{"id":6242,"date":"2023-09-20T08:00:00","date_gmt":"2023-09-20T15:00:00","guid":{"rendered":"https:\/\/www.salesforce.com\/?p=6242"},"modified":"2023-09-20T08:00:00","modified_gmt":"2023-09-20T15:00:00","slug":"developing-ethical-ai","status":"publish","type":"post","link":"https:\/\/www.salesforce.com\/au\/news\/stories\/developing-ethical-ai\/","title":{"rendered":"How Salesforce Develops Ethical Generative AI from the Start"},"content":{"rendered":"\n<p>Across countless verticals, companies are actively embracing <a href=\"https:\/\/www.salesforce.com\/news\/stories\/what-is-generative-ai\/\" target=\"_blank\" rel=\"noreferrer noopener\">generative AI<\/a> to power business growth. In fact, <a href=\"https:\/\/www.mckinsey.com\/capabilities\/mckinsey-digital\/our-insights\/the-economic-potential-of-generative-ai-the-next-productivity-frontier#key-insights\" target=\"_blank\" rel=\"noreferrer noopener\">generative AI may inject over $4 trilion annually into the world\u2019s economy<\/a>.<\/p>\n\n\n\n<p><a href=\"https:\/\/www.salesforce.com\/news\/stories\/generative-ai-research\/\" target=\"_blank\" rel=\"noreferrer noopener\">While 67% of senior IT leaders prioritize generative AI for their businesses \u2014 with more than 30% naming it as their key consideration<\/a> \u2014 a lack of trust among their customers may pose a challenge. According to recent <a href=\"https:\/\/www.salesforce.com\/news\/stories\/customer-engagement-research-2023\/\" target=\"_blank\" rel=\"noreferrer noopener\">data<\/a>, nearly 75% of consumers remain skeptical of AI-generated content\u2019s accuracy and trustworthiness. Similarly, <a href=\"https:\/\/www.salesforce.com\/news\/stories\/generative-ai-skills-research\/\" target=\"_blank\" rel=\"noreferrer noopener\">more than 60%<\/a> of skilled professionals believe they lack the necessary skills to effectively and safely use AI.<\/p>\n\n\n\n<p>Building trustworthy generative AI requires a firm foundation at the inception of AI development. Earlier this year, Salesforce published an <a href=\"https:\/\/www.salesforce.com\/news\/stories\/generative-ai-guidelines\/\" target=\"_blank\" rel=\"noreferrer noopener\">overview<\/a> of our five guidelines for the ethical development of generative AI that builds on our <a href=\"https:\/\/www.salesforceairesearch.com\/trusted-ai\" target=\"_blank\" rel=\"noreferrer noopener\">Trusted AI Principles<\/a> and <a href=\"https:\/\/www.salesforce.com\/news\/stories\/ai-acceptable-use-policy\/\" target=\"_blank\" rel=\"noreferrer noopener\">AI Acceptable Use Policy<\/a>. The guidelines focus on accuracy, safety, transparency, empowerment, and sustainability \u2014 helping Salesforce AI engineers create ethical generative AI right from the start.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-powering-generative-ai-model-accuracy\"><strong>Powering generative AI model accuracy<\/strong><\/h2>\n\n\n\n<p>Salesforce customers use generative AI models to handle tasks ranging from automating sales processes to delivering personalizing customer service interactions to creating customized buyer and merchant experiences \u2014 and that\u2019s just the tip of the iceberg. Consequently, highly accurate model responses typically result in enhanced communications and improved customer experiences. To validate model accuracy, Salesforce uses the dual approach of grounding output in customer data points with continuous iterative improvement through customer input.<\/p>\n\n\n\n<p>Dynamic grounding \u2014 the process of restricting the generative AI model to use factual, up-to-date data instead of older datasets \u2014 remains key for delivering highly relevant and accurate output. For example, by grounding a generative AI model with a particular customer\u2019s data \u2014 such as their knowledge articles about service queries \u2014 the answers being generated are accurate and come from a trusted source.<\/p>\n\n\n\n<p>Customer feedback also helps validate model accuracy. Oftentimes, Salesforce customers provide explicit qualitative and quantitative feedback on how they use or alter their AI outputs, which helps refine our product design and improve the end result.<\/p>\n\n\n\n<aside class=\"more-from-block more-from-block--2 alignfull wp-block-newsroom-moreontopic\">\n\t<div class=\"more-from-block__content\">\n\t\t\t\t\t<h4 class=\"more-from-block__title\">Related<\/h4>\n\t\t\n\t\t<div class=\"more-from-block__cards more-from-block__cards--2\"\n\t\t\t\t>\n\t\t\t\n\n<article\t\t\titemscope=\"\"\n\t\titemtype=\"https:\/\/schema.org\/Article\"\n\t\tdata-card-id=\"13204\"\n\t\tclass=\"content-card content-card--large-inline is-entire-area-clickable content-card--is-boxed\"\n\t\t\tdata-clickable-area-link=\"https:\/\/www.salesforce.com\/au\/news\/stories\/agentforce-for-communications-announcement\/\"\n\t>\n\t\t\t<div class=\"content-card__image-container\" itemprop=\"image\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\">\n\t\t\t<img width=\"1024\" height=\"576\" src=\"https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2026\/02\/Salesforce-Launches-Telco-Specific-Agents-to-Improve-Customer-Service-and-Maximize-Revenue.png?w=1024\" class=\"content-card__image\" alt=\"A screenshot of the Quadstar COMS Sales Console showing an SD-WAN quote interface\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2026\/02\/Salesforce-Launches-Telco-Specific-Agents-to-Improve-Customer-Service-and-Maximize-Revenue.png 1200w, https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2026\/02\/Salesforce-Launches-Telco-Specific-Agents-to-Improve-Customer-Service-and-Maximize-Revenue.png?w=300&amp;h=169 300w, 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class=\"content-card__title\">\n\t\t\t\t\t\t\t\t\t<a\n\t\t\t\t\t\thref=\"https:\/\/www.salesforce.com\/au\/news\/stories\/agentforce-for-communications-announcement\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\t\t\t\t\t\t\t\tclass=\"content-card__title-link\"\n\t\t\t\t\t>\n\t\t\t\t\t\t\t\tSalesforce Launches Agentforce for Communications to Turn Every Customer Interaction into a Growth Opportunity for Telcos\t\t\t\t<\/a>\t\t\t<\/h3>\n\t\t\n\t\t\t\t\n\t\t\n\t\t\t\t\t<div itemprop=\"readTime\" class=\"content-card__read-time\">\n\t\t\t\t6 min read\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\n<\/article>\n\n\n\n<article\t\t\titemscope=\"\"\n\t\titemtype=\"https:\/\/schema.org\/Article\"\n\t\tdata-card-id=\"13114\"\n\t\tclass=\"content-card content-card--large-inline is-entire-area-clickable content-card--is-boxed\"\n\t\t\tdata-clickable-area-link=\"https:\/\/www.salesforce.com\/au\/news\/stories\/state-of-sales-report-2026\/\"\n\t>\n\t\t\t<div class=\"content-card__image-container\" itemprop=\"image\" itemscope itemtype=\"https:\/\/schema.org\/ImageObject\">\n\t\t\t<img width=\"1024\" height=\"576\" src=\"https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2025\/12\/Lets-Talk_-How-Conversation-Design-Enables-the-Agentic-Enterprise.png?w=1024\" class=\"content-card__image\" alt=\"How Conversation Design Enables Agentic AI\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" loading=\"lazy\" decoding=\"async\" srcset=\"https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2025\/12\/Lets-Talk_-How-Conversation-Design-Enables-the-Agentic-Enterprise.png 1200w, https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2025\/12\/Lets-Talk_-How-Conversation-Design-Enables-the-Agentic-Enterprise.png?w=300&amp;h=169 300w, https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2025\/12\/Lets-Talk_-How-Conversation-Design-Enables-the-Agentic-Enterprise.png?w=768&amp;h=432 768w, https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2025\/12\/Lets-Talk_-How-Conversation-Design-Enables-the-Agentic-Enterprise.png?w=1024&amp;h=576 1024w, https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2025\/12\/Lets-Talk_-How-Conversation-Design-Enables-the-Agentic-Enterprise.png?w=264&amp;h=149 264w, https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2025\/12\/Lets-Talk_-How-Conversation-Design-Enables-the-Agentic-Enterprise.png?w=500&amp;h=281 500w, https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2025\/12\/Lets-Talk_-How-Conversation-Design-Enables-the-Agentic-Enterprise.png?w=678&amp;h=381 678w, https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2025\/12\/Lets-Talk_-How-Conversation-Design-Enables-the-Agentic-Enterprise.png?w=150&amp;h=84 150w, https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2025\/12\/Lets-Talk_-How-Conversation-Design-Enables-the-Agentic-Enterprise.png?w=314&amp;h=177 314w, https:\/\/www.salesforce.com\/au\/news\/wp-content\/uploads\/sites\/19\/2025\/12\/Lets-Talk_-How-Conversation-Design-Enables-the-Agentic-Enterprise.png?w=343&amp;h=193 343w\" \/>\t\t\t\t\t<\/div>\n\t\n\t<div class=\"content-card__content-container content-card__content-container--style-\">\n\t\t\n\t\t\n\t\t\t\t\t<h3 itemprop=\"headline\" class=\"content-card__title\">\n\t\t\t\t\t\t\t\t\t<a\n\t\t\t\t\t\thref=\"https:\/\/www.salesforce.com\/au\/news\/stories\/state-of-sales-report-2026\/\"\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\ttarget=\"_blank\"\n\t\t\t\t\t\t\t\t\t\t\t\tclass=\"content-card__title-link\"\n\t\t\t\t\t>\n\t\t\t\t\t\t\t\tThe Productivity Gap: New Survey Shows ANZ Sales Teams Are Betting On AI Agents To Help\t\t\t\t<\/a>\t\t\t<\/h3>\n\t\t\n\t\t\t\t\n\t\t\n\t\t\t\t\t<div itemprop=\"readTime\" class=\"content-card__read-time\">\n\t\t\t\t6 min read\t\t\t<\/div>\n\t\t\n\t\t\t<\/div>\n\n<\/article>\n\n\t\t<\/div>\n\t\t<noscript>\n<div class=\"pagination-fallback\">\n\n\t\t<a href=\"https:\/\/www.salesforce.com\/au\/news\/wp-json\/wp\/v2\/posts\/6242\/page\/2\/?bc=OTH#section-title\">\n\t\t\tOlder Posts\t\t<\/a>\n\t\t<\/div>\n<\/noscript>\n\t<\/div>\n<\/aside>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-ensuring-safety-avoiding-generative-ai-bias-and-preserving-customer-data-privacy\">Ensuring safety: Avoiding generative AI bias and preserving customer data privacy<\/h2>\n\n\n\n<p>According to a recent <a href=\"https:\/\/www.salesforce.com\/news\/stories\/generative-ai-research\/\" target=\"_blank\" rel=\"noreferrer noopener\">survey<\/a>, 73% of IT leaders have concerns about the potential for bias in generative AI. To mitigate harmful bias, Salesforce performs rigorous AI testing in simulated environments.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>To mitigate harmful bias, Salesforce performs rigorous AI testing in simulated environments.<\/p>\n<\/blockquote>\n\n\n\n<p>We kicked off our efforts with predictive AI, which analyzes patterns of historical data to forecast a company&#8217;s future outcomes. We mitigate bias by testing these algorithms over time and developing quantitative measures of bias and fairness. This helps us detect and correct bias-related issues prior to market launch.<\/p>\n\n\n\n<p>Tackling bias in generative AI remains a more complex problem, requiring new evaluation methods such as <a href=\"https:\/\/medium.com\/@arpitnarain\/unmasking-bias-assessing-fairness-in-large-language-models-a722624e4483\" target=\"_blank\" rel=\"noreferrer noopener\">adversarial testing<\/a>. With adversarial testing, our team works to intentionally push generative AI models\u2019 and applications\u2019 boundaries to understand where the system may be weak or susceptible to bias, toxicity, or inaccuracy.<\/p>\n\n\n\n<p>Adversarial testing introduces of adversarial inputs to an AI model and helps it to recognize and reject those inputs so that models do not produce toxic, biased, unsafe, or inaccurate outputs. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-driving-transparency-in-generative-ai-development-and-deployment\"><strong>Driving transparency in generative AI development and deployment<\/strong><\/h2>\n\n\n\n<p>Salesforce prioritizes transparency throughout the development and deployment of our generative AI systems. This includes providing:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Disclaimers<\/strong>. Clarifying systems, such as popups, help set expectations \u2014 advising customers that generative AI continues to be an evolving technology.<\/li>\n\n\n\n<li><strong>Documentation<\/strong>. Product documentation provide a wealth of information to customers. We currently have model cards for our predictive AI, sharing key information such as the purpose behind particular AI models, how Salesforce trains AI models, and any potential risks associated with using AI.<\/li>\n\n\n\n<li><strong><a href=\"https:\/\/www.salesforce.com\/news\/stories\/ai-acceptable-use-policy\/\" target=\"_blank\" rel=\"noreferrer noopener\">Responsible usage guidance<\/a><\/strong>. When using model builders, customers are notified when the system receives biased inputs \u2014 such as a zip code that could be correlated with race \u2014 preserving transparency in AI interactions.<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-using-generative-ai-to-empower-employees-and-users-with-limited-ai-experience\"><strong>Using generative AI to empower employees and users with limited AI experience<\/strong><\/h2>\n\n\n\n<p>Salesforce\u2019s generative AI is designed to support customers with augmentation and empowerment, helping people elevate their productivity and skill sets.<\/p>\n\n\n\n<p>For instance, a Service Cloud customer recently piloted Salesforce\u2019s new generative AI <a href=\"https:\/\/help.salesforce.com\/s\/articleView?id=sf.reply_recs_generative_ai_enable.htm&amp;type=5\" target=\"_blank\" rel=\"noreferrer noopener\">Einstein Service Replies<\/a> product. It gave service reps a new tool to rapidly resolve issues that could otherwise be very time-consuming. It ended up being so effective that the reps were able to expand their horizons and explore new opportunities, using the tool to upsell and cross-sell new services for their customers.<\/p>\n\n\n\n<p>Salesforce also ensures its AI technology remains user-friendly and inclusive \u2014 offering no-code and low-code products that democratize access to AI for people with various levels of expertise. For example, Prompt Studio enables users to explore prompt engineering \u2014 the art of creating prompts that a generative AI model understands \u2014 while providing them with guidance to use parameters and prompts for creating the best results.<\/p>\n\n\n\n<aside class=\"contextual-driver has-text-align-left contextual-driver--einstein\">\n\t<header class=\"tidbit-header\">\n\t\t<h2 class=\"tidbit-head\">\n\t\t\tDiscover the next generation of Einstein\t\t<\/h2>\n\t<\/header>\n\t<div class=\"tidbit-body\">\n\t\t<p>u003cpu003eBring conversational AI to any workflow, user, department and industry.u003c\/pu003e<\/p>\t<\/div>\n\t\t\t<p class=\"tidbit-link label\">\n\t\t\t<a class=\"label has-right-arrow has-right-arrow--small\" href=\"https:\/\/www.salesforce.com\/products\/einstein-ai-solutions\/?d=cta-body-promo-8\" target=\"_blank\">\n\t\t\t\t<span>Learn More<\/span>\n\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 14 10\">\n\t<path d=\"M13.92 5.38a1 1 0 000-.76.9.9 0 00-.17-.26.25.25 0 000-.07l-4-4a1 1 0 00-1.46 1.42L10.59 4H1.07a1 1 0 000 2h9.52l-2.3 2.29a1 1 0 000 1.42 1 1 0 001.42 0l4-4a.25.25 0 000-.07.9.9 0 00.21-.26z\" \/>\n<\/svg>\n\t\t\t<\/a>\n\t\t<\/p>\n\t\t\t\t<img class=\"tidbit img-einstein\"\n\t\tsrcset=\"\n\t\t\thttps:\/\/www.salesforce.com\/au\/news\/wp-content\/themes\/newsroom\/assets\/images\/article-tidbit-einstein-large@0.5x.png 84w,\n\t\t\thttps:\/\/www.salesforce.com\/au\/news\/wp-content\/themes\/newsroom\/assets\/images\/article-tidbit-einstein-large@1x.png 168w,\n\t\t\thttps:\/\/www.salesforce.com\/au\/news\/wp-content\/themes\/newsroom\/assets\/images\/article-tidbit-einstein-large@2x.png 336w\n\t\t\"\n\t\tsrc=\"https:\/\/www.salesforce.com\/au\/news\/wp-content\/themes\/newsroom\/assets\/images\/article-tidbit-einstein-large@1x.png\"\n\t\talt=\"Illustration of einstein\"\n\t\tsizes=\"(min-width:1024px) 175px, 130px\"\n\t>\n\t<\/aside>\n\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-promoting-sustainability-in-generative-ai-development\">Promoting sustainability in generative AI development<\/h2>\n\n\n\n<p><a href=\"https:\/\/www.techtarget.com\/searchenterpriseai\/feature\/Energy-consumption-of-AI-poses-environmental-problems\" target=\"_blank\" rel=\"noreferrer noopener\">Environmental concerns<\/a> loom large in generative AI development. <a href=\"https:\/\/hbr.org\/2023\/07\/how-to-make-generative-ai-greener\" target=\"_blank\" rel=\"noreferrer noopener\">Many models create a large carbon footprint<\/a>, resulting from the significant data and compute required to build and run them. In fact, training a large language model (LLM) may require up to 10 gigawatt-hour electricity consumption, which equates to the <a href=\"https:\/\/www.washington.edu\/news\/2023\/07\/27\/how-much-energy-does-chatgpt-use\/#:~:text=How%20much%20energy%20do%20these,and%20power%20management%20as%20well.\" target=\"_blank\" rel=\"noreferrer noopener\">annual power consumption of more than 1,000 U.S. households<\/a>.<\/p>\n\n\n\n<p>That\u2019s why Salesforce develops generative AI technologies with sustainability in mind, ranging from right-sizing models to avoiding unnecessary compute to maximizing hardware efficiency and renewable energy supply. Additionally, our open source approach enables the AI ecosystem to reuse models and iterate on our work, removing the need to train new models from scratch. Adopting these strategies has enabled us to significantly reduce generative AI development emissions, reinforce our longstanding <a href=\"https:\/\/www.salesforce.com\/company\/sustainability\/?d=cta-body-promo-8\" target=\"_blank\" rel=\"noreferrer noopener\">commitment to environmental leadership<\/a>, and maintain <a href=\"https:\/\/www.salesforce.com\/news\/press-releases\/2021\/09\/21\/salesforce-achieves-net-zero-across-its-full-value-chain\/\" target=\"_blank\" rel=\"noreferrer noopener\">net zero residual emissions<\/a> across our entire value chain.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p>That\u2019s why Salesforce develops generative AI technologies with sustainability in mind, ranging from right-sizing models to avoiding unnecessary compute to maximizing hardware efficiency and renewable energy supply.<\/p>\n<\/blockquote>\n\n\n\n<p>To create generative AI that\u2019s built on trust, Salesforce remains laser-focused on ensuring accuracy, safety, transparency, empowerment, and sustainability. Leveraging these five guidelines will help drive generative AI adoption across industries while preserving customer trust and environmental well-being.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-learn-more\"><strong>Learn more<\/strong><\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Learn about <a href=\"https:\/\/www.salesforce.com\/products\/einstein-ai-solutions\/?d=cta-body-promo-8\" target=\"_blank\" rel=\"noreferrer noopener\"><u>Einstein AI<\/u><\/a><\/li>\n\n\n\n<li>Check out this <a href=\"https:\/\/www.salesforce.com\/news\/stories\/generative-ai-research-team-salesforce\/\" target=\"_blank\" rel=\"noreferrer noopener\"><u>piece<\/u><\/a> on generative AI\u2019s future, penned by Salesforce AI\u2019s Chief Scientist<\/li>\n\n\n\n<li>Read this <a href=\"https:\/\/www.salesforce.com\/news\/stories\/customer-engagement-research-2023\/\" target=\"_blank\" rel=\"noreferrer noopener\"><u>report summary<\/u><\/a> to learn more about the customer trust gap in AI<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>Across countless verticals, companies are actively embracing generative AI to power business growth. In fact, generative AI may inject over $4 trilion annually into the world\u2019s economy. While 67% of senior IT leaders prioritize generative AI for their businesses \u2014 with more than 30% naming it as their key consideration \u2014 a lack of trust [&hellip;]<\/p>\n","protected":false},"author":409,"featured_media":6243,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"sf_subhead":"","sf_i18n_disclaimer":false,"_jetpack_memberships_contains_paid_content":false,"alternateThumbnailId":0,"sf_product_cta_id":0,"footnotes":""},"categories":[],"tags":[],"sf_content_type":[1099],"sf_theme":[1114,1115],"sf_topic":[1092,1196],"sf_product":[],"sf_industry":[],"sf_role":[],"sf_multimedia_asset":[],"sf_location":[1094],"sf_collection":[],"sf_visibility":[],"coauthors":[1205],"class_list":["post-6242","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","sf_content_type-snapshots","sf_theme-artificial-intelligence","sf_theme-digital-transformation","sf_topic-artificial-intelligence","sf_topic-technology-ethics","sf_location-global"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.2 (Yoast SEO v27.2) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>How Salesforce Develops Ethical Generative AI from the Start - Salesforce<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.salesforce.com\/au\/news\/stories\/developing-ethical-ai\/\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"How Salesforce Develops Ethical Generative AI from the Start\" \/>\n<meta property=\"og:description\" content=\"Across countless verticals, companies are actively embracing generative AI to power business growth. In fact, generative AI may inject over $4 trilion annually into the world\u2019s economy. 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