| Primary use case | Connect brand context, creative production, media, social publishing, reporting, and SEO article workflows. | Measure and improve brand visibility across generative answer engines. |
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| AI-search monitoring | Production-ready Oolook AI-search monitoring is not assumed or claimed. | Provides documented AI visibility, AEO, and GEO monitoring across more than 17 engines. |
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| Engine coverage | Current production answer-engine coverage requires separate verification. | Documents ChatGPT, Google AI Mode, AI Overviews, Gemini, Perplexity, Claude, Copilot, Grok, DeepSeek, Mistral, Muse Spark, and additional variants. |
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| Prompt tracking | Equivalent production prompt tracking is not claimed. | Supports unlimited term creation with credit-based execution and schedules ranging from hourly to monthly. |
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| Prompt research | Oolook's established research scope centers on SEO article workflows. | Prompt Research and Prompt Decoding support semantic intent and topic analysis. |
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| Geographic coverage | Equivalent production geographic AI visibility monitoring is not claimed. | Markets support for all regions and more than 240 regions and languages. |
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| Brand mentions | Equivalent production mention monitoring is not claimed. | Tracks brand detection, visibility, answer position, sentiment, topics, and historical movement. |
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| AI share of voice | Equivalent production AI share-of-voice monitoring is not claimed. | Compares visibility and share of voice against competitors across prompts and engines. |
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| Citations | Equivalent production citation tracking is not claimed. | Tracks citation volume, domains, URLs, attribution type, position, context, sentiment, and historical trends. |
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| Source intelligence | Oolook's Media Library and SEO workflows serve a different function. | Provides source boxes, top-domain views, owned and third-party source analysis, and citation opportunity insights. |
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| Competitor analysis | Supports competitor research inside established SEO content workflows. | Automatically identifies competitors and compares visibility, citations, sentiment, topics, engines, and history. |
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| Page audits | Supports article evaluation, editing, reevaluation, and optimization. | Provides page AI-readiness audits with technical checkpoints and actionable recommendations. |
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| AEO recommendations | Current production AEO recommendations require separate verification. | Provides Scout insights, page recommendations, prompt gaps, and beta actionable recommendations. |
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| Traditional SEO | Provides a researched and evaluated SEO article workflow. | Provides AI-readiness audits and beta GA4 or GSC connections, but a complete traditional rank, backlink, and SERP suite was not verified. |
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| Content creation | Creates captions, images, coordinated carousels, moodboards, and researched SEO articles. | Full article creation, social content generation, and creative production were not verified as core capabilities. |
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| Social publishing | Supports drafts, destination controls, validation, schedules, publishing, queues, retries, and statuses. | Social drafting, scheduling, and publishing were not verified. |
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| Creative production | Provides image generation, carousel creation, moodboards, background removal, resizing, grading, and upscaling. | Creative image, carousel, moodboard, and media-processing workflows were not verified. |
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| Media Library | Provides brand-specific uploads, generated assets, search, processing, organization, and reuse. | A comparable marketing Media Library was not verified. |
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| Reporting | Provides available profile and post reports within each brand workspace. | Provides AI visibility dashboards, custom widgets, exports, shareable reports, white-labeling, and Looker Studio on eligible plans. |
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| API and MCP | Public API and MCP access are not positioned as established Oolook advantages here. | Provides REST API access on higher plans and read-only MCP access for supported external AI assistants. |
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| Collaboration | Uses separate brand workspaces and plan-dependent collaboration. | Provides multiple brand dashboards, unlimited seats on selected plans, permissions, agency resources, and shareable dashboards. |
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| Credit model | Credits pay for creative, Copilot, media, caption, and SEO processing. | Credits pay for AI-engine monitoring queries, with different engines consuming different amounts. |
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| Free access | Offers an available Free plan with current limits loaded from the pricing API. | Does not offer a permanent Free plan. A reviewed seven-day Pro trial is available. |
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| Overall relationship | Broader marketing execution platform. | Specialized AI visibility, citation, competitor, and diagnostic layer that can complement execution tools. |
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