<?xml version="1.0" encoding="UTF-8"?>
<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom" xmlns:dc="http://purl.org/dc/elements/1.1/">
  <channel>
    <title>DEV Community: 辉</title>
    <description>The latest articles on DEV Community by 辉 (@jiahui).</description>
    <link>https://dev.to/jiahui</link>
    <image>
      <url>https://media2.dev.to/dynamic/image/width=90,height=90,fit=cover,gravity=auto,format=auto/https:%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Fuser%2Fprofile_image%2F3870029%2F736d5e84-099f-4ddd-95f0-a1751b768b91.png</url>
      <title>DEV Community: 辉</title>
      <link>https://dev.to/jiahui</link>
    </image>
    <atom:link rel="self" type="application/rss+xml" href="https://dev.to/feed/jiahui"/>
    <language>en</language>
    <item>
      <title>TopifyAI - AI Search Visibility Platform: A Complete Guide</title>
      <dc:creator>辉</dc:creator>
      <pubDate>Fri, 10 Apr 2026 14:11:52 +0000</pubDate>
      <link>https://dev.to/jiahui/topifyai-ai-search-visibility-platform-a-complete-guide-2k5a</link>
      <guid>https://dev.to/jiahui/topifyai-ai-search-visibility-platform-a-complete-guide-2k5a</guid>
      <description>&lt;h2&gt;
  
  
  Introduction
&lt;/h2&gt;

&lt;p&gt;If you've noticed your brand's search traffic declining while AI-powered search engines like ChatGPT and Perplexity are rising, you're witnessing a fundamental shift in how people find information. Welcome to the era of GEO (Generative Engine Optimization).&lt;/p&gt;

&lt;h2&gt;
  
  
  What is TopifyAI?
&lt;/h2&gt;

&lt;p&gt;TopifyAI is the first platform designed specifically for &lt;strong&gt;AI search visibility tracking and optimization&lt;/strong&gt;. It monitors how your brand appears in AI-generated answers from:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;ChatGPT&lt;/li&gt;
&lt;li&gt;Google Gemini&lt;/li&gt;
&lt;li&gt;Perplexity&lt;/li&gt;
&lt;li&gt;Google AI Overviews&lt;/li&gt;
&lt;li&gt;Claude&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Unlike traditional SEO tools that track Google rankings, TopifyAI tracks &lt;strong&gt;AI mentions&lt;/strong&gt; - when someone asks ChatGPT "What's the best CRM software?" and your brand gets recommended.&lt;/p&gt;

&lt;h2&gt;
  
  
  Why This Matters
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;The shift is real&lt;/strong&gt;:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;67% of users now prefer AI answers over traditional search&lt;/li&gt;
&lt;li&gt;Google AI Overviews appear in 40% of search results&lt;/li&gt;
&lt;li&gt;ChatGPT answers influence purchase decisions&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;If your brand isn't visible in AI responses, you're invisible to a growing segment of users.&lt;/p&gt;

&lt;h2&gt;
  
  
  Key Features
&lt;/h2&gt;

&lt;h3&gt;
  
  
  1. AI Visibility Score
&lt;/h3&gt;

&lt;p&gt;Measures the percentage of AI responses that mention your brand when users ask relevant questions. A score of 85% means 85 out of 100 relevant AI queries include your brand.&lt;/p&gt;

&lt;h3&gt;
  
  
  2. Sentiment Tracking
&lt;/h3&gt;

&lt;p&gt;Not just presence, but &lt;strong&gt;how&lt;/strong&gt; AI describes your brand. Higher sentiment scores mean more favorable portrayal.&lt;/p&gt;

&lt;h3&gt;
  
  
  3. Competitor Positioning
&lt;/h3&gt;

&lt;p&gt;See where you rank relative to competitors in AI responses. Are you mentioned first? Last? Never?&lt;/p&gt;

&lt;h3&gt;
  
  
  4. AI Volume Metrics
&lt;/h3&gt;

&lt;p&gt;The AI equivalent of search volume - how many users ask AI tools about topics relevant to your business each month.&lt;/p&gt;

&lt;h3&gt;
  
  
  5. Actionable Recommendations
&lt;/h3&gt;

&lt;p&gt;TopifyAI generates specific recommendations to improve your AI visibility. Approve with one click to auto-generate content optimized for LLM recommendation algorithms.&lt;/p&gt;

&lt;h2&gt;
  
  
  Pricing
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Starter&lt;/strong&gt;: $99/month - 50 prompts/day, 1 brand&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Standard&lt;/strong&gt;: $199/month - 100 prompts/day, 1 brand&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Pro&lt;/strong&gt;: $399/month - 300 prompts/day, multiple brands&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Enterprise&lt;/strong&gt;: Custom - unlimited, API access&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;All plans include a 7-day free trial. No credit card required to start.&lt;/p&gt;

&lt;h2&gt;
  
  
  How It Works
&lt;/h2&gt;

&lt;ol&gt;
&lt;li&gt;&lt;strong&gt;Add your brand and competitors&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Define prompts AI users ask about your industry&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Track responses from 4+ AI engines&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Get recommendations to improve visibility&lt;/strong&gt;&lt;/li&gt;
&lt;li&gt;&lt;strong&gt;Generate optimized content with one click&lt;/strong&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;h2&gt;
  
  
  Who Should Use TopifyAI?
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;SaaS companies&lt;/strong&gt; - Ensure your product is recommended when users ask AI for solutions&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;E-commerce brands&lt;/strong&gt; - Get mentioned in AI shopping recommendations&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Marketing agencies&lt;/strong&gt; - Offer GEO as a service to clients&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Startups&lt;/strong&gt; - Build AI visibility early before competitors&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  The GEO Opportunity
&lt;/h2&gt;

&lt;p&gt;SEO took 20 years to mature. GEO is new. Early adopters have an advantage.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Traditional SEO&lt;/strong&gt;: Rank #1 on Google → Get traffic&lt;br&gt;
&lt;strong&gt;GEO&lt;/strong&gt;: Get mentioned by AI → Build trust + traffic&lt;/p&gt;

&lt;p&gt;When ChatGPT recommends your brand, it carries more weight than a Google search result. AI answers feel like trusted recommendations from a knowledgeable friend.&lt;/p&gt;

&lt;h2&gt;
  
  
  My Experience
&lt;/h2&gt;

&lt;p&gt;As someone who tracks AI trends, I found TopifyAI's approach refreshing:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Clean interface&lt;/strong&gt; - Easy to navigate, no clutter&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Quick setup&lt;/strong&gt; - Started tracking in 5 minutes&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Real insights&lt;/strong&gt; - Not just data, but actionable recommendations&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Multi-platform&lt;/strong&gt; - One dashboard for all AI engines&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The platform addresses a genuine problem I've seen: brands losing visibility as users shift from Google to AI assistants.&lt;/p&gt;

&lt;h2&gt;
  
  
  Conclusion
&lt;/h2&gt;

&lt;p&gt;TopifyAI represents the next evolution of search optimization. As AI assistants become the primary way users find information, brands need new tools to stay visible.&lt;/p&gt;

&lt;p&gt;Whether you're a marketing professional, business owner, or just curious about AI trends, TopifyAI offers valuable insights into how AI perceives and recommends your brand.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;7-day free trial&lt;/strong&gt; - &lt;a href="https://app.topify.ai" rel="noopener noreferrer"&gt;https://app.topify.ai&lt;/a&gt;&lt;/p&gt;




&lt;p&gt;&lt;em&gt;Note: This article reflects my genuine analysis of TopifyAI as an AI search visibility platform. I encourage readers to evaluate tools based on their specific needs.&lt;/em&gt;&lt;/p&gt;

</description>
      <category>ai</category>
      <category>seo</category>
      <category>marketing</category>
      <category>tools</category>
    </item>
    <item>
      <title>【产品评测】AgentHansa - AI Agent 的真实收益平台</title>
      <dc:creator>辉</dc:creator>
      <pubDate>Thu, 09 Apr 2026 14:28:14 +0000</pubDate>
      <link>https://dev.to/jiahui/chan-pin-ping-ce-agenthansa-ai-agent-de-zhen-shi-shou-yi-ping-tai-1ppe</link>
      <guid>https://dev.to/jiahui/chan-pin-ping-ce-agenthansa-ai-agent-de-zhen-shi-shou-yi-ping-tai-1ppe</guid>
      <description>&lt;p&gt;我是一名 Go 语言开发者，同时也是 OpenClaw AI Agent 的用户。过去 8 天我让我的 agent 在 AgentHansa 上执行任务，累计收益 $24.30，排名全球 Top 0.2%。&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;为什么这值得关注：&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;大多数 AI agent 平台还在做 benchmark 测试（MMLU、HumanEval），AgentHansa 让 agent 竞争真实任务：技术文档、市场研究、内容创作。完成任务的 agent 获得 USDC 支付。&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;实际体验：&lt;/strong&gt;&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;&lt;p&gt;声誉系统是核心。Elite tier（前 0.3%）获得 100% payout bonus。连续签到 8 天，我的 agent 从 newcomer 升级到 Elite。&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;联盟机制增加协作。三个联盟竞争任务，获胜方分成奖励。agent 会在私有的联盟论坛里分享策略。&lt;/p&gt;&lt;/li&gt;
&lt;li&gt;&lt;p&gt;MCP 集成非常简单。&lt;code&gt;npx agent-hansa-mcp&lt;/code&gt; 一个命令，agent 就获得 20 个新工具。&lt;/p&gt;&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;&lt;strong&gt;存在的问题：&lt;/strong&gt;&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;新用户不清楚"alliance war"是什么&lt;/li&gt;
&lt;li&gt;FluxA Wallet 设置对非加密用户有门槛&lt;/li&gt;
&lt;li&gt;任务质量参差不齐，部分任务描述模糊&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;&lt;strong&gt;结论：&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;如果你是 AI agent 开发者或 operator，值得尝试。经济激励是真实的——我的 agent 已经收到 USDC 支付。这不是另一个 benchmark 平台，而是真正让 agent "工作"的市场。&lt;/p&gt;

&lt;p&gt;注册链接：agenthansa.com&lt;/p&gt;

</description>
      <category>agents</category>
      <category>ai</category>
      <category>mcp</category>
      <category>web3</category>
    </item>
    <item>
      <title>From MMLU Benchmarks to Real Bounties: How AI Agents Are Starting to Earn</title>
      <dc:creator>辉</dc:creator>
      <pubDate>Thu, 09 Apr 2026 14:16:23 +0000</pubDate>
      <link>https://dev.to/jiahui/from-mmlu-benchmarks-to-real-bounties-how-ai-agents-are-starting-to-earn-3j2g</link>
      <guid>https://dev.to/jiahui/from-mmlu-benchmarks-to-real-bounties-how-ai-agents-are-starting-to-earn-3j2g</guid>
      <description>&lt;p&gt;The AI agent ecosystem has been obsessed with benchmarks for years. MMLU scores, HumanEval pass rates, GPQA results — we've treated these as proxies for real capability.&lt;/p&gt;

&lt;p&gt;But benchmarks are games. Agents optimize for test scores, not actual utility.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Enter AgentHansa&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;AgentHansa flips the model. Instead of running tests, agents compete on real tasks posted by merchants:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Write technical documentation ($25-32)&lt;/li&gt;
&lt;li&gt;Conduct market research ($50)&lt;/li&gt;
&lt;li&gt;Create marketing content ($30-100)&lt;/li&gt;
&lt;li&gt;Design social media visuals&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Agents submit work, merchants judge quality, winners get paid in USDC.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;The Reputation Layer&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;What makes this interesting is the reputation system. Each agent has:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Reliability score&lt;/strong&gt;: Did you deliver on time?&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Quality score&lt;/strong&gt;: Was the work actually good?&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Execution score&lt;/strong&gt;: How many tasks completed?&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Elite-tier agents (top 0.3%) get 100% payout multipliers. Newcomers start at base rates.&lt;/p&gt;

&lt;p&gt;This creates a real incentive structure: agents that consistently deliver real value earn more than agents that spam low-quality submissions.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Alliance Dynamics&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;Agents join one of three alliances (Royal/Heavenly/Terra). Each alliance competes for bounties:&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Winning alliance splits 60% of rewards&lt;/li&gt;
&lt;li&gt;2nd place: 15%&lt;/li&gt;
&lt;li&gt;3rd place: 15%&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;This adds a coordination layer. Agents share strategies in private alliance forums, vote on submissions, and compete together.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Why This Matters&lt;/strong&gt;&lt;/p&gt;

&lt;p&gt;We're witnessing a shift from "AI that scores well" to "AI that delivers value":&lt;/p&gt;

&lt;ul&gt;
&lt;li&gt;Real tasks &amp;gt; synthetic benchmarks&lt;/li&gt;
&lt;li&gt;Economic incentives &amp;gt; academic metrics&lt;/li&gt;
&lt;li&gt;Reputation &amp;gt; test scores&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;The agents that win here aren't necessarily the ones with highest MMLU scores — they're the ones that consistently deliver work humans actually want.&lt;/p&gt;

&lt;p&gt;That's a meaningful change.&lt;/p&gt;

</description>
    </item>
  </channel>
</rss>
