tools for financial services compared on engine coverage, compliance auditability, fact-check monitoring, and content production.

17 min read
ComparisonLive

8 best AI visibility tools for travel brands

8 AI visibility tools for travel brands compared on engine coverage, travel-specific prompts, Reddit citation intelligence, and multi-property support.

16 min read
ComparisonLive

8 best AI visibility tools for B2B SaaS

8 AI visibility tools for B2B SaaS compared on engine coverage, refresh cadence, content production, and pricing across six AI engines.

16 min read
ComparisonLive

8 best AI visibility tools for ecommerce brands

8 AI visibility tools for ecommerce compared on engine coverage, Reddit citation tracking, content production, and pricing.

16 min read
ComparisonLive

8 best AI visibility tools for marketing agencies

8 AI visibility tools for agencies compared on white-label reporting, multi-client workspaces, engine coverage, and retainer pricing.

17 min read
ComparisonLive

8 best AI visibility tools for fintech

8 AI visibility tools for fintech compared on engine coverage, refresh cadence, compliance alignment, and pricing across six AI engines.

17 min read
ComparisonLive

8 best AI visibility tools for healthcare

8 AI visibility tools for healthcare compared on engine coverage, HIPAA alignment, brand monitoring, and AI governance for health systems.

17 min read
ComparisonLive

8 best AI visibility tools for DTC brands

8 AI visibility tools for DTC brands compared on engine coverage, Reddit citation tracking, content workflows, and pricing.

16 min read
ComparisonLive

8 best generative AI brand monitoring tools for agencies

8 AI brand monitoring tools compared on engine coverage, content production, Reddit tracking, and agency pricing across six AI engines.

15 min read
ComparisonLive

Profound alternatives in 2026

9 AI visibility platforms compared on engine coverage, pricing, content production, and Reddit tracking. From $29/mo to enterprise.

15 min read
ComparisonLive

Peec.ai alternatives in 2026

11 AI visibility platforms compared on engine coverage, pricing, content generation, and tracking depth. From $29/mo to enterprise.

18 min read
ComparisonLive

Otterly.ai alternatives in 2026

10 AI visibility platforms compared on engine coverage, pricing, content production, and Reddit tracking. From $20/mo to enterprise.

18 min read
ComparisonLive

AirOps alternatives in 2026

10 AI visibility platforms compared on engine coverage, pricing, workflow automation, and content production. From $20/mo to enterprise.

17 min read
ComparisonLive

Scrunch AI alternatives in 2026

10 AI visibility platforms compared on engine coverage, pricing, content generation, and citation tracking. From $20/mo to enterprise.

18 min read
ComparisonLive

Athena alternatives in 2026

11 AI visibility platforms compared on engine coverage, pricing, content workflows, and Reddit tracking. From $20/mo to enterprise.

19 min read
ComparisonLive

Knowatoa alternatives in 2026

10 AI visibility platforms compared on engine coverage, pricing, content production, and Reddit engagement. From $20/mo to enterprise.

18 min read
ComparisonLive

Goodie AI alternatives in 2026

9 AI visibility platforms compared on engine coverage, pricing, content workflows, Reddit tracking, and agency reporting. From $29/mo to enterprise.

17 min read
ComparisonLive

Bluefish AI alternatives in 2026

10 AI visibility platforms compared on engine coverage, pricing, content production, and Reddit tracking. From $25/mo to enterprise.

18 min read
ComparisonLive

Rankscale alternatives in 2026

10 AI visibility platforms compared on engine coverage, pricing, content production, and tracking depth. From $29/mo to enterprise.

17 min read
ComparisonLive

Trakkr alternatives in 2026

9 AI visibility platforms compared on engine coverage, content workflows, Reddit engagement, and pricing. From $29/mo to enterprise.

18 min read
ComparisonLive

Brandlight alternatives in 2026

10 AI visibility tools compared on engine coverage, content production, Reddit tracking, and pricing. From $20/mo to enterprise.

20 min read
ComparisonLive

Evertune alternatives in 2026

11 AI visibility platforms compared on self-serve pricing, content workflows, and Reddit tracking. From $24/mo to $3,000+.

22 min read
ComparisonLive

Best AI visibility tools in 2026

8 AI visibility platforms compared on engine coverage, content workflows, Reddit tracking, and pricing. From $29/mo to enterprise.

18 min read
ComparisonLive

8 best AEO tools in 2026

The best answer engine optimization tools ranked and reviewed. Compare engine coverage, content workflows, Reddit intelligence, and pricing.

16 min read
ComparisonLive

Best platforms to track AI visibility

7 platforms compared for tracking brand visibility across AI answer engines. Engine coverage, content workflows, Reddit tracking, and pricing.

20 min read
ComparisonLive

8 best AI visibility monitoring platforms

Compare 8 AI answer engine visibility monitoring platforms for B2B SaaS brands in 2026. Engine coverage, features, and pricing compared.

18 min read
ResearchLive

Loom's SEO and GEO strategy breakdown

How Loom built $1.53M in monthly traffic value through category-first SEO, viral distribution, and full-funnel keyword architecture.

22 min read
ResearchLive

Stripe's SEO and GEO strategy breakdown

How Stripe built organic dominance through intent-based architecture, one-market localization, and citable content. A replicable playbook for B2B fintech.

28 min read
ResearchLive

Notion's SEO and GEO strategy breakdown

How Notion built organic dominance through product-led SEO, engineering-backed localization, and community content. Playbook for SaaS teams.

28 min read
ResearchLive

Airtable's SEO and GEO strategy breakdown

How Airtable built 495K monthly organic visitors through programmatic SEO, template-driven acquisition, and land-and-expand growth.

25 min read
ResearchLive

Zapier's SEO and GEO strategy breakdown

How Zapier built 6M+ monthly organic visits through programmatic SEO, three-tier page architecture, and partner-powered content.

28 min read
ResearchLive

Canva's SEO and GEO strategy breakdown

How Canva built 270M monthly organic visits through programmatic SEO, template pages, and product-led content. Playbook for SaaS teams.

28 min read
ResearchLive

Slack's SEO and GEO strategy breakdown

How Slack built $10.53M in monthly traffic value through product-led content architecture, integration page SEO, and developer documentation.

30 min read
ResearchLive

Figma's AEO and GEO strategy breakdown

How Figma built 9.9M monthly organic visits through community-led content, templates, and UGC publishing at scale.

28 min read
ResearchLive

Grammarly's AEO and GEO strategy breakdown

How Grammarly built 27M monthly organic visits through pain-point SEO, grammar guides, and free tools that capture non-branded queries at scale.

23 min read
ResearchLive

Salesforce's SEO and GEO strategy breakdown

How Salesforce built 4.5M+ monthly organic visits through Trailhead, AppExchange, developer docs, and original research. GEO playbook for SaaS teams.

28 min read
TeardownLive

Brex's organic growth strategy: SEO, GEO & AEO

A data-led teardown: 28,726 keywords, 291K visits/mo, share of voice vs rivals, and where AI engines cite Brex.

8 min read
TeardownLive

Bill.com's organic growth strategy: SEO, GEO & AEO

A data-led teardown: 67,963 keywords, 1.8M visits/mo, share of voice vs rivals, and where AI engines cite Bill.com.

8 min read
TeardownLive

Navan's organic growth strategy: SEO, GEO & AEO

A data-led teardown: 14,453 keywords, 187K visits/mo, share of voice vs rivals, and where AI engines cite Navan.

8 min read
TeardownLive

Expensify's organic growth strategy: SEO, GEO & AEO

A data-led teardown: 10,409 keywords, 76K visits/mo, share of voice vs rivals, and where AI engines cite Expensify.

8 min read
TeardownLive

Ramp's organic growth strategy: SEO, GEO & AEO

A data-led teardown: 67,109 keywords, 828K visits/mo, and the exact page-two gap where AI stops citing Ramp. Real DataForSEO numbers.

7 min read
ResearchLive

Ramp's AEO and GEO strategy breakdown

How Ramp built dual SEO and AI visibility through bottom-funnel content, utility tools, and finance explainers. AEO and GEO playbook for SaaS teams.

24 min read
ResearchLive

Shopify's SEO and GEO strategy breakdown

How Shopify built organic dominance through three-click hierarchy, hub-and-spoke clusters, and structured data. SEO and GEO playbook for SaaS teams.

28 min read
ResearchLive

25 AI recommendation statistics

25 sourced statistics on AI recommendation adoption, consumer trust, mention rates, and revenue impact of AI-generated brand recommendations.

16 min read
ResearchLive

23 AI brand discovery statistics

23 sourced statistics on AI search adoption, consumer shopping behavior, visibility signals, and personalization impact on brand discovery.

15 min read
ResearchLive

25 organic traffic decline statistics

25 sourced statistics on organic traffic decline from AI search in 2026. Click-through rates, zero-click data, and recovery strategies.

18 min read
ResearchLive

25 AI answer sources statistics

25 sourced statistics on AI answer accuracy, citations, source selection, and trust in 2026. Which sources AI engines cite and why.

18 min read
StrategyLive

AI visibility vs traditional SEO

Rank tracking told the old story. Here's the new unit of victory, and why the playbook is different.

6 min read
PipelineLive

The real cost of being un-cited

Put a number on the pipeline you lose every time the AI names a competitor instead of you.

Interactive
ChannelsLive

Why Reddit shapes your AI answer

The source the models trust most, and how genuinely useful replies become cited sources.

Interactive
AssessmentLive

Are you AI-search ready?

Sixteen statements across discoverability, authority, narrative and measurement. Get your tier.

Scorecard
ForecastLive

How fast is your category shifting?

Project how quickly research moves into AI answers, and how much pipeline is exposed.

Interactive
ResearchLive

Answer engine optimization (AEO)

The definitive guide to optimizing your content for AI answer engines, from schema to source authority.

8 min read
The dispatch

One answer-engine insight, weekly.

What changed in how the models cite, and what to publish about it. No fluff, unsubscribe anytime.

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FAQ

Questions, answered.

What is generative engine optimization (GEO)?+
GEO is the practice of making your content more likely to be surfaced and cited inside AI-generated answers. Where SEO optimizes for ranking in search results, GEO optimizes for being the source an AI engine quotes when it answers a question.
How do I get my brand cited by AI?+
Be genuinely citable: publish clear, well-structured pages with statistics, direct quotations, and linked sources on the exact questions buyers ask, and earn mentions on the community sources models trust. Mentionova shows which pages and prompts to prioritize first.
Which sources do AI engines trust most?+
It varies by engine, but community and review sources, Reddit chief among them, punch far above their weight, while many traditional outlets barely register. Our research breaks the citation share down engine by engine.
How often does AI search change?+
Constantly. Engines ship model updates and reweight their sources frequently, which is why one-off checks go stale fast and continuous tracking matters.