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Research

AEO Tools. Answer Engine Optimization

Overview

Over the past several months, the usage of LLMs has dramatically increased. ChatGPT answers did not have clickable links. Now, ChatGPT has prominently displayed clickable links, maps, and other traditional search elements. This has caused referral traffic from ChatGPT to dramatically increase over the past three months.

For all these reasons, interest in Answer Engine Optimization (AEO) has exploded, and we believe this will hold and dramatically increase over the next few years. As a result, over 50 companies building AEO tools have emerged.

Features & Pricing

The main feature shared among all AEO tools is tracking of AI answers. Many are also starting to build optimization tools, brand analysis, and measuring citations, but tools are early in building optimization and functionality beyond AI tracking.

Recommendations

We are now asked multiple times a day about which AEO tools are best. These are our recommendations.

  • The main useful feature shared among all tools is AI tracking. While everyone is building optimization tools and other features, this has not been figured out yet.
  • For more information on AEO, you can reference our Guide To AEO.
  • Recommendation: Focus primarily on AI tracking and use the least expensive tool that completes the job you need. As these tools evolve, watch which do more than tracking and consider whether the functionality is useful enough to switch and pay extra.

Are you an AEO tool company?

If you're creating an AEO Tool, we would like to include you in the list. Please submit your information here and we'll add you.

AEO Fundraising

According to research, the quality of a product is directionally proportional to the amount of venture capital the company has raised (half kidding). To this end, we are maintaining a list of AEO tool companies who have raised venture capital.

AEO Fundraising

CompanyAmount RaisedSeriesLead InvestorFounder
Airops$60MSeries BGreylockAlex Halliday
Profound$59MSeries BSequoia CapitalJames Cadwallader
Peec$29MSeries ASingularMarius Meiners
Bluefish AI$20MSeries ANew Enterprise AssociatesAlex Sherman
Scrunch AI$19MSerie ADecibelChris Andrew
Evertune$19MSeedFelicis VenturesPoul Costinsky
Brandlight AI$5.8MSeedG20 Ventures, Cardumen CapitalImri Marcus
AthenaHQ$2.7MSeedFunders ClubAndrew Yan
Azoma$2.6M-MaRS IAFMax Sinclair
Gauge$2.37MSeedY CombinatorCaelean Barnes & Evan Doyle
Meridian$2MPre-SeedTopology.vcAlex Dees & Zack Xuereb
Gumshoe$2MPre-SeedPioneer Square LabsTodd Sawicki
Hall$2MPre-SeedBlackbird VenturesKai Forsyth
DemandSphere$1.7MSeed500 Global, Y Combinator, Hinge CapitalRay Grieselhuber
Telepathic$1.1MPre-SeedS16.vcKillian Dunne
AEO Vision-Pre-Seed-Ipek Isler, Metehan Yesilyurt, Luis Medeiros
Maxeo-SeedERACihan Bilir

AEO Tools

In order to simplify the process of selecting the best AEO tool for you, we are compiling a master list of all the AEO tools.

BrandEntry Level PricingAEO FeaturesModels TrackedOther Features
AEO CheckerFreeAI Search Visibility, Competitive BenchmarkingChatGPT, Gemini, Claude, PerplexityContent and website structure quality
AEO VisionStarts at $99/moAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, Gemini, ClaudeAdvanced RRF, Reddit Analytics
AhrefsStarts at $129/moAI Search Visibility, Competitive BenchmarkingChatGPT, AI Mode, Copilot, Gemini, Perplexity, AI OverviewsCompetitor Analysis, Keyword Research
AI Brand MonitoringStarts at $5.99. Price is for a report.AI Search Visibility, Brand SentimentChatGPT, Perplexity, Gemini, Claude, Deepseek, Grok-
AI Brand RankFreeAI Search Visibility, Competitive Benchmarking, Brand SentimentChatGPTReddit Sentiment Analysis, Data-backed Insights
AI Brand TrackingStarter 39 / 59 $/mo. Professional 89 / 109 $/moAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, Gemini, Google AI OverviewQuery Tracking, Page performance, Source discovery
AIclicksStarts at $39/moAI Search Visibility, Competitive BenchmarkingChatGPT, Perplexity, GeminiAI Content Writer, Reddit Signaling Agent
AiropsFree plan availableContent Refresh, Content Creation, Content Optimization, Content Strategy, Grids, Workflows, Knowledge BasesChatGPT, Perplexity, Gemini, AI Overviews-
AISEOTrackerStarts at 49$/ one time paymentBrand Sentiment, AI Search VisibilityChatGPT, Perplexity, Claude, Gemini, DeepseekAI Ranking Guide
AIVisibilityStarts at $19/moBrand Sentiment, AI Search VisibilityChatGPT, Claude, Meta AIPrompt generator, AI Visibility ROI calculator
ALLMOStarts at $30, usage based.AI Search Visibility, Competitive BenchmarkingChatGPT, Mistral, Perplexity, Gemini, Meta AI, ClaudeAI Page Index
Am I on AI?-Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, GeminiSource Analysis, Track Growth, Sentiment Analysis, Recommendations, Weekly Reports, Actionable Insights
AmplitudeFree plan available, Pro plan starts at $49/moAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Claude, AI OverviewAI search ranking, Analytics, Competitor comparison
Ansehn-AI Search Visibility, Brand SentimentChatGPT, Perplexity, ClaudeMonitor AI Rankings worldwide
AnswerRankFree plan availableAI Search VisibilityChatGPT, Gemini, Perplexity, ClaudeFree Report, Performance Dashboard
Anvil-AI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Gemini, Claude, Perplexity, GrokContent Gap Analysis
AthenaHQStarts at $367/moAI Search Visibility, Brand SentimentChatGPT, Perplexity, Gemini, Claude-
Azoma-Brand SentimentChatGPT, Perplexity, GeminiAI Search Trends, AI Content Generation
Bluefish AI-Brand SentimentChatGPT, Perplexity, Gemini, Bing Copilot-
BotifyCustom enterprise (~$75K-150K/yr)AI Search VisibilityChatGPT, Perplexity, Gemini, AI Overviews, AI ModeCrawler analytics, log file analysis, sentiment analysis, visibility-to-crawlability gap diagnosis
BrandiStarts at $449.99/moAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, Claude, Gemini, AI Overviews, AI Mode, Copilot, Grok, MistralAnalytics, AEO insights, Content/Technical Optimization, Citation Analysis, Citation Categorization, Persona Identification, AEO Improvement Recommendations, Content Recommendations
Brandlight AI-AI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, GeminiAI Content Optimization, A/B Testing, AI Feedback, Protecion & Control features
ChatRankStarts at $249/moAI Search Visibility, Competitive BenchmarkingChatGPT, AI Overviews, Perplexity, ClaudeAI Topic Creator, Search Volume Estimates, LLMs.txt Generation / Hosting
Cognizo-Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, Gemini, Claude, Meta AIAI Visibility Analytics, Competitive Benchmark, Citation Analysis, Optimization Module
DemandSphereStarts at $100/moAI Search VisibilityChatGPT, Gemini, Perplexity, AI Mode, AI OverviewsFull Integration with Google and Bing SERPs, GA4 Integration, Log File Analytics, Dashboards, Alerts
Elelem-AI Search VisibilityChatGPT, Perplexity, Bing Copilot, Claude, Gemini-
EnGenius$14.99/monthAI Search Visibility, Competitive BenchmarkingChatGPT, Perplexity, Gemini, Claude, DeepseekCreating AEO/ GEO optimized article in a click
EssioStarts at $75/mo-ChatGPT, Perplexity, Gemini, ClaudeBenchmarking, Link Tracking, Prompt Explorer
Evertune-Brand SentimentChatGPT, Perplexity, Gemini, Claude, Meta AI, DeepseekSentiment Analysis, Content Analysis, Content Roadmap
FirstAnswerFreeAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, Bing CopilotInsight Generation, Deep Analysis of competitors.
GaugeStarts at $250/moAI Search Visibility, Competitive BenchmarkingChatGPT, Perplexity, Gemini, Google AIOActions to Improve, Gap + Coverage Analysis, Prompt Tracking, Page Performance, Source Discovery, Competitor Analysis
Generative Pulse-AI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Claude, GeminiTop Cited Journalists and Outlets
Geostar-AI Search Visibility, Brand SentimentChatGPT, Perplexity, Gemini, ClaudeImpressions Manager, Crawler Analytics,
Goodie-AI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, Gemini, Claude, Meta AI, DeepseekCompetitive Benchmark, Performance Dashboard, Global Monitoring, Visibility Analysis, Sentiment Analysis, Optimization Hub
GPTrends-AI Search VisibilityChatGPT, Perplexity, Claude, Grok, GeminiData-Driven Insights, Benchmarking Vs Competitors
GumshoeFreeAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, GeminiCompetitive Rank, Persona Visibility, Topic Visibility
HallFreeBrand SentimentChatGPT, Gemini, Bing Copilot, Perplexity, Claude, Meta AI, AI Overviews, DeepseekGenerative Answer Insights, Website Citation Insights, Agent Analytics
HubspotFreeAI Search Visibility, Brand SentimentChatGPT, Perplexity, GeminiAI Search Grader
KnowatoaFreeAI Search VisibilityChatGPT, Claude, Gemini-
Leverage-Brand SentimentChatGPT, Meta AI, Gemini-
LLMConsoleFreeBrand SentimentChatGPT, Perplexity, Gemini, Claude-
LLMO MetricsStarts at $80/moAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Claude, Perplexity, Deepseek, GeminiAnswer Validation, Ranking Of Competitors
LLM SEO MonitorStarts at $19/moAI Search VisibilityChatGPT, Claude, GeminiWhite-label reports
Local FalconStarts at $24.99/moAI Search Visibility, Competitive BenchmarkingChatGPT, AI OverviewsReviews Analysis Report
LumarCustom enterpriseAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Gemini, Perplexity, Claude, AI Overviews, AI ModeAI Visibility Score, 2-year data retention, crawler analytics, sentiment analysis
MangoolsFree-$15.60/moAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Gemini, Claude, Grok, Llama, Mistral5x prompt runs per model for statistical accuracy, weekly updates
MaxeoStarts at $100/moAI Search Visibility, Brand SentimentChatGPT, Perplexity, Bing Copilot, AI Overviews, ClaudeFree "AI Presence" Report
MentionsStarts from $49/moAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, AI Overviews, Gemini, Meta AI, Claude, DeepseekInsights, LLM Traffic Dashboard, Google AI Mode Tracking
MeridianFree plan availableAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, Google AI Overviews, Google AI Mode, GeminiWebsite Crawler Analytics, Citation Tracking, Improvement Actions.
Model MonitorStarts at $49/moAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Mistral, Deepseek, Claude, Meta AI, Grok, GeminiPrompt Vault, Sentiment Analysis, Competitor Detection
MorningScoreStarts at $49/moAI Search Visibility, Competitive BenchmarkingChatGPTWebsite Health tracker
Moz$49-599/mo (bundled in all Moz Pro plans)AI Search VisibilityAI OverviewsAI Overview frequency tracking by keyword cluster, integrated with SERP tracking
NightWatchKeyword based plans (Starts at $32/mo)AI Search VisibilityChatGPTKeyword Research, Reporting, Site Audit
Open ForgeStarts at $199/moAI Search Visibility, Competitive BenchmarkingChatGPT, Perplexity, Claude, AI OverviewsJSON-LD generator, LLMs.txt creator
Otterly AIStarts at $29/moAI Search Visibility, Brand SentimentChatGPT, Perplexity, GeminiCountry Monitoring, Sentiment Analysis, Link Analysis
ParseFreeAI Search Visibility, Competitive BenchmarkingChatGPT, Claude, Gemini, Deepseek, Grok, Mistral, LlamaPrompt discovery, Response inspection
Peec AIStarts at 89€/moAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, Gemini, Deepseek, Claude, GrokPrompt Suggestions, Recommended Actions, Advanced Reporting & Exports
ProfoundAll usage based.AI Search VisibilityPerplexity, Bing Copilot, ChatGPT, GeminiConversation Explorer, Answer Engine Insights, Agent Analytics
PromptizationStarts at $10/mo + 0.01$/queryAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Claude, Perplexity, Gemini, Meta AI, Mistral, GrokCompetitor Category Analysis, Standard Deviation Calculator, Performance Analysis, Ranking Suggestions
Prompt WatchStarts at $100/moAI Search Visibility, Brand SentimentChatGPT, Claude, Deepseek, Gemini, Perplexity, GrokAI Monitoring And Optimization
Quno-AI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, Gemini, Meta AI, Claude, Bing Copilot, DeepseekAI Interviewer, Citation Track, Prompt Analysis, Competitive Analysis, Demographic Intelligence, Conversion Intelligence
RankScale-AI Search Visibility, Competitive BenchmarkingChatGPT, Gemini, Mistral, Claude, Deepseek, Perplexity, Search GPTWebsite GEO audit with gap Analysis, Visibility/Performance Monitoring, Competitor Benchmarking, Citation Analysis, Sentiment Analysis, Regions
RankshiftCredit based priceBrand Sentiment, Competitive Benchmarking, AI Search VisibilityChatGPT, Perplexity, Gemini, Mistral, ClaudePerformance Tracking, Citation Analysis
Relixir-Brand Sentiment, Competitive Benchmarking, AI Search VisibilityChatGPT, Perplexity, GeminiBlindspot tool, Autonomous Intelligence Loop
ScopePRO $99/monthAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Gemini, Claude, PerplexityQuestion Explorer
Scrunch AIStarts at $300/moAI Search Visibility, Brand SentimentChatGPT, Gemini, Perplexity, Meta AI, ClaudeJourney Mapping
SemrushStarts at $99/moAI Search VisibilityChatGPTBusiness Landscape, Audience & Content, AI-Generated Tips
SErankingStarts at $59/moAI Search Visibility, Competitive BenchmarkingAI Overviews, ChatGPT, GeminiAgency Success Kit, White Label Reporting
Share of Model-Brand SentimentChatGPT, Perplexity, Claude, Gemini, Mistral, Meta AISentiment Analysis, Awareness Analysis
Similarweb$99+/mo (standalone)AI Search Visibility, Competitive BenchmarkingChatGPT, Gemini, Perplexity, Google AI ModeMulti-language/regional prompt tracking, citation analysis, sentiment analysis
SistrixIncluded free for all customers (beta)AI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, AI Overviews, Gemini, DeepSeek10M prompts per language dataset, entity recognition, reverse brand search, sentiment analysis,
SpotlightFree plan availableAI Search Visibility, Competitive BenchmarkingChatGPT, Gemini, Perplexity, Grok, AI Overview, AI Mode, Copilot, ClaudeDiscovery and Analysis of LLM Data Sources, Prompt Volume
SurferSEOStarts at $95/moAI Search Visibility, Competitive BenchmarkingChatGPTPrompt customization, Source transparency
TelepathicStarts at $90/moAI Search Visibility, Competitive BenchmarkingChatGPT, Perplexity, AI OverviewsReddit Visibility Agent, Backlinking Agent, Revenue Impact Dashboards
TesseractFreeAI Search Visibility, Competitive BenchmarkingChatGPT, AI Overviews, Perplexity, Bing CopilotSpecific insights per sector
TrackerlyStarts at $27/moAI Search Visibility, Brand SentimentChatGPT, Claude, Gemini, PerplexityBulk pompt creation
TraqerStarts at $49/moBrand SentimentChatGPT, Perplexity, AI OverviewsAutomated weekly updates
WaikayStarts at $19.95/moBrand Sentiment, Competitive BenchmarkingSonar, Gemini, ChatGPTSeo Report, Fact-Checking AI Knowledge, Model-Specific Insights, Competitor Benchmark
XfunnelFreeAI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, Gemini, Meta AI, Bing Copilot, ClaudeSentiment Analysis, Competitive Positioning, Buying Journeys Optimization, AI Engine Analytics
Xlr-AI Search Visibility, Brand Sentiment, Competitive BenchmarkingChatGPT, Perplexity, GeminiCompetitor Analysis, Optimize content
Yosa-AI Search Visibility, Brand Sentiment--
ZipTieStarts at $99/moBrand Sentiment, Competitive Benchmarking, AI Search VisibilityChatGPT, Perplexity, AI OverviewsIn house query/prompt research.

AEO Checker

AEO Checker tracks presence across multiple LLMs and surfaces citation URLs, offering quick snapshots of visibility without overwhelming complexity.

Price PointFree & Premium options available
Models TrackedChatGPT, Claude, Gemini, Perplexity
Core FeaturesQuick AI visibility score, Surfaces citation URLs, Simple UX for quick checks

AEO Vision

AEO Vision help companies track where they stand in AI-powered search results, compare with competitors, analyze mentions, and refine their digital presence.

Price PointSolo $99/month, Growth $299/month, Agency $499/month, Enterprise (custom)
Models TrackedChatGPT, Perplexity, Gemini, Claude
Core FeaturesAdvanced RRF, Reddit Analytics

Ahrefs

Ahref's has added Brand Radar, their version of AEO tooling, to their popular suite of SEO tools. Brand Radar focuses on tracking your brands presence in AI search vs competitors and has a similar look and feel as the SEO tools you've likely used before.

Price PointWhile in beta, you can add Brand Radar to your current plan for free., Once the beta ends, you'll need a paid plan to continue using the AEO tool and pricing starts at $129/month.
Models TrackedAI Overviews
Core FeaturesTrack AI mentions and impressions over time, Compare your mentions and impressions against your competitors, Figure out which specific topics are driving AI traffic to your site Monitor brand sentiment in AI, AI visibility gap analysis

AI Brand Monitoring

AI Brand Monitoring offers one-time reports across LLMs that you can leverage for optimization analysis.

Price PointStarter tier at $5.99 that includes 2 reports, Standard tier at $19.99 that includes 5 reports, Premium tier coming soon that includes 3 reports across 5 models
Models TrackedChatGPT, Perplexity, Gemini, Claude, Deepseek, Grok
Core FeaturesOne-time reports with brand insights across LLMs

AI Brand Rank

AI Brand Rank helps you understand how often your brand is recommended by AI tools. It offers brand mention analysis, competitor insights, and citation tracking to show how your brand ranks in AI-driven search results.

Price PointFree plan available, Plus $99/month
Models TrackedChatGPT
Core FeaturesReddit Sentiment Analysis, Data-backed Insights

AI Brand Tracking

AI Brand Tracking offers a comprehensive set of features across visibility, competitors, queriers, citations and page performance.

Price PointNo pricing information available, Currently accepting sign ups for a waitlist
Models TrackedChatGPT, Perplexity, Gemini
Core FeaturesTopic performance tracking, including recommending relevant queries based on your key topics, Monitors overall visibility, topic coverage and competitive position, Citation and source tracking

AIclicks

AIclicks offers AI search visibility and competitive benchmarking, along with unique tools like an AI content writer and a Reddit signaling agent.

Price PointStarter $39/month, Pro $89/month, Business $189/month
Models TrackedChatGPT, Perplexity, Gemini
Core FeaturesAI Content Writer, Reddit Signaling Agent

AISEOTracker

A new player in the space with limited information on features or functionality but good coverage across the LLMs

Price PointYou can buy the strategy guide only for $49, Alternatively, you can purchase lifetime access to the tool for a $249 one-time payment
Models TrackedChatGPT, Perplexity, Claude, Gemini, Deepseek
Core FeaturesLimited visibility into the features and functionality for this toolIdentify all the brands mentioned in any given search and frequency of mentions across LLMs, Ability to easily surface the specific copy for each mention for a deeper content analysis

AIVisibility

AI Visibility offers continuous brand monitoring across major LLMs with a strong emphasis on operational reliability. It includes 24/7 alerts, smart optimization recommendations, and a clean visibility score.

Price PointBasic: $19/month, Pro: $49/month, Enterprise: Custom pricing
Models TrackedClaude, ChatGPT, Meta AI
Core Features24/7 AI monitoring with visibility score, Smart optimization insight, Alerts to maintain optimal visibility and reputation

ALLMO

ALLMO is a comprehensive LLM analytics platform offering AI page indexing, user persona mapping, and LLM prompt warm-up tools. It’s ideal for teams looking to deeply understand how their brand is interpreted and represented by a wide range of language models.

Price PointStarts at $30 (usage-based)
Models TrackedChatGPT, Perplexity, Mistral, Gemini, Claude, Deepseek, Meta AI
Core FeaturesProgrammatic URL warm-up, AI page indexing and persona analysis, Built for technical and content strategy teams

Am I on AI?

Another new player in the space with a relatively robust set of features.

Price PointNo pricing information available (private beta/demo).
Models TrackedChatGPT, Perplexity, Gemini
Core FeaturesProvides a weekly AI Visibility Score that you can track over time, Ability to compare your brand’s, AI Visibility Score against competitors, Recommends prompts to track based on business context, Citation monitoring

Ansehn

Ansehn has an angle based brand tone and factual accuracy. It offers benchmarking against competitors, tone deviation alerts, and AI profile generation.

Price PointNot listed publicly – early access only
Models TrackedChatGPT, Claude, Perplexity
Core FeaturesBrand tone tracking and factuality alerts, Benchmarking vs. competitors in AI results, AI-generated brand profile summaries, Targeted at comms and PR teams

AnswerRank

AnswerRank is built by SEO experts with 20 years of experience. The platform provides data and steps to influence how ChatGPT, Gemini and other models see your brand.

Price PointFree plan available, Paid tiers available
Models TrackedChatGPT, Gemini, Perplexity, Claude
Core FeaturesFree Report, Performance Dashboard

Anvil

Anvil is a Y-combinator backed company that provides a robust set of tracking features. A standout feature for the platform is their Topic Cluster Heatmap

Price PointNo pricing information available
Models TrackedChatGPT, Gemini, Claude, Perplexity
Core FeaturesAI Visibility Tracking, Ability to track performance by topics, including a Topic Cluster Heatmap for topic size and share of voice, Recommends best queries to track, Competitor benchmarking

AthenaHQ

Focused on brand management in AI search, Athena's CEO is a former Google Search product manager and its CTO is the former founder of AI property management software company, Cribbly. Athena is a tool with a robust set of features built by an experienced team.

Price PointLite plan is $180/month for 3,500 credits, Growth plan is $350/month for 10,000 credits and includes access to AI blindspot detection plus unlimited users, Both plans are billed annually, First month offered for free
Models TrackedChatGPT, Perplexity, Gemini, Claude
Core FeaturesAbility to track overall GEO Score, as well as Brand Mention Rate and Overall Presence Score, Surfaces citation URLs, Content Gap Identification, Ability to track your market share against competitors for mentions

Azoma

Azoma focuses on helping your brand appear on chatGPT shopping and Amazon Rufus for high-intent shopping queries.

Price PointNo pricing information available
Models TrackedChatGPT, Perplexity, Gemini
Core FeaturesTrack presence across LLMs, General trend data and analysis, Citation tracking, Recommendation for optimized shopping content

Bluefish AI

Bluefish highlights its ability to influence how LLMs are perceiving and represented your brand by giving brands the ability to provide brand verified data to AI providers. It's also one of the few tools that mentions AI ad campaigns as a core feature.

Price PointNo pricing information is available without booking a demo
Models TrackedChatGPT, Perplexity, Gemini, Bing Copilot
Core FeaturesTrack key brand metrics, including Brand Accuracy and Brand Sentiment, Ability to syndicate "brand verified" data to AI providers to influence how your brand is perceived and represented on LLMs, Targeted AI ad campaigns

Brandlight AI

Includes features for visibility tracking and "influencing" across the different LLMs. The company page highlights an impressive advisory board, including multiple Fortune500 CMOs.

Price PointNo pricing information is available on the site
Models TrackedChatGPT, Perplexity, Gemini
Core FeaturesTrack brand visibility over time, See how your brand's visibility is ranking vs your competitors, Brand sentiment tracking by LLM, Ability to see source URLs by LLM for strategic analysis

ChatRank

ChatRank blends visibility analysis with content strategy tools like topic authoring and optimization, making it suitable for teams who want to boost AI discoverability.

Price PointStart: $249/month, Plus: $499/month, Max: $999/month
Models TrackedChatGPT, AI Overviews, Perplexity, Claude
Core FeaturesContent authoring and optimization tools, Strategy-focused dashboards and reports, Weekly data updates

Cognizo

Cognizo offers a B2C and B2B tool for agencies. One standout for this tool is that it offers in-platform recommendations for content creation and optimization.

Price Point"No pricing information is available on the site, Ability to book a demo or get a report"
Models TrackedChatGPT, Perplexity, Gemini, Claude, Meta AI
Core FeaturesTrack AI visibility, position and sentiment, Reports on your brand's presence vs your competitors across each LLM it covers, Surfaces actionable opportunities for your brand, including content creation and content optimization ideas, Custom reports available

DemandSphere

DemandSphere is a context-aware, global SERP & LLM analytics platform built for in-house and agency growth teams.

Price PointFree plan available, Paid tiers available
Models TrackedChatGPT, Gemini, Perplexity, AI Overviews
Core FeaturesFull Integration with Google and Bing SERPs, GA4 Integration, Log File Analytics, Dashboards, Alerts, Unlimited Users, Brands, and Sites

Elelem

Elelem includes model-by-model visibility, long-term trend tracking, and share-of-voice reports.

Price PointNot publicly disclosed
Models TrackedChatGPT, Perplexity, Bing Copilot, Claude, Gemini
Core FeaturesShare of voice and historical trend tracking, Daily visibility scoring and alerts

EnGenius

EnGenius AI combines traditional SEO metrics with AEO features for generative search. It includes features like mention tracking, topic ranking, and GEO-formatted reports/

Price PointFree plan available, Pro users: $14.99/month
Models TrackedChatGPT, Perplexity, Gemini, Claude, Deepseek
Core FeaturesPosition tracking and visibility score, GEO-formatted reports for local targeting, Easy export and sharing options

Evertune

Evertune prompts at scale — around 12,000 prompts per product category per model— delivering more stable, less volatile insights than competitors. It’s integrated with both LLM APIs and search, so it can measure what models know by default and what they surface via search. Clients can run up to 1.2M queries/month, making it one of the most comprehensive tools for tracking what AI is saying about your brand.

Price PointNo pricing information is available on the site, Ability to book a demo
Models TrackedChatGPT, Perplexity, Gemini, Claude, Meta AI, Deepseek
Core FeaturesSee how your brand performance compares to your competitors, as well as all the brands mentioned in your category, Ability to understand the product features that LLMs believe are important for a given search, Content Roadmap that recommends URLs to target and keywords to include in your content, Results tracking

FirstAnswer

First Answer provides insight into top citations, tone of voice, and factual accuracy.

Price PointFree plan offers 3 monitored prompts and up to 1 competitor, Launch plan is at $89/month and offers 25 monitored prompts and up to 3 competitors, Growth plan is at $189/month and offers 100 monitored prompts and up to 10 competitors, Enterprise plan is upon request
Models TrackedChatGPT, Perplexity, Bing Copilot
Core FeaturesOptimization of brand presence in AI-generated answers, Citation auditing and tone analysis, Visibility alerts and reporting on brand consistency

Gauge

Gauge specializes in B2B and SaaS AI visibility tracking. The platform tracks mentions across business-focused prompts.

Price PointFree one-time report, Pricing starts at $250/month
Models TrackedChatGPT, Perplexity, Gemini, Google AIO
Core FeaturesActions to Improve, Gap + Coverage Analysis, Prompt Tracking, Page Performance, Source Discovery

Generative Pulse

Generative Pulse by Muck Rack is a tool designed to help PR and comms teams monitor how their brand and competitors appear in AI-generated search results.

Price PointNo pricing information available.
Models TrackedChatGPT, Claude, Gemini
Core FeaturesTop Cited Journalists and Outlets

Geostar

Geostar provides data and analysis for AI visibility, prompts and citations. It also allows you to easily review crawler stats for LLMs.

Price PointNo pricing information available, Ability to book a demo with sales team
Models TrackedChatGPT, Perplexity, Gemini, Claude
Core FeaturesVisibility tracker, Impressions manager, including AI traffic over time and source analysis, Crawler analytics

Goodie

Goodie is one of the few tools that offers ranking by geography and language.

Price PointNo pricing information available
Models TrackedChatGPT, Perplexity, Gemini, Claude, Deepseek, AI Overviews
Core FeaturesCompetitive benchmarking with real-time data across different sentiment categories, Track your brand's visibility over time and against competitors, Sentiment analysis, Ability to monitor across different geographies, Optimization Hub provides recommendations for optimized earned content

GPTrends

GPTrends is a new tool in the space that offers a standard set of AI tracking features and functionality.

Price PointYou can join the beta with a 7-day free trial
Models TrackedChatGPT, Perplexity, Claude, Grok, Gemini
Core FeaturesTrack and monitor AI mentions over time, Competitor gap analysis to spot your brand's gaps

Gumshoe

Gumshoe offers the standard features but goes one layer deeper on visbility, allowing you to analyze your brand's visibility by different buyer personas and broad topic areas.

Price PointFree
Models TrackedChatGPT, Perplexity, Gemini
Core FeaturesBrand, Persona, Topic and Model Visibility, Ability to see top cited sources, Competitor comparison across topics and models

Hall

Hall allows you to dive deeper into AI qustion data, your brand's AI visibility, share of voice and Citation data across 8 LLMs.

Price PointFree tier for 25 tracked questions across 3 LLMs, Starter tier at $199/month for 500 tracked questions across 3 LLMs, Business tier at $499/month for 1,000 tracked questions across 8 LLMs
Models TrackedChatGPT, Gemini, Bing Copilot, Perplexity, Claude, Meta AI, AI Overviews, Deepseek
Core FeaturesQuestion volume, intent analysis and keyword anlaysis, AI Visibility Analysis across brands, competitors and platforms, Share of voice, Citation analysis, including top domain and top page tracking

Hubspot

AI Search Grader is Hubspot's free AEO tool that analyzes and grades your brand based on brand sentiment and share of voice.

Price PointFree
Models TrackedChatGPT, Perplexity, Gemini
Core FeaturesSummarizes your brand's AI performance in one "grade" or score, Asses your brand's visibility vs your top competitors, Provides a summary of your brand's strengths and weaknesses in AI search

Knowatoa

Knowatoa focuses on brand sentiment, visibility and citation-level benchmarking.

Price PointFree plan for 2 brands, Premium: $99/month, Pro: $249/month, Agency: $749/month
Models TrackedChatGPT, Claude, Perplexity, Gemini, Meta AI
Core FeaturesFree analysis available without setup friction

Leverage

Founded by college students from Utah State University, Leverage focuses on helping your business rank on the most popular LLM platforms

Price PointNo pricing information available
Models TrackedChatGPT, Meta AI, Gemini
Core FeaturesNo feature information available

LLMConsole

LLM Console is a lightweight, free tool that can give you initial visibility into your brand or product's perception and ranking on LLMs

Price PointFree
Models TrackedChatGPT, Perplexity, Gemini, Claude
Core FeaturesSurfaces an initial set of topics that LLMs believe your brand or product is relevant for, Surfaces your ranking for a relevant search vs other products or competitors in the space

LLMO Metrics

LLMO Metrics offers options for freelancers, pros and enterprise clients, with the site highlighting their enterprise clients. One standout feature for this tool is the ability to track "correct answers" and flag new citation URLs detected.

Price PointFreelance tier at 80 Euros / month and includes 20 prompts and 2 team members, Pro tier at 245 Euros / month and includes 100 prompts and up to 10 team members plus advanced support, Enterprise tier at 690 Euros / month and includes 300 prompts, unlimited members and a dedicated agent, Custom plans are available
Models TrackedChatGPT, Claude, Perplexity, Deepseek, Gemini, Bing Copilot
Core FeaturesTrack current position, total queries, correct answers and new web pages detected day over day, See trends in your brand's ranking across 6 LLMs, Surfaces citation URLs

LLM SEO Monitor

LLM SEO Monitor offers model-by-model ranking comparisons and prompt-level performance insights.

Price PointProfessional tier at €19 that includes 30 searches per month, Agencies tier at €89 that includes 100 searches per month and white-label reports, Enterprise tier at €199 that includes unlimited searched, API access and an account manager
Models TrackedChatGPT, Claude, Gemini
Core FeaturesOffers white-label reports alongside a large amount of searches per month.

Local Falcon

Local Falcon shows how your business ranks in AI-generated summaries across locations and integrates with existing local visibility strategies—especially valuable for franchises or brick-and-mortar brands.

Price PointFirst 100 credits free, Subscriptions start at $24.99/month
Models TrackedChatGPT, AI Overviews
Core FeaturesCompetitor map benchmarking, Location-specific performance reports, Integrates seamlessly with local SEO campaigns

Maxeo

Maxeo offers a comprehensive set of tracking features and functionality, as well as actionable recommendations to increase your brand's AI exposure.

Price PointStarter tier at $100/month for 5 products or service categories (1,000 prompts), Growth tier at $500/month for 10 products or service categories (2,000 prompts), Enterprise tier that's fully customizable, Ability to download a free sample report
Models TrackedChatGPT, Perplexity, Bing Copilot, AI Overviews, Claude
Core FeaturesPosition and sentiment tracking, Mention tracking for your brand and your competitors, Tracking by product or service category, Source and citation tracking

Mentions

Mentions is a specialized marketing analytics platform that tracks and analyzes how brands are mentioned by AI models and other sources, offering insights and recommendations to improve brands' AI-driven visibility.

Price PointStarter $49/month, Pro $99/month, Business $199/month
Models TrackedChatGPT, Perplexity, AI Overviews, Gemini, Meta AI, Claude, Deepseek
Core FeaturesInsights, LLM Traffic Dashboard, Google AI Mode Tracking

Meridian

Meridian is an AI visibility platform that helps brands understand and improve how they appear in AI-driven search and recommendations.

Price PointFree plan available, $199/month (up to 200 unique prompts per day), Custom (For enterprises, agencies)
Models TrackedChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini
Core FeaturesWebsite Crawler Analytics, Citation Tracking, Improvement Actions

Model Monitor

Model Monitor offers a comprehensive set of AI tracking and monitor features across 50+ AI models

Price PointPricing starts at $49/month, Custom pricing available for agencies and enterprises
Models TrackedChatGPT, Mistral, Deepseek, Claude, Meta AI, Grok, Gemini
Core FeaturesReal-time tracking and monitoring of AI metrics, Ability to compare your performance against your competitors, Optimization recommendations

MorningScore

Morningscore recently introduced a ChatGPT Rank Tracker. While limited to ChatGPT, it offers features like brand mention proof, gamified SEO missions, and competitor comparisons

Price PointLite: $49/month, Business: $69/month, Pro: $129/month
Models TrackedChatGPT
Core FeaturesProvides screenshots as proof of visibility, Combines AI tracking with traditional SEO metrics

NightWatch

Nightwatch blends AI-powered tracking with classic SEO capabilities. While it focuses on how your brand appears in ChatGPT’s results, it also integrates features like keyword monitoring, technical audits, and rank tracking

Price Point14-day free trial available, $32/month for 250 keywords, Higher tiers available with extended limits
Models TrackedChatGPT
Core FeaturesAI search visibility tracking (ChatGPT only), Keyword research and rank tracking, Site audit and technical SEO analysis

Open Forge

Open Forge AI features ICP simulation, JSON-LD generation, and LLMs.txt creation. It's ideal for technically-savvy growth teams.

Price Point$250 per month
Models TrackedChatGPT, AI Overviews, Perplexity, Claude
Core FeaturesJSON-LD generator and LLMs.txt manager, ICP simulator and opportunity explorer, Advanced benchmarking and competitive insights

Otterly AI

Started by 3 founders with deep SaaS experience, Otterly offers the basic AI tracking and monitoring features plus a feature that allows you to turn your target keywords into AI prompts.

Price PointLite base plan at $29/month for 10 search prompts, Standard plan costs $189/month for 100 search prompts, Pro plan costs $989/month for 1,000 search prompts
Models TrackedChatGPT, Perplexity, Gemini
Core FeaturesKeyword research for LLM prompts, Prompt tracking for multiple prompts, Automated citation tracking, Track frequency of brand mentions, Brand sentiment monitoring

Parse

Parse offers competitor analysis, brand visibility tracking, prompt discovery, and response inspection across leading LLMs. It also visualizes changes over time to help you understand and optimize your AI presence.

Price PointFree plan available, Starter $59/month, Pro $179/month, Enterprise: Custom
Models TrackedChatGPT, Claude, Gemini, Deepseek, Grok, Mistral, Meta AI
Core FeaturesPrompt discovery, Response inspection, Graphing change over time

Peec AI

Peec AI helps marketing teams analyze brand performance across ChatGPT, Perplexity, Claude, and Gemini.

Price PointStarter: €89/month, Pro: €199/month, Enterprise: €499+/month
Models TrackedChatGPT, Perplexity, Gemini, Deepseek, Claude, Grok
Core FeaturesPrompt Suggestions, Recommended Actions, Advanced Reporting & Exports

Promptization

Promptization offers discoverability and competitor tracking across multiple LLMs

Price PointFree tier with 100 API Credits, Standard tier with 10+ AI Assistants, Enterprise tier with custom integrations
Models TrackedChatGPT, Claude, Perplexity, Gemini, Meta AI, Mistral, Grok
Core FeaturesCampaign tracking by LLM, Competitor benchmarking

Prompt Watch

A standout feature for Prompt Watch is their LLM traffic dashboard, which tracks traffic, bounce rate and conversion rate across multiple LLMs. They also have a separate feture specifically for monitoring how your brand is appearing in AI Overviews.

Price PointSolo plan at $89/onth for 50 tracked prompts and 15 AI models, Startup plan at $199/month for 150 tracked prompts and 20 AI models, Business plan at $499/month for 350 tracked prompts and every AI model
Models TrackedChatGPT, Claude, Deepseek, Gemini, Perplexity, Grok, AI Overviews
Core FeaturesTraffic by LLM, including bounce rate and conversion data, Visibility score and mention monitoring, Prompt monitoring and tracking vs competitors, AI Overview specific tracking

Quno

Quno offers 3 products: SEO for AI Search Engines, Brand Tracker and AI Interviewer.

Price PointNo pricing information available
Models TrackedChatGPT, Perplexity, Gemini, Meta AI, Claude, Bing Copilot, Deepseek
Core FeaturesOverall visibility score and visibility score for specific models, Industry ranking vs your competitors, Citation tracking for content gap analysis, Prompt analysis to help you understand how AI adapts responses based on different prompt behavior

RankScale

A differentiating feature for RankScale is their website audit feature, which can score your content, identify content gaps and help you customize your bot settings for AI.

Price PointNo pricing information available, Ability to apply to the early access program
Models TrackedChatGPT, Gemini, Mistral, Claude, Deepseek, Perplexity, Search GPT
Core FeaturesWebsite audit to ensure your site is optimized for AI, Real-time prompt tracking, including sentiment tracking, Ability to uncover direct and indirect competitors you may not have considered before, Competitor tracking and benchmarking, including tracking your competitor's citations, Source tracking, including frequency analysis, Ability to identify your brand's most influential domains

Rankshift

Rankshift offers an LLM tracking tool that helps you monitor your AI visibility and share of voice against your top competitors. It also allows you to track and analyze source data to identify optimization opportunities for your brand and products.

Price PointFree trial available, Credit based pricing that allows you to customize your package in real-time
Models TrackedChatGPT, Perplexity, Gemini, Mistral, Claude
Core FeaturesAI Visibility leaderboard, Track your performance against your competitors' over time, Sentiment tracking, Citation and source tracking, Share of voice vs your competitorsAI Visibility leaderboard, Track your performance against your competitors' over time, Sentiment tracking, Citation and source tracking, Share of voice vs your competitors

Relixir

Relixir is the AI Generative Engine Optimization (GEO) platform that helps teams rank higher & sell more on ChatGPT, Perplexity, etc.

Price PointNo pricing information available
Models TrackedChatGPT, Perplexity, Gemini
Core FeaturesBlindspot tool, Autonomous intelligence loop

Scope

Scope is designed to guide brands through a four-stage journey (Discovery to Loyalty), track share of voice over time, and surface competitor gaps via citation contexts and funnel analytics.

Price PointFree plan, $99/mo for Pro version, Enterprise
Models TrackedChatGPT, Gemini, Claude, Perplexity
Core FeaturesCheck the raw mentions from LLM models, Weekly report, Instant report to ShareQuestion Explorer

Scrunch AI

Scrunch was founded by two former Hearsay Systems team members and is backed by notable angel investors, such as Bryant Chou from Webflow and Clara Shih from Meta AI.

Price PointStarter plan is at $300/mo and includes 350 custom prompts and up to 1k industry prompts as well as 5 page audits., Growth plan is at $500/mo and includes 700 custom prompts and up to 2.5k industry prompts as well as 10 page audits., Pro plan is at $1,000/mo and includes 1.2k custom prompts and up to 6k industry prompts as well as 20 page audits., Enterprise plan offers a fully customizable solution.
Models TrackedChatGPT, Gemini, Perplexity, Meta AI, Claude
Core FeaturesAbility to monitor presence, position and sentiment across LLMs, Competitive benchmarking and analysis, Competitor trend spotting, Citation tracking and analysis, Ability to track by persona, Recommends optimizations by prompt, Tracks AI accuracy

Semrush

A leader in the SEO space, Semrush's AI Toolkit allows you to track your brand's visibiltiy and performance against your competitors. It also provides AI-generated tips for product development based on trends, product sentiment and what your customer is asking on AI.

Price Point$99/month for one domain, No free trial offered but you are able to view a sample report
Models TrackedChatGPT, Perplexity, Gemini, Search GPT
Core FeaturesMonitor your brand's AI Visibility, Track how LLMs talk about you vs your competitors, Brand and product sentiment tracking, Track shifts in the AI conversation for your indsutry and target audience, Track trending questions, AI-Generated tips for product development

SEranking

SE Ranking’s AI Visibility Tracker is an add-on to its broader SEO platform. Ideal for SEO professionals looking to integrate AEO into their existing workflow.

Price PointStarts at $55/month for the full SE Ranking suite, AI Visibility Tracker included in Business and Pro plans
Models TrackedChatGPT, AI Overviews, Gemini
Core FeaturesIntegrated with full SEO toolkit (keywords, backlinks, etc.)

Share of Model

Share of Model allows you to track your performance across a large set of LLM models and social platforms to better understand perception, awareness and sentiment around your brand and products.

Price PointNo pricing information available
Models TrackedChatGPT, Perplexity, Claude, Gemini, Mistral, Meta AI
Core FeaturesTrack your Brand Appearance score against your competitors, Sentiment tracking across LLMs and social platforms, Perception tracking for both brand and individual products

Spotlight

Spotlight helps businesses monitor how LLMs like ChatGPT, Gemini, and Perplexity talk about their brand.

Price PointFree plan available, Starter: $39/month, Growth: $159/month, Pro: $399/month
Models TrackedChatGPT, Gemini, Perplexity, Grok, AI Overviews, AI Mode, Copilot, Claude
Core FeaturesDiscovery and Analysis of LLM Data Sources, Prompt Volume

SurferSEO

Surfer’s AI Tracker feature enhances its core SEO offering by adding AI visibility tracking.

Price Point$95/month for 25 prompts, $195/month for 100 prompts, $495/month for 300 prompts
Models TrackedChatGPT, Perplexity, AI Overviews, SearchGPT, AI mode
Core FeaturesAligns SEO content with AI visibility opportunities, Uses existing Surfer content scoring systems, Native to the Surfer interface for easy adoption

Telepathic

Telepathic is an end to end software that helps ecommerce brands stay visible in the new era of search.

Price PointStarter $90/month, Pro $475/month, Enterprise (custom)
Models TrackedChatGPT, Perplexity, AI Overviews
Core FeaturesReddit Visibility Agent, Backlinking Agent, Revenue Impact Dashboards

Tesseract

Tesseract is an AI visibility tracker built specifically for developers and product teams. It goes beyond brand tracking and focuses on prompt injection testing, hallucination detection, and factual alignment—making it ideal for teams building apps on top of LLMs.

Price PointFree plan available, Basic: $100/month, Pro: $450/month, Enterprise: $1,200/month
Models TrackedAI Overviews, ChatGPT, Perplexity
Core FeaturesDetects hallucinations and factual inconsistencies, Surfaces AI search changes over time, Offers developer-friendly features and dashboards

Trackerly

Trackerly is an all-in-one AI brand tracking platform offering broad model coverage and deep citation-level analytics.

Price PointLite: $27/month, Growth: $97/month, Pro: $247/month
Models TrackedChatGPT, Gemini, Claude, Perplexity, Deepseek
Core FeaturesSmart keyword/topic tracking, Citation monitoring with top page breakdowns, Daily updates and instant insights

Traqer

Traqer provides you the ability to track specific keywords across multiple AI platforms

Price PointPricing is based on number of keywords tracked, Starts at $49/month for 40 keywords, Highest tier is $499/month for 1,000 keywords, Ability to contact sales for custom plans
Models TrackedChatGPT, AI Overviews, Perplexity
Core FeaturesKeyword tracking across multiple keywords, brands and LLMs, Ability to veiw full AI responses for deeper analysis, Automated weekly updates

Waikay

Waikay focuses on the ability for brands to take control of their AI narrative and manage their reputational risk.

Price PointSmall business plan at $19.95/month for 8 reports, Medium business plan at $69.95/month for 30 reports, Large business plan at $199.95/month for 90 reports
Models TrackedSonar, Gemini, ChatGPT
Core FeaturesAI Brand Score by topic and LLM, Fact checking ability to help ensure brand reputation and data accuracy, Competitor benchmarking, Ability to track AI peformance over-time

Xfunnel

XFunnel offers a robust set of tracking and monitoring capabilities across LLMs. A standout feature on the platform is the ability to track conversations (vs just keywords) and the ablity to monitor performance for unique buying journeys across persona, region, vertical and product.

Price PointFree tier with 100 AI Search Queries / month and basic analytics, Pro tier (coming soon, not yet launched) at $199/month with ulimited AI Search Queries and Advanced Analytics, Enterprise tier with custom pricing and custom offering
Models TrackedChatGPT, Perplexity, Gemini, Meta AI, Bing Copilot, Claude
Core FeaturesMonitor visibility and sentiment across multiple LLM platforms, Track share of voice and ranking against your competitors, Ability to discover questions your target customer may be asking, Tracking across conversations vs keywords, Citation analysis, including UGC radar, Content gap analysis and recommendations

Xlr

XLR8 allows you to track a comprehensive set of AI metrics with a focus on going deeper by category.

Price PointNo pricing information available, Ability to book a demo with sales team
Models TrackedChatGPT, Perplexity, Gemini
Core FeaturesAI Visibility score across categories, Competitor analysis across categories, Ability to track AI conversations by category, Source analysis, including most cited sources and source type, Content optimization recommendations (in beta)

ZipTie

ZipTie helps brands increase their presence in AI search responses and also includes special features such as monitoring indexing health via GSC integration.

Price PointBasic plan is 99$/month and includes 1 GSC connection and 10k URL indexing checks., Standard plan is 319$/month and includes 3 GSC connection and 40k URL indexing checks., Pro plan is 699$/month and includes 5 GSC connection and 100k URL indexing checks.
Models TrackedChatGPT, Perplexity, AI Overviews
Core FeaturesTheir offerings include content optimizations as well as AI Data Summaries.

Researchers

Ethan SmithCEO

Founder and CEO of Graphite, the research-driven growth agency behind work for Webflow, Adobe, and Upwork. Teaches SEO and AEO at Reforge and is an adjunct professor at IE Business School. Research published in the Financial Times, Axios, and The Atlantic. Previously a growth advisor to Masterclass, Robinhood, and Honey.

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