Ossvy
Ossvy is a web-based AI search visibility platform for marketing and SEO teams, agencies, and organizations monitoring how brands appear in AI assistant responses. It runs buyer prompts across services such as ChatGPT, Gemini, Claude, Perplexity, Microsoft Copilot, and Grok, then records mentions, positions, citations, sentiment, and competitor share of voice over time. Dashboards and reports help teams review the sources behind responses and identify visibility gaps. Ossvy also provides prioritized content, FAQ, and structured-data recommendations, with publishing workflows for Webflow and WordPress. Agencies can manage client projects and create white-label reports. Plans vary by tracked prompt volume, AI engines, markets, team seats, and features; API access is listed for certain higher-tier plans. The service is delivered through a web app.
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Elmo
Elmo is an open-source AI visibility platform for answer engine optimization (AEO) and generative engine optimization (GEO). Marketing and SEO teams use it to track how AI answer engines mention, cite, and describe their brands across prompts and models. Users schedule prompt checks, compare brand mentions and share of voice against competitors, review sentiment and position, inspect cited domains and URLs, and explore query fan-out and prioritized content opportunities. The dashboard provides per-prompt results, model-level comparisons, and visibility trends. Elmo is available as a managed cloud service or as a self-hosted Docker Compose application that teams can run on their own infrastructure. Cloud plans provide REST API and MCP access; agencies can request white-label deployments. Self-hosted users can configure AI and scraping providers and retain data in their own PostgreSQL instance.
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Depra AI
Depra AI is a web-based AI visibility tracking tool for consumer brands and teams that want to understand how AI search answers describe their products. It checks buyer questions in ChatGPT with web search, Gemini, Google AI Overviews and Perplexity, then stores the answers and cited pages for review. Users can compare brand mentions with competitors, monitor visibility, average position, sentiment and share of voice, and review suggested actions for improving how their sites appear in AI answers. The platform supports questions in English and Hinglish across 40 markets, with reporting features that include CSV exports and cited-source analysis. Plans are organized for individual brands, growing teams and agencies managing multiple client projects. A read-only MCP server also lets supported AI applications retrieve workspace and project data.
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Lighthouse Local
Lighthouse Local is a web-based AI visibility and local search monitoring platform for small businesses and the marketing agencies that serve them. It checks how ChatGPT, Gemini, Claude, Perplexity, and Google AI answer tracked customer questions, showing when a business is mentioned, which competitors appear instead, and which pages or domains are cited. The dashboard reports an AI visibility score, trends, tracked prompts, and competitor comparisons, then turns visibility gaps into a prioritized list of suggested fixes. It also offers website health and AI-readiness checks, Google Business Profile and review monitoring, and organic search ranking data. Agencies can manage multiple client sites and provide white-label reports on higher-tier agency plans. A Model Context Protocol (MCP) connection lets supported AI assistants query Lighthouse Local account data.
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