Cross-modal embeddings with Marengo
Marengo converts text, audio, image, and video into embeddings, enabling cross-modal retrieval across different input types.
TwelveLabs is a video intelligence platform and API built to help teams search, analyze, and understand video content using multimodal AI. Its site describes two core foundation models: Marengo, which creates embeddings for cross-modal retrieval, and Pegasus, which generates text and supports deeper video reasoning.
The platform is aimed at developers and enterprises that need API-based video understanding for discovery, analysis, and workflow automation. TwelveLabs also offers tiered pricing, including a Free plan, a Developer pay-as-you-go plan, and Enterprise contracts, so teams can start small and scale as usage grows.
Marengo converts text, audio, image, and video into embeddings, enabling cross-modal retrieval across different input types.
The platform supports any-to-any search so users can find exact moments in large video libraries using natural language or other media.
Pegasus combines visual, audio, and speech information to generate text outputs and support video understanding tasks.
The product pages describe search, analyze, and embed workflows that can be used together to build discovery and analysis experiences.
The pricing page and model pages note support for video, audio, image, and text inputs, which broadens how teams can work with video content.
The home page says the platform can be customized and deployed on cloud, private cloud, or on-premise.
Search large video archives for exact scenes, spoken phrases, or visually similar moments using natural-language queries or other media inputs.
Generate summaries, captions, or question answers from video content when teams need text output instead of manual review.
Build discovery features that map user queries to relevant clips, moments, or assets inside a product or media library.
Use embeddings from video and other modalities to support semantic search, hybrid search, or anomaly-detection style systems.
Deploy video AI in environments that require cloud, private cloud, or on-premise options for operational control.
No. The pricing page says you can start on the Free plan without registering a credit card.
The site says free accounts begin with a Free plan, and you can upgrade to Developer by registering a credit card in the dashboard.
The pricing page says Free includes 600 minutes of usage for trying the platform, and that unused indexes can keep their remaining 90-day access after upgrading to Developer.
TwelveLabs positions the platform for search, analysis, embed, and analyze workflows over video content. The developer hub and product pages indicate it is built for API-based use.
CAMB.AI Streams dubs live audio in multiple languages in real time for broadcasts on platforms like YouTube, Twitch, and X. It plugs into existing live workflows using common streaming protocols and avoids a post-production step.
Tavus is an AI video platform for building real-time, face-to-face agents, digital twins, and AI companions. It combines APIs, custom replicas, and multilingual conversational workflows for developers and teams.
ClayHog 是一款 AI 搜索可见性平台,用于跟踪品牌在 ChatGPT、Gemini、Perplexity、Claude 和 Google AI Overviews 中的展示表现,帮助代理商、营销团队和 SEO 团队在一个仪表盘内监控引用、竞品、情绪和内容机会。
HiringPartner.ai is an autonomous AI recruiting platform for sourcing, screening, and interviewing candidates 24/7. It supports ATS-connected workflows, bulk resume uploads, and reviewable interview outputs for hiring teams.
Grok 是 xAI 开发的一款免费人工智能助手,旨在优先考虑真实性和客观性,同时提供实时信息访问和图像生成等高级功能。
Scite 是一款 AI 研究平台,可用于检索论文、查看引文语境,并获取基于学术文献的答案。支持研究人员、学生和团队评估全文来源、专利及相关研究材料中的证据。