Compare AI visibility tools by the answer evidence they expose.

The product should state only what the live public routes, self-audit exports, and current offer pages can actually prove today.

• ✓5 answer surfaces monitored via API and consumer-UI capture.
• ✓6 public free tools are available without sign-up.
• ✓23 visibility metrics with data confidence scoring based on capture mode and engine coverage.
• ✓14 citation source types classified via URL pattern matching (Owned, Competitor, Review, Reddit, YouTube, Hacker News, LinkedIn, Twitter/X, GitHub, Stack Overflow, News, Directory, Listicle, Docs).
• ✓6-dimension citation quality scoring based on content analysis with real AI engine response validation.
• ✓Markdown and JSON self-audit exports are available alongside llms.txt.
• ✓Prompt difficulty scoring: multi-factor analysis including competitor density, citation authority, and answer consistency.
• ✓Entity recognition scoring: keyword-matching brand detection across API and consumer-UI responses.
• ✓Citation Velocity Score: week-over-week citation count tracking across API scan and consumer-UI capture cycles.
• ✓AEO content scoring evaluates answer-readiness, entity clarity, schema use, facts, and freshness against real AI engine behavior.
• ✓Prompt-space occupancy and visibility volatility tracking with data confidence indicators.
• ✓Google AI Overviews monitoring via browser automation with 8-selector battery and SERP API fallback.
• ✓Search volume data integration (DataForSEO, Keywords Everywhere) for real prompt demand signals.
• ✓Industry benchmarks computed from platform data with directional estimate fallback.
• ✓Guided onboarding reduces manual setup by detecting brand context, suggesting competitors, generating prompt coverage from templates, and preparing the first monitor configuration from one workflow.

Semrush launched Reddit analysis and negative sentiment detection in May 2026 — buyers now expect AI visibility tools to surface social threads influencing AI answers and flag negative brand framing automatically.

• ✓Visibility overview and prompt research are publicly documented.
• ✓Brand Performance reports include share of voice and sentiment guidance.
• ✓Recurring reports plus CSV/PDF/share links are documented in public help content.
• ✓Reddit analysis identifies threads where competitors are cited but your brand is absent.
• ✓Negative sentiment detection surfaces domains contributing to unfavorable brand framing.

Peec is a serious mid-market competitor with public documentation for AI-search metrics, packaging, and MCP-style access. Its packaging complexity is relevant when buyers compare simple all-in plan messaging against model- or credit-shaped pricing.

• ✓Visibility, position, and sentiment metrics are explained in public docs.
• ✓Source influence is documented beyond explicit citations.
• ✓Docs publish an llms.txt index and reporting connector guidance.
• ✓$21M Series A announced in November 2025, on top of earlier seed funding.
• ✓Public pricing now emphasizes packaging and credits more than a single fixed entry price.
• ✓MCP integration (April 2026): 33 read tools + 17 write tools, included on all paid plans. Supports Claude, Cursor, VS Code, Windsurf.

Profound is positioned as a high-end enterprise reference point in the category. The relevant buyer signal is less the exact list price and more the combination of broad engine coverage, enterprise workflow depth, and sales-led expansion.

• ✓$96M Series C funding announced in February 2026.
• ✓10+ AI engine coverage including DeepSeek, Grok, and Meta AI.
• ✓Agent Analytics with benchmarking against Profound Agent Analytics Network.
• ✓Profound Agents: no-code builder with pre-built templates for content and competitive workflows.
• ✓Data Nodes (Jan 2026): pull Visibility Scores, Citation Share, Citation Pages, Prompt Answers directly into agent workflows.
• ✓Ask Profound (May 2026): conversational AI interface for querying visibility data with voice or text.
• ✓ChatGPT Ads integration, Bot Visits tracking, and Human Referrals node for connecting AI visibility to actual traffic (May 2026).
• ✓Prompt Volumes from opted-in user panels — defensible demand data moat.
• ✓Public materials position the product around enterprise workflows rather than a local CLI-based orchestration model.

Answer evidence without source drill-down is weak; buyers want to inspect which domains influence mentions and citations.

• ✓Citation grouping by domain or URL is publicly documented.
• ✓Platform-level citation filtering is publicly documented.
• ✓The source-inspection workflow is clearer than a single visibility score alone.

Otterly's public materials make clear that AI Mode and Gemini require add-ons, which matters when buyers compare all-engine packaging across tools.

• ✓Free GEO Landing Page Creator generating AI-optimized pages from brand context and prompts.
• ✓Public materials describe a GEO audit workflow focused on crawlability, content checks, and exportable reporting.
• ✓4 core engines (ChatGPT, Perplexity, AI Overviews, Copilot) — AI Mode and Gemini require paid add-ons.
• ✓Standard and Premium plans add Google Looker Studio support in current public pricing/help materials.
• ✓Public pricing shows distinct Lite, Standard, Premium, and Enterprise packaging rather than one flat starter tier.
• ✓14-day free trial, no credit card required.

A free checker with no signup creates a strong top-of-funnel acquisition loop. Search-backed prompts from real user behavior are more trustworthy than synthetic question sets. Cited domain and cited page analysis gives actionable source intelligence.

• ✓Free AI visibility checker with no signup and results in seconds.
• ✓400M+ monthly search-backed prompts derived from real search data, not synthetic queries.
• ✓Top cited domains and cited pages analysis alongside brand mention tracking.
• ✓Grok, AI Mode, YouTube/Reddit/TikTok visibility tracking in beta — Reddit currently free for all paid plans.
• ✓Custom AI prompts with daily/weekly/monthly tracking frequency and pay-as-you-go or prepaid options.

A structured scoring model with explicit dimension weights gives buyers a concrete evaluation framework. Free-to-paid funnel with HubSpot brand trust creates high-volume acquisition that category-specific tools must compete with.

• ✓Free one-time AEO audit with no signup required.
• ✓5-dimension scoring: sentiment (40 pts), presence quality (20 pts), brand recognition (20 pts), share of voice (10 pts), market position (10 pts).
• ✓Paid monitoring across ChatGPT, Perplexity, and Gemini with week-over-week trends.
• ✓Competitor comparison and brand visibility percentage tracking.

A clear free trial tier with prompt-limited tracking and separate paid industry reports shows that the market expects both self-serve monitoring and one-time audit products.

• ✓Free tier with 10 prompts and 7-day trial, no card required.
• ✓Ranking position analysis by model and prompt over time.
• ✓Source identification per LLM showing which sources each model relies on.
• ✓Paid AI Visibility Report ($699) for comprehensive multi-LLM audits.

Agent Mode for natural-language visibility queries and integrated content generation show the market shifting from dashboards to conversational AI workflows that close the measurement-to-action loop.

• ✓0-100% visibility scores across 6 AI platforms.
• ✓Agent Mode for natural-language queries about visibility trends.
• ✓AI Content Studio for generating SEO-optimized content from visibility gaps.
• ✓Scheduled daily, weekly, or monthly reports with email alerts.

Tracking 13 AI models with a standardized AEO Score and content blueprints shows the bar rising for breadth of coverage and actionability in the AI visibility category.

• ✓Daily automated monitoring across 13 AI models.
• ✓Proprietary AEO Score (0-100) for benchmarking visibility and competitive position.
• ✓AI-generated content blueprints specifying what to publish per model.
• ✓Weekly executive reports with competitor gaps and priority actions.

Bundling citation-optimized content generation with visibility monitoring closes the measurement-to-action gap. AI traffic attribution connects visibility changes to business outcomes beyond vanity scores.

• ✓10+ AI engine coverage with daily refresh cadence.
• ✓Answer gap analysis identifying prompts competitors own but the brand does not.
• ✓Built-in writing agent creating citation-optimized content from 880M+ analyzed citations.
• ✓AI traffic attribution connecting visibility signals to site visitors.

Qwairy's six-module structure with ROI attribution and crawler analytics shows the market expects full-stack platforms that connect monitoring to measurable business outcomes.

• ✓10+ engines (ChatGPT, Claude, Perplexity, Gemini, Copilot, Grok, AI Overview, AI Mode, Mistral, DeepSeek) with no per-provider surcharges.
• ✓AI crawler analytics and referrer tracking for ROI attribution — Measure module tracks 15+ AI crawlers.
• ✓GEO Score (0-100) based on brand visibility (35%), SoV (25%), source citations (20%), sentiment (20%).
• ✓REST API and MCP integration for programmatic access.
• ✓Public pricing is tiered and credit-based, with Enterprise handled above the entry tiers.

AthenaHQ's credit-based packaging makes actual cost less obvious from a single headline price. Its crawler-management and analytics-integration positioning shows the market moving toward platforms that connect AI visibility with traditional analytics.

• ✓8+ AI platform monitoring with real-time sentiment intelligence.
• ✓Credit-based self-serve pricing and response-based packaging are publicly documented.
• ✓Dynamic robots.txt and llms.txt management for AI crawlers.
• ✓Google Analytics 4 and Search Console integration (Enterprise).
• ✓Athena Citation Engine (ACE) for enterprise content optimization.
• ✓Public offers and discounts may apply, but packaging remains credit-based rather than a simple flat usage tier.

Writesonic's bundling of GEO monitoring with full SEO content generation at $249/month sets a price-value benchmark for platforms offering both monitoring and content creation.

• ✓8 AI engine tracking including Meta AI and Grok.
• ✓ChatGPT Shopping visibility tracking for e-commerce brands.
• ✓Brand Presence Explorer with trend monitoring.
• ✓AI traffic analytics showing crawler visits by platform.
• ✓Integrated SEO and content agent with unlimited generation.

Semrush's 261M+ prompt database, Reddit analysis, and negative sentiment detection set the enterprise bar. Their 248K-post Reddit study is the strongest public evidence linking social discussion to AI citation outcomes. Available standalone or with Semrush One subscription.

• ✓261M+ prompt database across 15 regional databases powering prompt research.
• ✓Reddit Analysis automation finding competitor-cited threads where brand is absent.
• ✓Negative Sentiment Analysis surfacing domains contributing to unfavorable framing.
• ✓248K Reddit post study: Reddit is #1 cited on Perplexity (4%), #2 on SearchGPT (13%), #3 on AI Mode (9%).
• ✓Competitor research benchmarking against up to 4 competitors simultaneously.
• ✓Bundled with Semrush One subscription (from $199/mo or $165/mo annual).

Foglift's hourly monitoring cadence is the fastest in the market — no other competitor offers sub-daily refresh. Their planned multi-language support and AI content writer show the market converging on full-stack GEO workflows.

• ✓5 AI engine monitoring with up to hourly frequency — fastest cadence in the market.
• ✓Position tracking showing 1st/2nd/3rd mention rank in AI responses.
• ✓Weekly digest emails and webhook alerts for visibility changes.
• ✓Prompt-level breakdown showing exactly which queries trigger mentions.
• ✓2026 roadmap: browser-based queries, citation expansion, multi-language monitoring, AI content writer.
• ✓Pricing: Launch $49/mo, Growth $129/mo, Enterprise $299/mo.

Peec's $29M funding and 1,300+ customer base make it the second-most funded mid-market AI visibility tool. Extra fees for Claude/Gemini and credit-model packaging create cost uncertainty that full-access platforms can exploit. NYC expansion signals aggressive US market push.

• ✓6+ AI engine monitoring with daily automated tracking.
• ✓$29M in venture funding — second-highest funded pure-play AI visibility tool after Profound.
• ✓Multi-country monitoring (3-10+ countries) with Actions module on all plans.
• ✓Citation source analysis revealing which content URLs drive AI mentions.
• ✓Agency-focused pricing with 7-day free trial and Data Studio connector.

Profound's $96M raise at a $1B valuation makes it the highest-valued pure-play AI visibility company. Their 10% Fortune 500 penetration and G2 #34 ranking set the enterprise credibility bar.

• ✓$96M raised at $1B valuation (Series C, February 2026) — highest-valued AI visibility company.
• ✓10+ engine coverage with Agent Analytics for crawler/bot activity tracking.
• ✓AI-powered Agents generating content briefs and article drafts from visibility gaps.
• ✓Enterprise tier with SOC 2 Type II, SSO, and API access.
• ✓Serves ~10% of Fortune 500: Ramp, Figma, DocuSign, MongoDB, Zapier.
• ✓#34 on G2 Top 50 AI Products of 2026.

Surva.ai's direct CMS publishing to WordPress and Webflow raises the implementation bar for monitoring tools. Their bundled article generation per plan creates a clear content creation value proposition.

• ✓5 AI engine monitoring with daily scan frequency.
• ✓One-click AI-optimized article generation from visibility gaps.
• ✓Direct CMS publishing to WordPress and Webflow.
• ✓AI crawler logs showing when bots crawl your site.
• ✓Slack and Microsoft Teams alert integrations.
• ✓Tiered pricing with API access on higher plans.

SEOmonitor's keyword-to-prompt approach eliminates the prompt setup barrier — existing SEO workflows extend directly to AI visibility. 50K+ prompt variations per keyword creates comprehensive coverage from minimal user input.

• ✓Keyword-to-prompt approach generating 50K+ variations per keyword automatically.
• ✓3 AI model coverage (ChatGPT, Gemini, Perplexity) with LLM Switcher.
• ✓AI Search Presence and Citation metrics tied to real search volume.
• ✓Independent historical data per model for trend analysis.
• ✓Pro plans support simultaneous multi-model tracking.

Sona's structured benchmarking framework (50-100 queries by journey stage, 20% SoV target) and 17-check audit create a repeatable methodology that buyers find credible.

• ✓4 AI engine monitoring (ChatGPT, Perplexity, Claude, AI Overviews).
• ✓17-check AI visibility audit completing in under 30 seconds.
• ✓Share of Voice calculation with 20%+ competitive benchmark.
• ✓First-two-sentence mention = 5x consideration likelihood.
• ✓Buyer journey stage organization (awareness, consideration, decision).

Targetlytics' affordable entry point ($49/mo) and daily monitoring cadence appeal to SMBs. Their focus on three core platforms keeps the product simple but limits multi-engine coverage.

• ✓3 AI platform monitoring (ChatGPT, Perplexity, AI Overviews).
• ✓Daily monitoring cadence with weekly email digests.
• ✓Brand mention and competitor comparison tracking.
• ✓Citation source analysis with domain-level attribution.
• ✓Pricing from $49/mo for 50 prompts.

SE Ranking's hybrid approach bundling traditional SERP tracking with AI visibility appeals to teams already using SEO tools. The 14-day trial removes adoption friction.

• ✓Hybrid SEO + AI visibility tracking in a single platform.
• ✓3 AI platform monitoring (ChatGPT, Perplexity, AI Overviews).
• ✓14-day free trial with no credit card required.
• ✓Integrated with traditional SERP tracking and keyword monitoring.
• ✓Pricing from $129/mo.

At $79/mo, Trakkr fills the affordable SMB gap between free checkers and enterprise platforms. Their 4.7/5 rating suggests strong user satisfaction for the price point.

• ✓4 AI platform monitoring targeted at SMBs.
• ✓Automated weekly reports with competitor benchmarking.
• ✓14-day free trial, no credit card required.
• ✓Pricing at $79/mo — most affordable dedicated AI visibility tool.
• ✓4.7/5 rating on DemandSage 2026 comparison.

Alertmouse's free tier and alert-first approach appeals to teams wanting lightweight monitoring without dashboard overhead. At $120/year, it's the most affordable paid option in the market.

• ✓Free plan available with basic AI visibility monitoring.
• ✓Real-time alerts for visibility changes — alert-first workflow.
• ✓Paid tier at $120/year — lowest annual cost in the market.
• ✓Lightweight monitoring without dashboard complexity.

GetMentions is the first platform to combine monitoring with managed execution, but execution means paid placements — not organic citability improvement. This is a fundamentally different value proposition from organic visibility optimization.

• ✓4 AI platform monitoring: ChatGPT, Gemini, Google AI Mode, Perplexity.
• ✓Managed execution across 192,000+ partner websites — page-level insertions and domain-level placements.
• ✓Citation intelligence with source analysis and competitor gap identification.
• ✓Sentiment analysis with daily or weekly refresh options.
• ✓Starter at $85/mo (50 prompts, 1 brand, 1 market) — competitive entry pricing.
• ✓Enterprise custom pricing available.

Meltwater's 27,000+ organization distribution is massive but serves PR/comms teams, not SEO or content marketing. 48-hour refresh is slower than daily monitoring competitors. Enterprise-only pricing excludes SMBs and agencies.

• ✓7+ AI platform monitoring covering 90%+ of major LLMs.
• ✓AI-powered recommendations for improving visibility in LLM responses (mid-year 2026).
• ✓LLM-generated branded reporting for executive stakeholders (mid-year 2026).
• ✓Source attribution identifying journalists and high-authority sites that AI cites.
• ✓Mira AI Assistant expanded into Slack, mobile, and automated dashboard creation.
• ✓Enterprise-only pricing; no self-serve or free tier.
• ✓48-hour data refresh cycle.

Brandlight expands the enterprise competitive set beyond SEO-native AI visibility vendors. Its technical crawler module and publisher intelligence reinforce that buyers expect AI visibility platforms to connect answer monitoring, crawlability, partnerships, and executive reporting.

• ✓Visibility dashboard across AI engines with query intent and citation analysis.
• ✓Publisher performance intelligence for third-party sources shaping AI answers.
• ✓Technical analysis module for AI crawler, search bot, and agent access.
• ✓Cross-brand, cross-region command center for enterprise portfolios.
• ✓SOC 2 Type II compliance and enterprise support positioning.