Gemini API and Google AI Studio now offer Grounding with Google Search

<!DOCTYPE html> <html lang="en"> <head> <meta charset="utf-8" /> <title> Gemini API and Google AI Studio now offer Grounding with Google Search - Google Developers Blog </title> <meta property="og:title" content="Gemini API and Google AI Studio now offer Grounding with Google Search- Google Developers Blog" /> <meta name="viewport" content="width=device-width, initial-scale=1" /> <meta name="description" content="Grounding with Google Search for the Gemini API and Google AI Studio enhances the accuracy and freshness of Gemini's responses by leveraging Google Search data." /> <meta content="summary_large_image" name="twitter:card"/> <meta content="Google for Developers Blog - News about Web, Mobile, AI and Cloud" property="twitter:title"/> <meta property="og:title" content="Gemini API and Google AI Studio now offer Grounding with Google Search" /> <script type="application/ld+json"> { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [{ "@type": "ListItem", 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<option value="/ko/gemini-api-and-ai-studio-now-offer-grounding-with-google-search/" lang="ko" > 한국어 </option> <option value="/pt-br/gemini-api-and-ai-studio-now-offer-grounding-with-google-search/" lang="pt-br" > Português (Brasil) </option> <option value="/zh-hans/gemini-api-and-ai-studio-now-offer-grounding-with-google-search/" lang="zh-hans" > 简体中文 </option> </select> </div> <div class="backdrop"></div> <div class="blog-detail-container"> <section class="tags-container glue-page glue-spacer-5-top"> <div class="glue-eyebrow"><a href="/en/search/?product_categories=Gemini">Gemini</a></div> </section> <section class="heading-container glue-page glue-spacer-1-top"> <h1 class="glue-headline glue-headline--headline-1">Gemini API and Google AI Studio now offer Grounding with Google Search</h1> </section> <section class="summary-container glue-page glue-spacer-4-top"> <div class="date-time"> <div class="published-date glue-font-weight-medium">OCT 31, 2024</div> </div> </section> <section class="glue-page glue-grid glue-spacer-1-top"> <section class="author-container glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-10-md"> <div class="author-obj"> <a class="glue-font-weight-medium" href="/en/search/?author=Shrestha+Basu+Mallick">Shrestha Basu Mallick</a> <span class="glue-font-weight-medium role">Group Product Manager</span> <span class="glue-font-weight-medium team">Gemini API</span> </div> <div class="author-obj"> <a class="glue-font-weight-medium" href="/en/search/?author=Logan+Kilpatrick">Logan Kilpatrick</a> <span class="glue-font-weight-medium role">Senior Product Manager</span> <span class="glue-font-weight-medium team">Gemini API and Google AI Studio</span> </div> </section> <section class="social-container glue-grid__col glue-grid__col--span-4-sm glue-grid__col--span-2-md"> <button id="social-button" class="glue-button glue-button--low-emphasis glue-button--icon" aria-haspopup="true" aria-expanded="false"> <svg role="presentation" 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rich-content"> <p data-block-key="x57jy">Today, we are rolling out Grounding with Google Search in <a href="https://aistudio.google.com/">Google AI Studio</a> and the <a href="https://ai.google.dev/gemini-api/?utm_source=gfd&utm_medium=referral&utm_campaign=s_grounding&utm_content=blog-oct">Gemini API</a>, enabling developers to get more accurate and fresh responses from the Gemini models aided by Google Search. In addition to more accurate responses, the model returns grounding sources (in-line supporting links) and Search Suggestions that point users to the search results corresponding to the grounded response.</p> </div> <div class="inner-block-content video-block"> <video autoplay="" loop="" muted="" playsinline="" poster="https://storage.googleapis.com/gweb-developer-goog-blog-assets/original_videos/wagtailvideo-kw5e_0mh_thumb.jpg"> <source src='https://storage.googleapis.com/gweb-developer-goog-blog-assets/original_videos/Nobel-Prize-Prompt-Grounding-Search.mp4' type='video/mp4'> <p>Sorry, your browser doesn't support playback for this video</p> </video> <div class="video-description"> Model response with Grounding sources and Search Suggestions when Grounding with Google Search is turned on </div> </div> <div class="inner-block-content rich-content"> <p data-block-key="x57jy">Grounding with Google Search is supported with all generally available versions of Gemini 1.5 models. Developers can turn it on in Google AI Studio under the “Tools” section or in the API by <a href="https://ai.google.dev/gemini-api/docs/grounding?lang=python#ground-a-model">enabling the 'google_search_retrieval' tool</a>. Grounding is available to test for free in Google AI Studio. In the API, developers can access the tool with the paid tier for <a href="https://ai.google.dev/pricing?utm_source=gfd&utm_medium=referral&utm_campaign=s_grounding&utm_content=blog-oct">$35 per 1,000 grounded queries</a>.</p><h3 data-block-key="f8e6q"><b><br/>When should developers use grounding?</b></h3><p data-block-key="amn6s">Developers should enable Grounding with Google Search for queries and applications which could benefit from any of the following:</p><p data-block-key="d0rgv"></p><ul><li data-block-key="7p5eq"><b>Reduced hallucinations:</b> Grounding helps ensure that AI applications provide users with more factual information.</li></ul><p data-block-key="8e9dj"></p><ul><li data-block-key="4vukj"><b>More up-to-date information:</b> With grounding, models can access real-time information, making AI applications relevant and applicable to a wider range of scenarios.</li></ul><p data-block-key="3bo9p"></p><ul><li data-block-key="1v516"><b>Enhanced trustworthiness and traffic to publishers:</b> By providing supporting links, grounding brings transparency to AI applications, making them more trustworthy and encouraging users to click on the underlying sources to find out more.</li></ul><p data-block-key="b04fj"></p><ul><li data-block-key="crv47"><b>Richer information:</b> By drawing information from Google Search to enhance the model response, grounding is able to provide richer color on many queries.</li></ul><h3 data-block-key="21apb"><b><br/>Grounding with Google Search in action</b></h3><p data-block-key="8mble">We show a couple of examples below, using AI Studio’s new <a href="https://developers.googleblog.com/en/compare-mode-in-google-ai-studio/">Compare Mode</a>, where the model response benefits from Grounding with Google Search. In the first example, the model provides an out of date answer based on its knowledge cut-off (on the left) but answers more accurately based on the latest available sources (on the right) when grounding is turned on.</p> </div> <div class="inner-block-content"> <div class="image-wrapper"> <img class="regular-image" src="https://storage.googleapis.com/gweb-developer-goog-blog-assets/images/image1_mHjb7wt.original.png" alt="Model response in Google AI Studio compare mode" /> <div class="regular-image-description"> Model response in Google AI Studio compare mode, without grounding (left) and with grounding (right) </div> </div> </div> <div class="inner-block-content rich-content"> <p data-block-key="x57jy">In this example, without grounding enabled (on the left), the model intentionally presents a minimal response by default. With grounding (on the right), the model comes back with a richer response including supporting links.</p> </div> <div class="inner-block-content"> <div class="image-wrapper"> <img class="regular-image" src="https://storage.googleapis.com/gweb-developer-goog-blog-assets/images/image4_0P4uAVw.original.png" alt="Richer response by the latest Gemini 1.5 Flash model" /> <div class="regular-image-description"> Richer response by the latest Gemini 1.5 Flash model using Grounding with Google Search (right) </div> </div> </div> <div class="inner-block-content rich-content"> <h3 data-block-key="x57jy"><b>How does Grounding with Google Search work?</b></h3><p data-block-key="3c74f">When a user makes a query with grounding turned on, the service uses Google’s search engine to find up-to-date and comprehensive information that is relevant to the query, and sends it to the model. The model then responds with higher accuracy and freshness, providing in-line grounding sources (supporting links) and Search Suggestions.</p> </div> <div class="inner-block-content code-block"> <div class="highlight"><pre class="python"><span></span><span class="kn">import</span> <span class="nn">google.generativeai</span> <span class="k">as</span> <span class="nn">genai</span> <span class="kn">import</span> <span class="nn">os</span> <span class="n">genai</span><span class="o">.</span><span class="n">configure</span><span class="p">(</span><span class="n">api_key</span><span class="o">=</span><span class="n">os</span><span class="o">.</span><span class="n">environ</span><span class="p">[</span><span class="s2">"API_KEY"</span><span class="p">])</span> <span class="n">model</span> <span class="o">=</span> <span class="n">genai</span><span class="o">.</span><span class="n">GenerativeModel</span><span class="p">(</span><span class="s1">'models/gemini-1.5-flash-002'</span><span class="p">)</span> <span class="n">response</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">generate_content</span><span class="p">(</span><span class="n">contents</span><span class="o">=</span><span class="s2">"Who won Wimbledon this year?"</span><span class="p">,</span> <span class="n">tools</span><span class="o">=</span><span class="s1">'google_search_retrieval'</span><span class="p">)</span> <span class="nb">print</span><span class="p">(</span><span class="n">response</span><span class="p">)</span> <span class="c1"># Response contains `groundingMetadata` with grounding sources, confidence scores, and search suggestions</span> </pre></div> </div> <div class="inner-block-content rich-content"> <p data-block-key="ydvir"><i><sup>Refer to the</sup></i> <a href="https://ai.google.dev/gemini-api/docs/grounding/?utm_source=gfd&utm_medium=referral&utm_campaign=s_grounding&utm_content=blog-oct"><i><sup>documentation</sup></i></a><i><sup> for complete code.</sup></i></p><p data-block-key="ermg8"><br/>Even when Grounding with Google Search is on, not every query in a session necessarily requires grounding, which results in additional cost and latency. This is where developers have a second layer of control with <a href="https://ai.google.dev/gemini-api/docs/grounding#dynamic-retrieval">dynamic retrieval</a>.</p><p data-block-key="8bpp2">When developers request a grounded answer, the dynamic retrieval configuration assigns the prompt a <i>prediction score</i>, which is a floating point value between 0 and 1. The value is higher when a prompt is more likely to benefit from grounding. In their requests, developers can set a threshold for what scores should result in grounding (the default threshold value is 0.3). Developers should test various options for the threshold value to see what best works for their applications.</p> </div> <div class="inner-block-content"> <div class="image-wrapper"> <img class="regular-image" src="https://storage.googleapis.com/gweb-developer-goog-blog-assets/images/image3_zveceD5.original.png" alt="Dynamic retrieval for Grounding Search in Google AI Studio" /> <div class="regular-image-description"> Dynamic retrieval for Grounding with Google Search in Google AI Studio </div> </div> </div> <div class="inner-block-content rich-content"> <p data-block-key="x57jy">By using Google’s search results to ground Gemini-based applications, developers can provide their users with more accurate, relevant, and trustworthy information. Refer to our <a href="https://ai.google.dev/gemini-api/docs/grounding/?utm_source=gfd&utm_medium=referral&utm_campaign=s_grounding&utm_content=blog-oct">documentation</a> for detailed code examples and step-by-step instructions.</p><p data-block-key="6mas"><br/>We look forward to your feedback and are excited to see what you build with this new capability!</p> </div> </div> </section> <section class="navigation-container glue-page glue-spacer-6-top"> <div class="posted-in-section"> <div class="posted-in-section__heading"> <span class="glue-caption"> posted in: </span> </div> <div class="posted-in-section__tags"> <ul> <li> <a href="/en/search/?product_categories=Gemini" class="glue-caption">Gemini</a> </li> <li> <a href="/en/search/?technology_categories=AI" class="glue-caption">AI</a> </li> <li> <a href="/en/search/?content_type_categories=Announcements" class="glue-caption">Announcements</a> </li> </ul> </div> </div> <div class="buttons-section"> <div class="buttons-section__left"> <a 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Gemini API and Google AI Studio now offer Grounding with Google Search - Google Developers Blog