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10 best GEO tools in 2026

Your brand just lost a citation on ChatGPT, Perplexity cited a competitor instead of you on Google AI Overviews, and your team has no idea, because you are not tracking it yet. The blue-link SERP is no longer the only discovery surface that matters, and the brands that are not being cited are effectively invisible to a growing share of buyers.

16 min readPublished July 13, 2026By Oliver Grant

The scale of the shift is measurable. According to Dimension Market Research, the global GEO market is valued at USD 1,089.3 million in 2026 and is on a trajectory to reach USD 17,148.6 million by 2034. ChatGPT, Perplexity, Google AI Overviews, Claude, and Gemini now synthesize answers from cited sources before a user ever clicks a link. If you are wondering what an uncited brand loses in real terms, the cost of uncited calculator puts a number on it.

A 2026 benchmark compilation finds that 92% of marketers plan to optimize for AI search, yet only 40.6% are currently doing so. That gap represents both urgency and opportunity. The brands that measure and act first earn the citations; the ones that wait inherit the gaps.

Mentionova sits at the top of this list because it is the only platform in the category that tracks all six engines, including Reddit, delivers daily briefs with pre-drafted action items at its entry tier, and connects brands with partner agencies through a verified AI Visibility Marketplace. The tools that follow are covered factually, so you can evaluate the full category before making a decision.

The ten GEO tools below are among the most-discussed on the market as of mid-2026, with verified pricing, engine coverage, and feature details for each.

Key takeaways

  • The GEO tools market is growing fast: Market Decipher estimates it at $1.09 billion in 2026, on course to reach $32.92 billion by 2036.
  • Tracking Reddit as a distinct citation engine matters: it functions as a citation source inside AI answers and requires a separate engagement workflow that most tools do not support.
  • Daily briefs with ranked plays separate diagnostic platforms from pure dashboards, knowing you lost a citation is only useful if you know what to write next.
  • Multi-engine coverage changes the picture: a brand that appears on ChatGPT but not on Perplexity or Google AI Overviews has a different gap profile than raw mention rate suggests.

What makes a GEO tool worth using in 2026

Search Engine Land defines generative engine optimization as "the practice of positioning your brand and content so that AI platforms like Google AI Overviews, ChatGPT, and Perplexity cite, recommend, or mention you when users search for answers." That definition sets the baseline for what a tool needs to do: run the prompts buyers actually ask, log whether the brand appears in the answer, and tell the team what to do about gaps.

The best generative engine optimization software, per SitePoint's tools guide, monitors multiple generative systems simultaneously, ensuring visibility is not platform-dependent. A tool that tracks only ChatGPT misses what Perplexity, Claude, and Google AI Overviews are saying about your brand, which are often quite different. High-quality GEO tools measure citation frequency and source authority, not just mention presence.

The metrics that matter are: mention rate, share of voice, citation count, citation velocity, engine coverage, sentiment score, and AI visibility score. The GEO platforms that surface all of these at the prompt level give teams enough signal to prioritize content workflow decisions and outreach. Those that surface only a single aggregate score leave the team guessing about which engine or which prompt is underperforming.

A second, practical evaluation criterion is actionability. A platform that shows you a citation gap but does not tell you which source page the engine is citing instead, and what content would close the gap, transfers the analytical work back to the marketing team. The best tools generate a ranked opportunity list and a content brief, not just a dashboard.

GEO tools track whether a brand is cited inside AI-generated answers on platforms like ChatGPT, Perplexity, and Google AI Overviews. A useful GEO tool runs real buyer prompts across multiple AI engines, logs mention rate, share of voice, citation count, and sentiment per engine, and delivers ranked content actions to close visibility gaps.

At-a-glance comparison: top GEO tools in 2026

Tool Entry Pricing AI Engines Covered Tracked Metrics Daily Briefs Free Trial
Mentionova$99/mo annual (Starter, 3 engines)6: ChatGPT, Google AI Overviews, Perplexity, Claude, Gemini, Reddit (Scale+)Mention rate, SoV, citation count, citation velocity, engine coverage, sentiment score, AI visibility scoreYes (all plans)14-day
Profound$99/mo annual (Starter, ChatGPT only)Up to 10 (Enterprise)Citations, sentiment, ranking, competitive presenceNot publishedNot published
AthenaHQFree tier; $295/mo (Starter)8+ LLMsBrand mentions, citations, competitor visibility, sentimentNot publishedFree tier
Otterly.AI$29/mo (Lite, 15 prompts)7: ChatGPT, Google, Perplexity, Copilot, AI Mode, Gemini, ClaudeBrand visibility, relevance, brand safety, complianceNot publishedNot published
Peec AINot published11: ChatGPT, AI Mode, AI Overviews, Copilot, Perplexity, Gemini, Claude, GPT-5 Search, DeepSeek, Qwen, MistralVisibility, position, sentimentNot publishedNot published
Scrunch AI$250/mo (Core)4 (Core); 9 (Enterprise)Mentions, sentiment, misinformation, citations, prompt performanceNot published7-day
Goodie AI$399/mo (Explorer, 3 engines)3 (Explorer); 12+ (Enterprise)Brand/product presence, citations, sentimentNot published30-day money-back
PromptWatch$95/mo (Essential)11+ enginesBrand mentions, visibility scores, citation analytics, crawler logsNot published7-day
GeneoFree trial; $39.90/mo (Pro)4: ChatGPT, Perplexity, Google AI Overviews, GeminiShare of voice, citations, competitive positioningNot publishedFree trial
Temso$29/mo annual (Basic)ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, CopilotNot published in detailNot publishedNot published

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1. Mentionova

Mentionova is an all-in-one AI visibility tracking platform trusted by 70+ brands and agencies. It runs your category's real buying questions across six AI engines, ChatGPT, Google AI Overviews, Perplexity, Claude, Gemini, and Reddit, on a schedule you set, then logs every mention, citation, position, and sentiment per engine, per run. The platform follows a Track→Analyze→Optimize workflow: run the prompts, diagnose the leaks by engine and by source, then receive ranked plays ordered by expected citation lift.

No pixel, tag, or code installation is required. The first signal lands in approximately 2 minutes.

What sets Mentionova apart

  • Reddit as a tracked engine. Mentionova explicitly monitors Reddit alongside the five other AI engines on Scale plans and above. No other tool in this list documents Reddit as a distinct, scheduled tracking target.
  • Daily briefs with pre-drafted plays. Every Starter plan and above receives a morning brief with ranked action items, which source pages to publish, which comparisons to own, which threads to answer. The brief generates the to-do list, not just the data.
  • Seven tracked metrics per prompt run. Mentionova logs mention rate, share of voice, citation count, citation velocity, engine coverage, sentiment score, and AI visibility score, both a sentiment dimension and a separate AI visibility score, giving teams the full picture per engine, per run.
  • AI Visibility Marketplace. Mentionova is the only platform on this list with an opt-in directory where brands and agencies connect on verified AI visibility metrics. Profile data reflects actual run outputs, not self-reported figures. Listing is included with every plan.
  • Citation Velocity and Competitor Gap. Week-over-week citation earning and losing with anomaly flags; mention-rate distance to each rival with pipeline value attached.
  • Engine × Week Heatmap and Source Leaderboard. Visibility by engine visualized over time, and the domains AI engines are citing most in your category, so you can identify which third-party pages are pulling citations away from yours.
  • Content Workflows and Grids on Enterprise. The Enterprise plan adds a spreadsheet-style content grid where columns run LLM drafts, citation checks, brand-voice tests, and Search Console data. Every LLM column inherits a shared brand-voice profile, and cost is tracked per cell with a cap to prevent overspending.

Mentionova's Track→Analyze→Optimize workflow positions it squarely in the tools segment that is driving this growth, and the only platform in this list that extends from daily brand tracking through to Reddit citation-building and content grid execution without requiring a second tool.

Ideal for

  • B2B brands and product marketing teams that need daily visibility signals and pre-drafted content plays, not quarterly reports
  • Agencies running AI visibility programs for multiple clients, with the white-label reporting, per-workspace isolation, and portfolio view built in
  • Teams that want Reddit monitored alongside the major AI engines, with human-in-the-loop reply drafting
  • Brands moving from SEO rank tracking to AI citation tracking and needing to run the same questions across all six major answer surfaces

Mentionova plans and pricing

Mentionova's paid plans start at $99/month on annual billing for brands (Starter, 25 prompts, 3 engines, 14-day free trial) and $200/month for agencies (Launch, 50 prompts, 3 workspaces). Scale plans at $320/month annual add all six engines. Get started at mentionova.com.

2. Profound

Profound is a full-stack marketing platform for AI search visibility. It runs structured prompts across AI platforms daily, analyzing where and how a brand appears in responses, tracking citations, sentiment, ranking, and competitive presence. The platform also deploys autonomous marketing agents and tracks how sites are crawled and interpreted by AI engines.

Profound's Starter plan covers ChatGPT only at 50 prompts. The Growth plan adds 3 engines at 100 prompts. Enterprise expands to up to 10 engines, including ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Google Gemini, Microsoft Copilot, Meta AI, Grok, DeepSeek, and Anthropic Claude, with tailored prompt tracking, dedicated Slack support, SSO/SAML, and SOC2 compliance.

Key Features

  • Structured daily prompt runs across AI platforms with citation and sentiment logging
  • Autonomous marketing agents for content and outreach execution
  • Competitive presence tracking and site crawl interpretation by AI engines
  • Answer Engine Insights and Prompt Volumes dashboards
  • SSO/SAML and SOC2 compliance on Enterprise

Pricing

Starter: $99/month billed annually (ChatGPT only, 50 prompts, 1 seat). Growth: $399/month billed annually (3 engines, 100 prompts, 3 seats). Enterprise: custom pricing (up to 10 engines, multiple companies, dedicated support).

3. AthenaHQ

AthenaHQ is an AI search optimization platform that tracks brand mentions, citations, competitor visibility, and sentiment across 8+ LLMs, and provides automated content optimization recommendations and on-page and off-page action guidance.

Coverage includes ChatGPT, Perplexity, AI Overviews, AI Mode, Gemini, Claude, Copilot, Grok, with additional models available upon request.

Key Features

  • Unified command center tracking 8+ LLMs simultaneously
  • Brand mentions, citations, competitor visibility, and sentiment dashboards
  • Automated content optimization recommendations with on-page and off-page actions
  • Prompt-level visibility, sentiment, and citation analysis
  • Credit-based usage model (1 credit = 1 AI response)

Pricing

Essential: Free ($25 free credit, 300 credits). Starter: $295/month (3,600 credits/month, $300 free credit, 17% off on annual plan). Enterprise: custom pricing.

4. Otterly.AI

Otterly.AI is a brand monitoring and GEO platform that tracks where a brand appears across AI search engines. Per the platform's own documentation, it scores outputs on relevance, brand safety, and compliance, and provides analytics on AI-generated results. Coverage spans ChatGPT, Google, Perplexity, Microsoft Copilot, Google AI Mode, Google Gemini, and Claude.

Key Features

  • Brand visibility tracking across 7 AI engines
  • Relevance score, brand safety score, and compliance scoring per output
  • Analytics on AI-generated results with prompt-level monitoring
  • Scale pricing with add-on prompt blocks ($99 per 100 additional prompts)
  • Usage-based model scaling to enterprise contracts

Pricing

Monthly: Lite $29/month (15 prompts), Standard $189/month (100 prompts), Premium $489/month (400 prompts). Annual (15% off): Lite $25/month, Standard $160/month, Premium $422/month.

Want to know which engines cite you and which cite your competitors instead? Run a free report and see mention rate, share of voice, and citation gaps across six engines.

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5. Peec AI

Peec AI is an AI search visibility and analytics platform that tracks how often a brand appears inside AI-generated responses across tools like ChatGPT, Perplexity, Google AI Overviews, Gemini, and Microsoft Copilot. Per the platform, it uses UI-level scraping to simulate real user interactions with AI engines and measures share of voice and citation rate across large language models, logging the prompt, position, and cited sources for each brand mention.

Coverage as documented by the vendor includes ChatGPT, AI Mode, AI Overviews, Microsoft Copilot, Perplexity, Gemini, Claude Sonnet 4, GPT-5 Search, DeepSeek, Qwen, and Mistral. The Advanced tier adds multi-country tracking and Looker Studio integration.

Key Features

  • Daily (or weekly) brand tracking across 11 AI search platforms
  • Visibility, position, and sentiment metrics per platform
  • Multi-country tracking on Advanced plans
  • Looker Studio integration (Advanced tier)
  • API access and SSO on Enterprise

Pricing

Plan prices are not published on the vendor's pricing page.

6. Scrunch AI

Scrunch AI describes itself as an AI Customer Experience Platform. It monitors how brands appear across AI search engines, audits and optimizes site content for AI agent consumption, and uses an Agent Experience Platform (AXP) to detect AI agents at the edge and serve AI-optimized content. Scrunch AI tracks brand mentions, sentiment shifts, misinformation, citations, and prompt performance across leading AI search platforms.

The Core plan covers ChatGPT, Perplexity, Google AIO, and Copilot. Enterprise adds Claude, Gemini, Meta AI, Google AI Mode, and Grok.

Key Features

  • Brand mention, citation, and sentiment tracking across AI search platforms
  • Site auditing for AI agent readiness (5 audits/month on Core)
  • Agent Experience Platform (AXP) on Enterprise for AI-agent content optimization
  • Monitoring, insights, knowledge hub, and journey mapping capabilities
  • SSO and dedicated account team on Enterprise

Pricing

Core: $250/month (125 prompts, 5 site audits/month, 1 brand workspace, 5 user licenses, 4 LLMs, 7-day free trial). Enterprise: custom pricing (custom prompts, AXP, full site audits, expanded model coverage, API access, SSO, 9 LLMs).

7. Goodie AI

Goodie AI is an AI search and LLM visibility platform focused on Generative and Answer Engine Optimization, helping brands monitor how they are seen, cited, and represented across AI answer engines. The platform follows a four-step closed loop: Research (understand real customer prompts and visibility opportunities), Monitor (track mentions, citations, sentiment, competitive share), Action (identify optimization gaps and execute improvements), and Measure (connect visibility to business outcomes). Integrations include Google Analytics, Google Search Console, Bing Search Console, Vercel, WordPress, and Cloudflare.

Explorer covers 3 engines (ChatGPT, AI Overviews, Perplexity) at 100 prompts. Pro and Enterprise extend to Gemini, Copilot, Rufus, Claude, AI Mode, Meta, DeepSeek, Grok, and Amazon Rufus.

Key Features

  • End-to-end closed-loop system across Research, Monitor, Action, and Measure
  • Brand and product presence tracking across up to 12 AI engines (Enterprise)
  • Citations, mentions, sentiment, and competitive share dashboards
  • GA4, Search Console, and Bing Search Console integrations
  • Revenue attribution connecting visibility to business outcomes

Pricing

Explorer: $399/month (3 engines, 100 prompts, 3,000 AI responses/month, 3 seats, 30-day money-back guarantee). Pro: demo required (6 engines including Gemini, Copilot, Rufus; 250 prompts; 7,500 AI responses/month; 5 seats). Enterprise: demo required (up to 11 engines, 500+ prompts, 10+ seats).

8. PromptWatch

PromptWatch monitors how brands are represented in AI-generated answers across ChatGPT, Claude, Perplexity, Gemini, and Google AI Overviews, tracking brand mentions, visibility scores, citation analytics, and crawler logs. The platform also tracks AI crawler activity in real time, logging when AI systems from ChatGPT, Gemini, and others read specific pages. A Content Agent capability uses AI agents to generate content based on real citation data.

Coverage per the vendor includes ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Anthropic Claude, Google Gemini, Facebook (Meta) Llama, DeepSeek, Grok, and others, with infrastructure integrations for Cloudflare, Fastly, and Vercel.

Key Features

  • Prompt tracking: brand monitoring inside AI responses across 11+ engines
  • Agent Analytics: real-time AI crawler log tracking per page
  • Citations Analysis: which citations drive visibility and what content gets recommended
  • Content Agent: AI-generated articles based on citation data
  • AI visibility score, sentiment, and share of voice monitoring

Pricing

Essential: $95/month (1 project, 6,000 responses, 5 AEO articles). Professional: $245/month (2 projects, 18,000 responses, 15 AEO articles). Business: $579/month (5 projects, 42,000 responses, 30 AEO articles). Custom plan available. 7-day free trial.

9. Geneo

Geneo is an AI visibility monitoring and GEO platform that tracks how brands appear in AI-generated answers across ChatGPT, Perplexity, Google AI Overviews, and Gemini, using scheduled prompts to record brand presence, position, and cited sources. The platform continuously monitors brand mentions and rankings, analyzes share of voice and citation sources, and provides AI-driven content recommendations to improve visibility. Geneo offers real-time multi-platform monitoring of brand visibility, competitor analysis, trend insights, and performance metrics for AI-driven search engines.

Key Features

  • Real-time brand mention and ranking monitoring across 4 AI engines
  • Share of voice, citation sources, and competitive positioning dashboards
  • AI-driven content recommendations
  • Competitor analysis and trend insights
  • Free trial with access to ChatGPT, Perplexity, and Google AI Overviews

Pricing

Free Trial: $0 (50 trial credits, 1 workspace, monitors ChatGPT, Perplexity, Google AIO). Pro: $39.90/month (1,000 credits/month).

10. Temso

Temso is a generative search and analytics platform that helps brands understand and optimize how their content surfaces in AI-generated answers, providing dashboards for AI visibility, query coverage, and competitive benchmarking across major LLM interfaces. The platform collects data from real user interfaces rather than APIs to monitor how AI search engines discover and represent a brand. An AI agent monitors visibility, identifies opportunities, and prioritizes and executes actions within user-defined guardrails.

Coverage includes ChatGPT, Claude, Gemini, Perplexity, Google AI Overviews, Copilot, and other AI search engines.

Key Features

  • AI agent-driven visibility monitoring and opportunity execution
  • Dashboards for AI visibility, query coverage, and competitive benchmarking
  • Real user interface data collection (not API-only)
  • Unlimited projects and seats across all plans
  • Annual and monthly billing options

Pricing

Basic: $29/month billed annually. Growth: $199/month billed annually. Professional: $499/month billed annually. Enterprise/Agency: custom pricing. Monthly billing available (15% savings on annual).

Mentionova tracks all six engines, ships a daily brief with ranked plays, and starts at $99/month on annual billing with a 14-day free trial.

See current plans →

What to look for when choosing a GEO tool

Every tool in this list tracks AI citations in some form, but the differences in approach shape what the data can actually drive. Here are the four questions that separate useful platforms from reporting-only dashboards.

Engine coverage and scheduling. Confirm which engines a tool covers and how often it re-runs each prompt. The strongest GEO platforms in 2026 include sentiment tracking across all monitored surfaces and competitive benchmarking. An answer on Perplexity this morning may differ from one two weeks ago. Tools that run daily give the team actionable signal, not a quarterly snapshot.

Metrics depth. A single "visibility score" aggregated across all engines hides which engine is winning and which is losing. Look for per-engine, per-prompt breakdowns of mention rate, share of voice, citation count, citation velocity, and sentiment. Tools that log the source page the engine cited when it did not cite your brand give content teams a direct brief.

Actionable outputs. GEO dashboards without action mapping, which content to create, which gaps to close, how to measure results, are considered low-value. Ask whether the platform generates a content brief, a source-page recommendation, or only a gap score. A scored gap with no brief transfers the analytical work back to the team.

Reddit monitoring. Reddit functions as a cited domain inside AI answers. Tools that monitor Reddit as a distinct surface, and provide a workflow for drafting and posting replies with human approval, support a source-building strategy that pure LLM trackers miss.

Common mistakes teams make when starting GEO

Teams new to GEO tracking often replicate their SEO keyword strategy, they track branded queries, look for a rank position, and report monthly. The three mistakes this produces are: too few prompts (missing the informational and comparison queries buyers actually ask AI assistants), infrequent runs (monthly monitoring misses drift that can reverse in days), and no Reddit coverage (which leaves one of the most-cited AI citation sources untracked).

A second common error is choosing a tool based on entry-level price alone. A low-cost entry plan that tracks a limited prompt set with no daily brief produces data that requires significant analyst time to interpret and act on. A plan that delivers pre-drafted plays each morning may return far more value per dollar spent, depending on team capacity.

The third error is treating GEO as a separate channel from content strategy. The tools that generate the highest ROI connect the citation gap directly to a content brief, so that the moment the platform flags a lost citation, the content team has the angle, the trusted sources, and a draft article seed ready to act on.

Explore what Mentionova's Track→Analyze→Optimize workflow surfaces for your brand: get your first AI visibility signal in about 2 minutes.

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FAQ

Questions, answered.

What metrics do GEO tools use to measure brand visibility in AI-generated answers?+
The core GEO metrics are mention rate (how often the brand appears in AI answers), share of voice (the brand's citations as a percentage of all citations in a prompt set), citation count, citation velocity (week-over-week change with anomaly flags), engine coverage (how many of the tracked engines cite the brand), sentiment score, and AI visibility score. Search Engine Land's 2026 GEO playbook advises practitioners to track AI citation frequency, share of voice in AI platforms, citation sentiment, and AI-referred traffic as distinct KPIs, separate from traditional SEO metrics.
How does GEO differ from traditional SEO?+
GEO describes what SEO becomes when the answer happens inside the search box instead of after the click, with generative engines outputting a synthesized paragraph with embedded citation badges rather than a list of links. SEO optimizes for ranking on a list of links; GEO optimizes for being cited inside an AI-generated answer. The technical implication is that GEO tools query AI engines directly to log whether a brand appears inside the generated answer, rather than checking position in a SERP.
Which AI platforms should GEO tools cover in 2026?+
The minimum useful coverage set is ChatGPT, Google AI Overviews, Perplexity, and Gemini. Claude and Reddit add meaningful coverage beyond that minimum. Enterprise tools in this list extend further to Microsoft Copilot, Meta AI, Grok, DeepSeek, and AI Mode. Coverage decisions should be driven by where your buyers actually search and which surfaces appear most frequently in your category's AI-generated answers. Mentionova tracks all six of these surfaces, ChatGPT, Google AI Overviews, Perplexity, Claude, Gemini, and Reddit, so coverage decisions are not constrained by the platform.
How many prompts should marketers track to measure GEO performance effectively?+
Start with the 10 to 20 business-critical queries, the questions buyers ask at each stage of the decision journey, and run them for at least 30 days before drawing conclusions. A 30-day sample gives enough signal to identify whether gaps are engine-specific or content-specific, and whether they are consistent or fluctuating. Prompt sets should include informational queries ("what is the best X for Y"), comparison queries ("X vs Y"), and category queries ("top X tools").
How do GEO tools help marketing teams take action on visibility gaps?+
The most actionable platforms score each gap on a 0-1 scale weighted by citation cost and winnability, then generate a pre-written content brief with the title, angle, sources the engines currently trust, and an AI-generated article seed. Mentionova's AI content optimization product detects gaps nightly, scores them, and delivers a brief ready to ship, so the content team starts from a ranked opportunity list, not a raw data export.
Do GEO tools replace SEO tools or work alongside them?+
GEO tools are additive to SEO tools, not replacements. SEO tools track ranked positions in blue-link SERPs; GEO tools track citation presence inside AI-generated answers. Because AI engines often cite third-party pages, forum threads, and sources that rank poorly in traditional search, the two data sets frequently diverge. Teams running both get a complete picture of discovery across both surfaces.
Can GEO tools track Reddit citations specifically?+
Most tools in this list do not document Reddit as a distinct, scheduled tracking target. Mentionova tracks Reddit as one of its six engines starting at the Scale plan, and includes a Reddit engagement workflow, thread discovery, AI-drafted replies in brand voice, and human-controlled approval, to help brands build real citations on the threads AI engines already index.
What is the difference between AEO and GEO?+
Answer Engine Optimization (AEO) focuses on structuring content so AI assistants can extract and surface direct answers, while Generative Engine Optimization (GEO) focuses on earning citations inside AI-synthesized responses across platforms like ChatGPT, Perplexity, and Google AI Overviews. In practice, many platforms cover both use cases in a unified dashboard.
What does a GEO tool's free trial typically cover?+
Trial scope varies: Mentionova offers a 14-day free trial on all self-serve brand and agency plans. AthenaHQ offers a free tier with 300 credits and no time limit. Geneo provides a free trial with 50 credits across 3 engines. Scrunch AI and PromptWatch both offer 7-day trials. Goodie AI's Explorer plan includes a 30-day money-back guarantee.
How often should GEO prompts be re-run to catch visibility changes?+
Daily prompt runs are the recommended minimum in 2026 because AI engine outputs can shift within days as models update, new content is indexed, or competitor citations change. Monthly monitoring misses this drift entirely. Tools that offer daily scheduled runs, and surface anomaly flags on citation velocity, give teams enough lead time to respond before a gap compounds.