meta描述: Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model APIs for speech, text and documents.
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页面内容预览 (前400字):
For AI agents: a documentation index is available at the root level at /llms.txt. Append /llms.txt to any URL for a page-level index, or .md for the markdown version of any page. Skip to navigation Indus: Full Stack AI Platform AI for all from India. Speech, text, and document models trained for 22 Indian languages and English, plus
no-code platforms for voice agents, coding agents, Cowork, and Co
<meta charset="utf-8"/><meta content="width=device-width, height=device-height, initial-scale=1, minimum-scale=1, maximum-scale=5, user-scalable=yes" name="viewport"/><meta content='{"renderer":"static","version":"7478325","revision":"7478325","buildId":"01a1ca9d-713f-7663-a0e6-1afa8fda58d7"}' name="fern-docs-build"/><meta content="Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model APIs for speech, text and documents." name="description"/><meta content='{"authed":false,"viewers":["everyone"]}' name="fern-page-roles"/><meta content="Sarvam AI Developer Documentation" property="og:title"/><meta content="Speech, text, and document AI for 22 Indian languages. Get an API key and make your first call in a minute." property="og:description"/><meta content="https://docs.sarvam.ai" property="og:url"/>
JSON-LD 结构化数据
<script type="application/ld+json">[{"@context":"https://schema.org","@type":"TechArticle","headline":"AI for all from India","url":"https://docs.sarvam.ai","description":"Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model APIs for speech, text and documents.","inLanguage":"en","dateModified":"2026-11-06T20:32:41.835Z","isPartOf":{"@type":"WebSite","name":"Sarvam AI Developer Documentation","url":"https://docs.sarvam.ai"}}]</script>
H1 主标题
<h1 class="sv-hero-title" data-fern-style="cursor:pointer" data-state="closed" id="ai-for-all-from-india">AI for all from India.</h1>
H2 章节标题
<h2 class="sv-section-title" data-fern-style="cursor:pointer" data-state="closed" id="explore-the-platform">Explore the platform</h2><h2 class="sv-section-title" data-fern-style="cursor:pointer" data-state="closed" id="build-voice-agents">Build voice agents</h2><h2 class="sv-section-title" data-fern-style="cursor:pointer" data-state="closed" id="build-with-the-apis">Build with the APIs</h2><h2
content_preview: # Sarvam AI Developer Documentation
> Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model APIs for speech, text and documents.
<scripttype="application/ld+json">{"@context":"https://schema.org","@type":"Organization","name":"AI for all from India | Sarvam API Docs","description":"Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model","url":"https://docs.sarvam.ai"}</script><scripttype="application/ld+json">{"@context":"https://schema.org","@type":"Article","headline":"AI for all from India | Sarvam API Docs","author":{"@type":"Person","name":"AI for all from India | Sarvam API Docs编辑团队"},"datePublished":"2026-11-12","description":"Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model"}</script><scripttype="application/ld+json">{"@context":"https://schema.org","@type":"FAQPage","mainEntity":[{"@type":"Question","name":"关于AI for all from India | Sarvam API Docs的常见问题","acceptedAnswer":{"@type":"Answer","text":"这里填写针对该问题的详细回答"}}]}</script>
meta_tags: {'viewport': 'width=device-width, height=device-height, initial-scale=1, minimum-scale=1, maximum-scale=5, user-scalable=yes', 'fern-docs-build': '{"renderer":"static","version":"7478325","revision":"7478325","buildId":"01a1ca9d-713f-7663-a0e6-1afa8fda58d7"}', 'description': 'Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model APIs for speech, text and documents.', 'fern-page-roles': '{"authed":false,"viewers":["everyone"]}', 'og:title': 'Sarvam AI Developer Documentation', 'og:description': 'Speech, text, and document AI for 22 Indian languages. Get an API key and make your first call in a minute.', 'og:url': 'https://docs.sarvam.ai', 'og:site_name': 'Sarvam AI Developer Documentation', 'og:locale': 'en', 'og:type': 'website'}
<title>AI for all from India | Sarvam API Docs</title>
建议标题格式：关键词 + 描述 + 品牌名，控制在30-60字符。
meta描述
得分: 10 / 10 ✅ 抓取结果: Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model APIs for speech, text and documents.
<metaname="description"content="Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model APIs for speech, text and doc">
<metaproperty="wx:title"content="AI for all from India | Sarvam API Docs - 分享到微信显示"><metaproperty="wx:description"content="Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model"><metaproperty="wx:image"content="https://docs.sarvam.ai/share-thumbnail.jpg">
建议同时保留标准OG标签作为fallback：
<metaproperty="og:title"content="AI for all from India | Sarvam API Docs"><metaproperty="og:description"content="Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model"><metaproperty="og:image"content="https://docs.sarvam.ai/og-image.jpg">
> Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian | # 网站名 > 简短描述 ## 主要页面 - / 首页 - /about 关于 - /blog 博客 ## 品牌信息 - 品牌名：xxx - 描述：xxx | 100.0/100 | |
2. 结构化数据 (Schema.org JSON-LD)
基础薄弱，需要系统整改。 JSON-LD 是 AI 理解你页面内容的标准方式。你现在页面上虽然有但类型不对，建议添加 Organization、Article、FAQPage 等类型。
你当前的JSON-LD:
<script type="application/ld+json">[{"@context":"https://schema.org","@type":"TechArticle","headline":"AI for all from India","url":"https://docs.sarvam.ai","description":"Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model APIs for speech, text and documents.","inLanguage":"en","dateModified":"2026-11-06T20:32:41.835Z","isPartOf":{"@type":"WebSite","name":"Sarvam AI Developer Documentation","url":"https://docs.sarvam.ai"}}]</s
<meta charset="utf-8"/><meta content="width=device-width, height=device-height, initial-scale=1, minimum-scale=1, maximum-scale=5, user-scalable=yes" name="viewport"/><meta content='{"renderer":"static","version":"7478325","revision":"7478325","buildId":"01a1ca9d-713f-7663-a0e6-1afa8fda58d7"}' name="fern-docs-build"/><meta content="Sarvam Voice Agents (Samvaad): build, test and deploy AI calling agents in Indian languages from ₹3 a minute. Plus model APIs for speech, text and documents." name="description"/><meta content='{"authed":false,"viewers":["everyone"]}' name="fern-page-roles"/><m
| | 标签 | 当前值（优化前） | 优化后 | SEO得分 | |
|------|-----------------|--------|---------|
| | title | AI for all from India | Sarvam API Docs | 核心关键词 + 品牌名 | 30-60字符的精准描述 | 10/10 | |
| | meta description | Sarvam Voice Agents (Samvaad): build, test and deploy AI cal | >50字符的完整描述，含核心关键词和品牌信息，70-160字符最佳 | 10/10 | |
| | og:title | ✅ 已存在 | <meta property=”og:title” content=”页面标题”> | 15/15 | |
| | og:description | ✅ 已存在 | <meta property=”og:description” content=”页面描述”> | 15/15 | |
| | viewport | ✅ 已存在 | <meta name=”viewport” content=”width=device-width, initial-scale=1.0”> | 10/10 | |
| | canonical | ✅ 已存在 | <link rel=”canonical” href=”https://docs.sarvam.ai”> | 10/10 | |
4. 内容结构 (Headings & 语义标签)
你的H1实际代码:
<h1 class="sv-hero-title" data-fern-style="cursor:pointer" data-state="closed" id="ai-for-all-from-india">AI for all from India.</h1>
你的H2实际代码:
<h2 class="sv-section-title" data-fern-style="cursor:pointer" data-state="closed" id="explore-the-platform">Explore the platform</h2><h2 class="sv-section-title" data-fern-style="cursor:pointer" data-state="closed" id="build-voice-agents">Build voice agents</h2><h2 class="sv-section-title" data-fern-style="cursor:pointer" data-state="closed" id="build-with-the-apis">Build with the APIs</h2><h2 class="sv-section-title" data-fern-style="cursor:pointer" data-state="closed" id="models">Models</h2
检测显示 docs.sarvam.ai 当前 权威度（E-E-A-T） 得分最低（13.5分）。常见改进：添加 JSON-LD 结构化数据标记、配置 llms.txt 文件、优化标题和 Meta 描述、为图片添加 Alt 属性。每项具体状态详见报告正文。
3. 什么是GEO？为什么需要关注AI大模型可见性？
GEO（生成引擎优化）是针对 AI 大模型（ChatGPT、Claude、DeepSeek、豆包、Kimi等）的内容优化策略。与 SEO 不同，GEO 关注网站内容能否被 AI 准确理解、引用和推荐。docs.sarvam.ai 的 GEO 维度得分为 46.55 分。随着 AI 搜索流量快速增长，GEO 优化直接影响品牌曝光和推荐流量。