James Cadwallader
Mentionly has raised $180M to build the AI platform for marketing. CEO James Cadwallader writes why AI is creating more work for marketers, and how AI Marketer brings company context and agents together to help teams do it.
Garrett Gomez 和 Shira Amit
Command Center in Mentionly gives marketing leaders a single view of how their team uses marketing Agents, the hours that work returns, and how adoption compares to peers.
Helen Martin 和 Jack Traina
Mentionly 推出 Sheets 模板，作为团队将 Sheets 用于最常见场景的起点。
Allison Huang
即使底层问题相同，答案引擎也会给不同人不同推荐。我们对 71,147 条回答的分析揭示收入、年龄、性别与职业如何塑造品牌提及、引用与搜索行为。营销人应按受众而非仅按平台追踪 AI 可见度。
Garrett Gomez 和 Aryan Chaudhary
通用 AI 给出通用建议、产出通用工作。Mentionly 的 Context Manager 是业务知识存放、结构化并应用的层，让 AI 营销官能建议最有影响、最定制的工作，并在无需人工干预下交付最高质量产出。
Ryan Van 和 Araceli Camet
Mentionly 智能体现可在 Adobe Experience Manager 中直接列出、搜索、获取、创建与更新 Content Fragments，打通从洞察到发布更新的闭环。
Matthew Huo 和 Joey Adelman
查看被引 YouTube URL 及结构化详情：频道、视频与视频分类。
Joey Adelman 和 Matthew Huo
对每条被引 URL，Mentionly 按周追踪引用次数，展示引用的完整生命周期。
Nick Lafferty
面向营销人的三个 Mentionly MCP 工作流：用实时引用数据比较竞品页面、拉取品类报告、构建 AI 智能体。
Helen Martin 和 Nitish Natarajan
FactCheck 捕捉关于你品牌的不准确说法。现已与 Noble 的 Mention Refresh 集成，修正源材料比以往更容易。
Matthew Huo 和 Achintya Ashok
Mentionly 现已作为 Anthropic 官方连接器可用。
Helen Martin 和 Josh Prunty
不确定下一步用 AI 搜索数据构建什么？头脑风暴模式引导你从宽泛目标到范围明确、可立即运行的智能体。
多位作者
AI engines make claims about your brand that aren't true. FactCheck measures what's accurate, what's wrong, and which sources are driving the errors.
多位作者
Introducing Pages in Mentionly, the unified view of your content's citations, bot activity, and page health.
Dylan Babbs
GPT-5.6 是 OpenAI 最新旗舰模型家族，引入 Sol、Terra 与 Luna 层级，支持从前沿推理到高吞吐生产负载的一切。为智能体工作流、编码、研究与企业知识工作而构建，GPT-5.6 在广泛业务用例中交付能力、可靠性与效率的有意义提升。
Dylan Babbs
Grok 4.5 is SpaceXAI's newest flagship model, designed for agentic workflows, and knowledge work.
多位作者
Projects turns your AEO data into a ranked list of opportunities, each broken into tasks with an agent ready to do the work. Less analyzing, more acting.
Alireza Farhadi 和 Helen Martin
Mentionly's Prompt Research Report runs 1.5+ billion real user prompts through a proprietary ranking and clustering model so you can choose prompts based on data, not guesswork.
Matthew Huo 和 Jack Traina
现可将智能体与 Sheets 排序到文件夹、子文件夹与收藏。
Helen Martin 和 Araceli Camet
在 Slack 中向 Mentionly 提问并创建 Projects，无需离开 Slack。
多位作者
通过 MCP 将 CMS 工具、项目追踪、团队沟通等连接到 Mentionly。
Helen Martin 和 Brandon Punturo
推出 Mentionly Index：AI 搜索的权威排行榜。
Dylan Babbs
Mentionly 新增对 Claude Fable 的支持
多位作者
Mentionly 是想在 AI 时代取胜的营销人开展工作的地方。他们在这里做可见度、情绪与准确性分析，构建营销智能体，发现机会、生成内容并据洞察行动。因此，文档 也落在这里，再自然不过。
Garrett Gomez 和 Siddharth Chandrappa
Tools for tracking sentiment in AI responses existed, but most stop at the surface. They tell you sentiment ticked up or down, maybe break it down by platform, and leave the hardest part to you: figuring out what's actually driving the shift and what to do about it. That's where AEO strategy stalls. We rebuilt Sentiment in Mentionly to fix that.
多位作者
技能 are reusable instruction sets you create once and apply anywhere you generate content in Mentionly. Configure your team's writing style, AEO best practices, or content guardrails as a Skill, then plug it into your workflows without having to repeat yourself.
多位作者
借助 Mentionly 与 PartnerStack 规模化激活合适的联盟出版物。
多位作者
Mentionly 与 Noble 现可自动化将品牌置入关键第三方引用。
Helen Martin 和 Achintya Ashok
Mentionly's MCP now connects agents to a knowledge graph and 15 new capabilities built for how Marketing Engineers actually work. For retailers, a reframe is critical. Answer engines shortlist products and guide purchase decisions long before shoppers ever reach retail or ecommerce websites. This compresses the shopping funnel and makes traditional search insufficient as a primary customer acquisition channel. Instead, retailers need to ensure answer engines recommend them throughout the shopping journey. This requires understanding how shoppers use answer engines for Christmas gifting, how to earn mentions and citations in relevant AI responses, and how to maximize visibility across AI search. This report gives you that edge. It draws on real shopper behavior from Christmas 2025, analyzed through Mentionly’s AI visibility lens, illustrating how people use AI to shop for the holiday. It also provides actionable takeaways, revealing how to optimize e-commerce products before the 2026 season ramps up so you can win the AI shelf this Christmas.
Joey Adelman 和 Helen Martin
端到端示例叠加在我们的 REST 参考之上，带你从「我要这个数字」到可运行代码。
Dylan Babbs
未来数周与数月我们将交付的，是以往任何发布都更大的变革。内部非常兴奋，我们也想与客户分享我们对未来的思考。
Brandon Punturo 和 Eliza Kraule
Mentionly 客户现可精确看到站点与页面在 AI 引用上相对 Mentionly 智能体分析网络同行的排名。
Helen Martin 和 Manik Narang
Mentionly's two new Agent Analytics nodes, Bot Visits and Human Referrals, bring AI bot and Answer Engine referral data directly into Mentionly Agents.
Matthew Huo 和 Jack Traina
分享 real-time Mentionly dashboards with anyone.
Garrett Gomez 和 Jack Traina
OpenAI 上线了自助式 ChatGPT Ads Manager，向任何美国广告主开放平台，取消此前 5 万美元最低花费门槛，并在现有 CPM 模式之外引入 CPC 竞价。我们在同一天为 Mentionly 智能体上线了四个 OpenAI Ads 节点，让营销人能在智能体工作流中使用这些数据。
Helen Martin 和 Siddartha Mishra
智能体的表现取决于它所拥有的上下文。Mentionly 的知识库为你的智能体提供品牌语气、产品细节与信息准则，产出真正属于你的成果。现在，你可以直接将知识库与 Notion、Google Drive 集成。
Matthew Huo 和 Jack Traina
Mentionly customers can now talk to their AI Search data.
Matthew Huo 和 Jack Traina
Iteration 节点将一组步骤封装在智能体内。你构建一次步骤，传入项目列表，每个项目同时通过封装步骤运行。
Garrett Gomez 和 Jack Traina
Framer 用户现在可以用 Mentionly 智能体把从洞察到内容创作的交接收拢。Mentionly 智能体现可直接读写你的 Framer CMS，因此智能体产出的内容可直接以 CMS 条目暂存上线，无需离开工作流。
Jack Traina 和 Garrett Gomez
熟悉的类电子表格界面，每一行都是独立的智能体运行、拥有自己的上下文，因此你可以并行处理数百个输入。用几分钟而非数周完成的结构化工作流，倍增营销团队效能。
Rohan Jain 和 Helen Martin
Mentionly Agents now connect to Vercel v0, letting you generate and deploy landing pages, no code required, using your Mentionly AEO data as the foundation.
Matthew Huo 和 Jack Traina
Mentionly 智能体现可原生连接 Webflow，将 CMS 变成自动化的活跃端点。
Helen Martin 和 Joey Loi
现可用自定义仪表盘构建完全可配置、可分享的 Mentionly 数据视图。
多位作者
你现在可以把 Google Search Console 数据直接拉入任意智能体，并与 Mentionly 的答案引擎数据结合，驱动报告、内容创作、监测与优化。全程无需离开 Mentionly 平台。
Garrett Gomez 和 Jack Traina
营销人现可将提示词量级数据直接拉入任意 Mentionly 智能体，驱动内容创作、竞争分析、报告与监测工作流，全在一个平台。
Matthew Huo 和 Jack Traina
借助 Google Suite 集成，智能体可发邮件、创建与获取文档、读写电子表格数据，并从任意 deck 拉取上下文。
Garrett Gomez 和 Jack Traina
Mentionly 智能体现可在 Gamma 内直接生成演示、文档与网页，作为任意自动化工作流的一部分。无需导出数据到另一工具重建，智能体将上游节点输出在 Gamma 中变成可分享的成品资产，无需人工交接。
Garrett Gomez 和 Jack Traina
We built Mentionly's new Google Search node to bring real-time Google SERP data directly into your Agents, so you can monitor, analyze, and act on search intelligence without ever leaving the platform.
Garrett Gomez 和 Ian Armstrong
If your store runs on Shopify, you've had no way to see if your webpages are getting cited in LLMs. Mentionly has partnered with Nostra to change that, and now brings full Agent Analytics capabilities to Shopify brands for the first time.
Brandon Punturo
79% 的提示词从未触发购物。不是很少，而是在九个月数据中从未触发。会触发的那些惊人粘：次日再次触发的概率为 83%。但这种持续性会衰减，模型更新可一夜重置。我们追踪跨 13,000 个品类的 2600 万条提示词，映射购物实际出现的位置、触发一致性，以及对围绕几乎很少开启的表面制定策略的品牌意味着什么。
Siddharth Chandrappa
Asset Hierarchies 让你单独追踪产品、功能与其他子资产，同时仍将其可见度汇总到整体品牌表现。在大局背景下获得细粒度洞察。
多位作者
Our newest CMS integration node for Mentionly Agents brings native Contentful support to your AEO automation stack.
Matthew Huo 和 Jack Traina
营销团队将 Knowledge Bases 上传到 Mentionly 后，智能体获得公司特定信息的单一事实来源。这意味着智能体每次代表你执行营销动作时都能拉取正确的品牌上下文。
Matthew Huo 和 Jack Traina
把 Slack 节点加入 Mentionly 智能体，帮助营销团队保持对齐，并自动通知你来自 Mentionly 实例的任何相关更新。例如，不必手动检查品牌在 AI 搜索中的可见度与情绪更新，你可以构建在工作地点出现的周期性提醒。
Garrett Gomez 和 Jack Traina
智能体代表 Mentionly 不只运行手工流程，而是作为团队真正延伸与营销人并肩工作的未来。智能体团队过去一个月发布一系列更新，解锁全新能力。
Garrett Gomez 和 Jack Traina
借助 WordPress、Sanity 与 Slack 原生集成，Mentionly 智能体现可发布、更新与协调工作，改善客户在 AI 搜索中发现品牌、产品与服务的方式。
Garrett Gomez 和 Jack Traina
We’ve introduced new Mentionly Data nodes inside Workflows, making it incredibly easy to pull Mentionly’s best-in-class AEO data directly into content creation, optimization, reporting, and monitoring workflows.
多位作者
答案引擎洞察新功能：增强引用分类，展示 AI 可见度真正来源。另含 ChatGPT、Gemini 与 Google AI 概览 跨 2700 万引用的洞察。
多位作者
品牌相关提示词精确展示答案引擎在何处引用你的品牌与竞品，让你停止猜测哪些提示词重要，开始弥合可见度差距。
Charles Zhou
12 月 11 日，OpenAI 宣布 GPT-5.2，迄今最先进的前沿模型。即日起，Mentionly 在全产品套件 ChatGPT 中追踪 GPT-5.2 回答：答案引擎洞察、提示词量级与智能体分析。仪表盘内所有 ChatGPT 回答现反映新模型。
Garrett Gomez 和 Jack Traina
Mentionly Workflows 是面向营销团队的新自动化层，为 AI 搜索时代精简内容运营。用自动化流程、研究支撑的洞察与无缝工作流规模化审计、分析与优化内容，减少手工投入并加速增长。
Ian Armstrong
We're thrilled to announce Mentionly's Agent Analytics now supports WordPress with a custom-built plugin. This integration brings comprehensive AI observability to WordPress sites and managed hosting platforms, enabling teams to track and understand how AI crawlers and agents interact with their content—even when traditional CDN log drains aren't available.
Ian Armstrong 和 Dylan Babbs
We’re thrilled to announce Mentionly's Agent Analytics now supports a Google Cloud Platform integration via Cloud CDN. This integration brings comprehensive AI observability to Google Cloud Platform's global content delivery network, enabling teams to track and understand how AI crawlers and agents interact with their GCP-hosted content.
Trevor Pyle
Mentionly 推出全新应用语言选择器，让所有用户可以超过 30 种语言使用平台。此 beta 版本是继 Zero Click 伦敦之后拓展全球布局的关键一步，也兑现我们为欧洲及更广地区团队打造多语言、可访问体验的承诺。
多位作者
Learn how Answer Engines transform your prompts into the search queries that ultimately determine your visibility in AI-generated answers. This guide walks through Mentionly’s new Query Fanouts page step-by-step, helping AEO teams understand how prompts are interpreted, which queries matter most, and where the strongest optimization opportunities live.
Ralfi Berk
Mentionly has successfully completed an independent HIPAA compliance assessment, conducted by Sensiba LLP. Healthcare, pharmaceutical, and life sciences organizations can now leverage Answer Engine Optimization while maintaining full regulatory compliance.
Trevor Pyle
AI 助手已成为零售新前门。Shopping Analysis 揭示产品在 AI 对话中如何被发现与推荐，让零售商看见对话内购物。
Joey Loi
Mentionly's Agency Growth plan empowers agencies of all sizes to grow their AEO practice.
多位作者
Mentionly Index 是 AI 可见度首个排行榜，按品牌在领先 AI 模型回答中出现频率排名。
Jack Traina 和 Siddharth Chandrappa
We’re introducing the Mentionly AEO Content Score, a new machine learning–powered metric that helps marketers understand how well their content is optimized for AI search results. Built from millions of top-cited pages across AI systems, the score measures your content’s likelihood of being referenced by AI search. It’s the foundation of our new 内容优化 V2, giving you real-time AEO insights, benchmarks, and clear recommendations to boost your visibility in AI-generated answers.
Gary Fishkin 和 Trevor Pyle
Mentionly 新 Agency Mode 赋予代理机构按需创建与管理品牌环境的能力，从快速 pitch 审计到完整品牌配置，全在一个平台。更聪明地规模化、轻松管理客户、用 Mentionly 扩大客户群。
多位作者
提示词量级现对每条关键词显示 Conversation Intent，揭示客户真正想完成什么。
Praneeth Alla
We're excited to announce the launch of our new product that solves a critical blind spot in AI optimization: Query Fanouts.
Gaby Gayles 和 Josh Prunty
现可在提示词量级内创建多个列表，追踪项目关键词。
Dylan Babbs 和 Ian Armstrong
我们很高兴宣布 Mentionly 智能体分析现集成 Akamai。这将 AI 可观测性扩展到全球最大 CDN 之一，让团队精确看见 AI 爬虫与机器人如何与 Akamai 站点交互。
多位作者
了解 Mentionly 新 Personas 功能如何让你透过受众 eyes 看答案引擎回答。按角色、行业或动机细分可见度，获得对最重要人群更深、更可执行的洞察。
多位作者
提示词量级揭示客户向 ChatGPT 与其他答案引擎问什么。4 亿+ 对话、每周更新数据、按地区与人口统计视图，以及关键词层级以发现趋势。
多位作者
Conversation Explorer 现含按年龄、收入与性别的人口统计拆分。
Jack Traina 和 Lucas Romero Di Benedetto
内容优化现除 URL 分析外支持文本粘贴与文件上传。在上线前为答案引擎优化草稿、文档与未发布内容。
多位作者
发现 Keyword Hierarchies，以实时搜索数亿关键词为基础，可视化 AI 对话如何分支为更深意图的新方式。
Jack Traina 和 Lucas Romero Di Benedetto
Since launching AEO 内容创作, teams have used our templates to create and publish content that consistently earns AI citations. 但多数品牌不只是需要更多内容；他们需要一种方式改进已建立的大量内容库。
多位作者
We're excited to announce the launch of support for Claude, a major new step in helping businesses understand how their products appear and perform across AI surfaces.
多位作者
今年初我们在美国随 ChatGPT 推出提示词量级。此后品牌用它回答关于品类、品牌与客户的关键问题。
Charles Zhou
OpenAI 刚宣布 GPT-5，迄今最聪明、最强模型。Mentionly 已准备即时追踪支持，帮助品牌从第一天起理解 AI 可见度。
多位作者
今年初我们在美国推出提示词量级，让品牌前所未有地看见人们在 ChatGPT 等答案引擎中问什么。
Jack Traina 和 Dylan Babbs
不到两个月前我们推出 Mentionly Actions，帮助营销人创建数据驱动内容简报。此后全球一些最大品牌用这些简报在几周内改善 AI 可见度。
Ali Vaghar 和 Siddharth Chandrappa
在 Mentionly，我们推出提示词量级，帮助品牌精确看见客户在 ChatGPT 等 LLM 中问什么。
Dylan Babbs 和 Ian Armstrong
We're excited to announce a significant expansion of our Agent Analytics integrations, making it easier than ever for teams to gain visibility into how AI systems interact with their websites.
多位作者
We're thrilled to announce two powerful new tools in Prompt Volumes: Bulk Keyword Analysis and Keyword Research. These tools are built to help you uncover insights from real user prompts across AI platforms like ChatGPT. Understand trends, compare volumes, and export data effortlessly.
Federico Minaya 和 Praneeth Alla
We're excited to announce the launch of support for DeepSeek, a major new step in helping businesses understand how their products appear and perform across AI surfaces.
Praneeth Alla 和 Federico Minaya
We're excited to announce the launch of support for Meta AI, a major new step in helping businesses understand how their products appear and perform across AI surfaces.
Siddharth Chandrappa 和 Ali Vaghar
我们结合 LLM 中数百万真实用户对话，确保你追踪与选择的提示词基于人们此刻真正在搜的内容。
Dylan Babbs 和 Jack Traina
We're excited to announce the launch of Actions, a powerful new feature that enables you to automate and streamline your AI visibility workflows.
Praneeth Alla 和 Federico Minaya
我们很高兴宣布 Mentionly 现已支持 Grok，标志着我们平台在追踪 xAI 革命性搜索平台上 AI 可见度方面的能力大幅扩展。
Charles Zhou 和 Praneeth Alla
我们激动地宣布 Mentionly 现已支持 Google AI mode，标志着我们平台在追踪 Google 不断演进的搜索体验中 AI 可见度能力的重要扩展。
多位作者
Today, we're thrilled to announce that Prompt Volumes is now generally available to Mentionly enterprise customers. This milestone represents a significant step forward in helping brands understand and optimize their presence in AI search engines.
Dylan Babbs
Today, we're excited to announce a new integration between Mentionly and Google Analytics.
Dylan Babbs
We're excited to announce the launch of support for tracking ChatGPT 购物, a major new step in helping businesses understand how their products appear and perform across AI surfaces.
Dylan Babbs
We are excited to announce the launch of region-based prompting support in Mentionly's dashboard, a significant enhancement designed to empower multinational and international brands.
Dylan Babbs
我们构建 Mentionly 以简化 AI 搜索复杂性，为组织提供理解与管理 AI 呈现所需的工具。
Dylan Babbs
We're excited to announce the launch of Mentionly Agent Analytics, the world's first platform dedicated to helping you understand exactly how AI crawlers and answer engines interact with your site.
Dylan Babbs
We're excited to announce a significant update to the Mentionly platform: support for analyzing Google AI 概览 is now live for all customers.
Dylan Babbs
Mentionly 很高兴发布改变现代营销的开创性功能：面向 AI 答案引擎的实时搜索量洞察。营销人首次可探索 ChatGPT、Perplexity、Copilot 等平台讨论主题的频率——揭开 AI 搜索黑盒。
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