| 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 Overview, and Perplexity separately. | AthenaHQ's plans name ChatGPT, Perplexity, Google AI Overviews, Google AI Mode, Gemini, Claude, Copilot, and Grok, plus additional models on request. Exact availability varies by 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. |