| What is it? | A managed analysis workflow with a customer dashboard. Viziquo models the market and buyers, runs buyer-style conversations, evaluates site and page readiness, reviews material evidence, tracks completed analyses, and converts findings into recommendations and tasks. | An ongoing AEO and GEO platform for prompt and demand intelligence, daily monitoring, competitor and citation analysis, automated interpretation, claim review, content and outreach action, integrations, attribution, and enterprise operations. |
| What is the primary value? | Human-reviewed interpretation and implementation guidance connecting buyer intent, organic discovery, recommendation strength, brand framing, citations, retrieved sources, competitor displacement, and technical readiness. | Continuous monitoring, investigation, execution, and measurement across AI platforms, prompts, competitors, sources, markets, content, outreach, and commerce workflows. |
| How are questions selected? | Viziquo creates a brand profile, competitive set, and buyer personas with goals, pain points, decision criteria, search objectives, and likely behavior before writing realistic questions by intent, context, discovery category, and response type. | AthenaHQ provides Prompt & Demand Intelligence, numerical Prompt Volume Estimation and Analysis, prompt variations, conversation context, and Enterprise persona targeting. Its public materials do not fully document the prompt-generation inputs and approval method. |
| How do personas affect the test? | Personas shape the research design, questions, response-dependent follow-ups, evidence analysis, findings, and reporting. | AthenaHQ supports ICP and buyer-persona insights and Enterprise persona targeting by buyer role. The public materials reviewed do not explain whether persona context is injected into every monitored response. |
| Does it test conversations? | Viziquo can run multi-turn conversations and ask response-dependent follow-ups where the buyer scenario warrants them. | AthenaHQ confirms prompt variations and conversation context. Its public methodology does not clearly document whether its standard monitoring uses adaptive follow-ups based on the preceding answer. |
| How often does it update? | Each Viziquo analysis creates a dated snapshot, and the dashboard can compare completed analyses. Rerun timing is scoped; Viziquo does not claim universal automatic daily collection. | AthenaHQ documents daily prompt monitoring and real-time account intelligence and alerts. Credit usage and purchased configuration determine practical scale. |
| Which AI platforms are covered? | Viziquo's current demonstrated methodology tests ChatGPT, Claude, Gemini, Google AI Mode, Google AI Overview, Grok, Microsoft Bing AI Answers (Copilot Search), and Perplexity separately. | AthenaHQ’s Starter plan currently lists ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini, Claude, Copilot, Grok, DeepSeek, Meta AI, and Mistral. Additional models are available on request. Confirm coverage for the selected plan. |
| How are competitors compared? | Reviewed analysis measures who appears where the brand is absent, then explains displacement by buyer, intent, question context, provider, evidence, framing, recommendation strength, and completed analysis. | AthenaHQ provides continuous competitor tracking, share of voice, benchmarking, prompt-level views, source gaps, competitive heatmaps, prioritized opportunities, and recommended actions. |
| How are citations analyzed? | Viziquo separates final-answer citations from sources retrieved before the answer, classifies source ownership and type, and connects the evidence to the tested buyer, provider, intent, context, and complete conversation. | AthenaHQ provides citation and source intelligence, high-impact source gaps, citation outreach, passage- and source-linked recommendations, and predictive citation scoring through ACE on Enterprise. |
| How is brand framing handled? | Human review evaluates tone, recommendation strength, dominant narrative, perceived strengths, recurring caveats, missing associations, direct competitive positioning, and differences by buyer and provider. | AthenaHQ provides sentiment and perception analysis, recommendation signals, mention alerts, crisis workflows, and Enterprise claim review and discrepancy detection. Ask Athena can interpret these signals using account data. |
| Does it include technical site checks? | Yes. Viziquo checks robots.txt, selected crawler access, sitemap discovery and parsing, llms.txt, and llms-full.txt at website level. | Yes. AthenaHQ documents crawlability analysis, inaccessible-page detection, technical factors, and dynamic AI-crawler management through smart robots.txt and llms.txt. |
| Does it include technical page checks? | Yes. Viziquo evaluates discovered URLs for fetchability, redirects, expected content, CAPTCHA or bot barriers, crawler access, indexability, metadata, canonical tags, structured data, and content extractability. | AthenaHQ documents inaccessible-page and crawlability analysis plus on-page recommendations. Its public pages do not list an equally detailed automated URL-level checklist, so exact coverage should be confirmed during evaluation. |
| Does it interpret the data? | Yes. A reviewer validates measurement design and material findings, evaluates signals together, rejects unsupported recommendations, sets priorities, and leads a findings session. | Yes. Ask Athena provides account-grounded answers and recommendations, and the platform prioritizes opportunities. Enterprise adds a certified specialist and white-glove enablement. |
| How do findings become work? | Reviewed recommendations explain the problem, consequence, missing evidence or asset, approach, impact, and support. Tasks can specify target assets, steps, verification, definition of done, context, expected contribution, and side effects. | The Action Center supports on-page and off-page actions, governed content creation, citation outreach, commerce work, ownership, review, distribution, and measurement. Some advanced capabilities require Enterprise. |
| Does it create or publish content? | Viziquo specifies the content, technical, positioning, comparison, or authority work. Implementation remains with the customer's team or partner unless separately included in the written scope. | AthenaHQ can create on-brand assets and connect to Shopify, Webflow, and Framer. Its workflows can take an opportunity from draft through review, distribution, and measurement. |
| Does it connect visibility with traffic or revenue? | Viziquo currently does not claim continuous first-party AI-referral, conversion, or revenue attribution. | AthenaHQ connects with GA4, Google Search Console, and Shopify to relate AI visibility to traffic, conversions, and commerce outcomes. |
| What is the output? | A dashboard with executive findings, visibility and framing analysis, trends, technical readiness, complete evidence, prioritized recommendations, implementation tasks, exports, and a findings session. | Recurring dashboards, prompt-level responses, source and competitor intelligence, Ask Athena, Action Center workflows, content and outreach output, integrations, exports, and plan-dependent enterprise reporting. |
| What does it cost? | Viziquo offers a free reviewed ChatGPT analysis. Full engagements are scoped in writing, with the complete price confirmed before paid work begins. No subscription is required. | Essential is free with 300 credits. Starter is currently $295 per month with 3,600 credits. Enterprise pricing and credits are custom. One credit equals one AI response; API access and extra Starter credits are paid add-ons. |