--- title: "Salesforce sentiment analysis & case triage | Ortoo" description: "Score sentiment and triage every inbound Salesforce case on arrival. Sentiment analysis and case triage as one workflow inside Ortoo Orchestrator." lang: en json-ld: | [ { "@context": "https://schema.org", "@type": "BreadcrumbList", "itemListElement": [ { "@type": "ListItem", "position": 1, "name": "Home", "item": "https://ortooapps.com" }, { "@type": "ListItem", "position": 2, "name": "Use cases", "item": "https://ortooapps.com/use-cases" }, { "@type": "ListItem", "position": 3, "name": "Salesforce sentiment analysis & case triage", "item": "https://ortooapps.com/use-case/triggering-a-sentiment-analysis-on-an-inbound-case-in-salesforce-using-ai" } ] }, { "@context": "https://schema.org", "@type": "SoftwareApplication", "name": "Q-assign, on Ortoo Orchestrator", "applicationCategory": "BusinessApplication", "operatingSystem": "Salesforce", "brand": { "@type": "Brand", "name": "Ortoo" }, "offers": { "@type": "Offer", "price": "0", "priceCurrency": "USD", "availability": "https://schema.org/InStock", "url": "https://ortooapps.com/contact?intent=demo" } }, { "@context": "https://schema.org", "@type": "Organization", "name": "Ortoo", "url": "https://ortooapps.com/", "logo": "https://ortooapps.com/ortoo-logo-square.png", "parentOrganization": { "@type": "Organization", "name": "Ascendx" } }, { "@context": "https://schema.org", "@type": "WebSite", "name": "Ortoo", "url": "https://ortooapps.com/" }, { "@context": "https://schema.org", "@type": "FAQPage", "mainEntity": [ { "@type": "Question", "name": "How does AI case triage work in Salesforce?", "acceptedAnswer": { "@type": "Answer", "text": "AI case triage classifies every inbound case by intent, urgency, and sentiment on arrival, then routes and prioritises it. In Ortoo Orchestrator, AI reads the free-text signals, deterministic logic decides the action, and the result is logged on the Salesforce case." } }, { "@type": "Question", "name": "How does the workflow score sentiment?", "acceptedAnswer": { "@type": "Answer", "text": "AI reads the body of the inbound case and assigns a sentiment score on a configurable scale. The score lands on the Salesforce record as a field, and configured rules decide what action follows." } }, { "@type": "Question", "name": "What sentiment signals are detected?", "acceptedAnswer": { "@type": "Answer", "text": "Positive, neutral, and negative tone are baseline. Beyond that, the workflow detects urgency keywords, dissatisfaction patterns, and escalation language. The team can tune the sensitivity to its tolerance." } }, { "@type": "Question", "name": "Can we use our own LLM provider?", "acceptedAnswer": { "@type": "Answer", "text": "Yes. Bring-your-own-LLM is supported, so teams running an OpenAI, Anthropic, or Google enterprise contract route the sentiment calls through their own provider, with costs and audit trails on their own bill." } }, { "@type": "Question", "name": "How is AI cost controlled?", "acceptedAnswer": { "@type": "Answer", "text": "Sentiment runs on the case bodies the team configured. Routine workflows handled by deterministic logic do not trigger AI calls, so the team defines where sentiment is scored and the rest stays rule-driven." } }, { "@type": "Question", "name": "Where do sentiment scores live for reporting?", "acceptedAnswer": { "@type": "Answer", "text": "As fields on the Salesforce case. Scores, trigger reasons, and any actions taken are all visible on the record and queryable in standard Salesforce reports and dashboards." } }, { "@type": "Question", "name": "Can a rep override the score if it is wrong?", "acceptedAnswer": { "@type": "Answer", "text": "Yes. Reps and supervisors can correct the score on a case if the AI reading is off, and the corrections feed back into the workflow's tuning so accuracy improves over time." } }, { "@type": "Question", "name": "Does this work for multi-language cases?", "acceptedAnswer": { "@type": "Answer", "text": "Yes. Sentiment scoring covers the major business languages the LLM provider supports. Teams operating in less common languages validate accuracy on a sample before turning the workflow on for that segment." } } ] } ] --- [Skip to main content](#main-content) [Support](/support)[Contact](/contact) [![Ortoo logo, workflow orchestration for Salesforce](/assets/ortoo-logo-gradient-C54UkOOH.webp)](/) Ortoo Orchestrator Solutions Why Ortoo Resources About [Pricing](/pricing) [Map your workflow](/contact?intent=workflow-mapping)[Book a demo](/contact?intent=demo) [Book a demo](/contact?intent=demo) Salesforce sentiment analysis # Salesforce sentiment analysis and case triage. Frustrated customers do not announce themselves. Tone shifts hide in the body of a message. Reps catch some signals, miss others. Ortoo Orchestrator scores sentiment on every inbound case the moment it lands, surfaces the urgent ones, and routes them to the right rep before the customer escalates. [Book a demo ](/contact?intent=demo)[Map your workflow](/contact?intent=workflow-mapping) TEAMS RUNNING ON ORTOO ORCHESTRATOR ![IG logo, Ortoo customer](data:image/svg+xml,%3csvg%20id='Layer_1'%20data-name='Layer%201'%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%20150%20200'%3e%3cdefs%3e%3cstyle%3e.cls-1{fill:%23e01b1c;}%3c/style%3e%3c/defs%3e%3cpath%20class='cls-1'%20d='M25.68,40V160H2.56V40Zm74.55-3h-.61a63,63,0,0,0,.6,125.94c17.75,0,36-7.21,47.76-18.83V90.84H98V113h27.5v19.54l-.3.19a46.38,46.38,0,0,1-25,7.52A40.33,40.33,0,0,1,60,97.84,40.72,40.72,0,0,1,98,59.77c11.25-.65,22,4,30.52,12.16.3.3.64.66,1,1.11l16-16-1-1.11A60.73,60.73,0,0,0,100.23,37Z'/%3e%3c/svg%3e) ![Jaguar Land Rover logo, Ortoo 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customer](data:image/svg+xml,%3csvg%20id='Ebene_1'%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%20156%2036'%3e%3cstyle%3e.st0{fill:%23828282}.st1{fill:%23fd8a02}%3c/style%3e%3cpath%20style='fill:%23828282;fill-opacity:1'%20class='st0'%20d='M78.6%207.4h5.2v22.7h-5.2z'/%3e%3cpath%20style='fill:%23fd8a02;fill-opacity:1'%20class='st1'%20d='M31.5%207.4l-7.4%2019.9-.1.2c-.6%201.6-2.1%202.8-3.8%203h-1.4c-1.7-.2-3.1-1.4-3.7-2.9l-.1-.3L7.6%207.4h6.1L19.5%2023l5.8-15.6.6-1.5C26.8%203.5%2023.5%200%2013.4%200S-.4%204.3%200%209.1c.4%204.9%206%2016%208.9%2020.4%202.8%204.3%206.6%206.4%2010.5%206.4%203.9%200%208-2%2010.4-8.1%201.8-4.6%207.8-20.4%207.8-20.4h-6.1z'/%3e%3cpath%20style='fill:%23828282;fill-opacity:1'%20class='st0'%20d='M59.5%2019.2c0%20.5%200%20.9-.1%201.4H42.7c.6%203.7%203.2%205.7%206.5%205.7%202.5%200%204.3-.9%206.1-2.7l3%202.7c-2.1%202.6-5.1%204.2-9.3%204.2-6.6%200-11.6-4.8-11.6-11.8%200-6.5%204.6-11.8%2011.1-11.8%207.3%200%2011%205.7%2011%2012.3zm-5.2-2c-.3-3.3-2.3-6-5.8-6-3.2%200-5.4%202.4-5.9%206h11.7zM147.6%2018.5l8-11h-5.5l-5.2%207.5-5.2-7.5H134l8%2011.2-8.3%2011.5h5.5l5.5-7.9%205.6%207.9h5.7l-8.4-11.7z'/%3e%3cpath%20style='fill:%23828282;fill-opacity:1'%20class='st0'%20d='M133.9%2018.8c0%206.5-5.3%2011.8-11.8%2011.8-6.5%200-11.8-5.3-11.8-11.8%200-6.5%205.3-11.8%2011.8-11.8%206.5-.1%2011.8%205.2%2011.8%2011.8zm-4.6%200c0-4-3.2-7.2-7.2-7.2s-7.2%203.2-7.2%207.2%203.2%207.2%207.2%207.2%207.2-3.3%207.2-7.2zM104.9%207.4l-6.1%2016.5-6.1-16.5h-5.6l9.3%2022.7h4.7l9.3-22.7zM63%2017.8v12.3h5.2V17.8v-.6c.2-1.4%201-4.2%205.1-4.5h.8V7.4h-.5c-7.1.2-10.5%205.2-10.6%2010v.4z'/%3e%3c/svg%3e) 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customer](data:image/svg+xml,%3c?xml%20version='1.0'%20encoding='UTF-8'%20standalone='no'?%3e%3c!--%20Created%20with%20Inkscape%20\(http://www.inkscape.org/\)%20--%3e%3csvg%20xmlns:svg='http://www.w3.org/2000/svg'%20xmlns='http://www.w3.org/2000/svg'%20version='1.0'%20width='800'%20height='110.066'%20viewBox='0%200%20800%20110.066'%20id='svg2'%20xml:space='preserve'%3e%3cdefs%20id='defs23'%20/%3e%3cg%20style='display:none'%20id='Grade'%3e%3c/g%3e%3cg%20id='Camada_1'%3e%3c/g%3e%3cg%20id='Área_de_trabalho'%3e%3c/g%3e%3cg%20id='Linhas-guia'%3e%3c/g%3e%3cg%20id='Page_1'%3e%3cg%20id='Camada_1_1_'%3e%3cg%20id='g10'%3e%3cpolygon%20points='0,4.723%200,19.33%2023.959,19.33%2070.846,107.261%20128.543,107.261%20175.43,19.184%20199.385,19.033%20199.437,4.723%20127.761,4.723%20127.761,19.083%20146.849,19.083%20113.74,81.595%2077.933,19.301%20104.05,19.184%20104.004,4.723%200,4.723%20'%20style='fill:%230d3896;fill-rule:evenodd'%20id='polygon12'%20/%3e%3cpolygon%20points='462.405,4.723%20462.405,19.33%20486.357,19.33%20533.245,107.261%20590.944,107.261%20637.831,19.184%20661.789,19.033%20661.832,4.723%20590.169,4.723%20590.169,19.083%20609.249,19.083%20576.141,81.595%20540.33,19.301%20566.455,19.184%20566.406,4.723%20462.405,4.723%20'%20style='fill:%230d3896;fill-rule:evenodd'%20id='polygon14'%20/%3e%3cpath%20d='M%20344.515,4.723%20L%20344.515,19.33%20L%20368.47,19.33%20L%20368.51,91.118%20L%20343.255,91.118%20L%20343.255,107.119%20L%20368.527,107.262%20L%20488.139,107.262%20L%20488.139,59.532%20L%20472.558,59.532%20C%20471.704,84.803%20449.782,91.152%20440.548,91.152%20C%20432.087,91.152%20415.693,91.119%20415.693,91.119%20L%20415.693,19.301%20L%20439.288,19.183%20L%20439.256,4.722%20L%20344.515,4.722%20L%20344.515,4.723%20z%20'%20style='fill:%230d3896;fill-rule:evenodd'%20id='path16'%20/%3e%3cpath%20d='M%20262.808,94.13%20C%20248.453,94.13%20236.822,76.935%20236.822,55.713%20C%20236.822,34.486%20248.453,17.278%20262.808,17.278%20C%20277.159,17.278%20288.794,34.486%20288.794,55.713%20C%20288.794,76.935%20277.159,94.13%20262.808,94.13%20L%20262.808,94.13%20z%20M%20263.864,1.777%20C%20223.144,1.777%20190.135,26.024%20190.135,55.922%20C%20190.135,85.822%20223.143,110.066%20263.864,110.066%20C%20304.581,110.066%20337.595,85.822%20337.595,55.922%20C%20337.595,26.024%20304.581,1.777%20263.864,1.777%20L%20263.864,1.777%20z%20'%20style='fill:%230d3896;fill-rule:evenodd'%20id='path18'%20/%3e%3cpath%20d='M%20725.215,93.857%20C%20710.865,93.857%20699.235,76.377%20699.235,54.804%20C%20699.235,33.239%20710.866,15.755%20725.215,15.755%20C%20739.567,15.755%20751.195,33.239%20751.195,54.804%20C%20751.196,76.376%20739.567,93.857%20725.215,93.857%20L%20725.215,93.857%20z%20M%20726.276,0%20C%20685.547,0%20652.548,24.642%20652.548,55.028%20C%20652.548,85.413%20685.546,110.05%20726.276,110.05%20C%20766.99,110.05%20800,85.413%20800,55.028%20C%20800,24.642%20766.99,0%20726.276,0%20L%20726.276,0%20z%20'%20style='fill:%230d3896;fill-rule:evenodd'%20id='path20'%20/%3e%3c/g%3e%3c/g%3e%3c/g%3e%3c/svg%3e) ![IG logo, Ortoo customer](data:image/svg+xml,%3csvg%20id='Layer_1'%20data-name='Layer%201'%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%20150%20200'%3e%3cdefs%3e%3cstyle%3e.cls-1{fill:%23e01b1c;}%3c/style%3e%3c/defs%3e%3cpath%20class='cls-1'%20d='M25.68,40V160H2.56V40Zm74.55-3h-.61a63,63,0,0,0,.6,125.94c17.75,0,36-7.21,47.76-18.83V90.84H98V113h27.5v19.54l-.3.19a46.38,46.38,0,0,1-25,7.52A40.33,40.33,0,0,1,60,97.84,40.72,40.72,0,0,1,98,59.77c11.25-.65,22,4,30.52,12.16.3.3.64.66,1,1.11l16-16-1-1.11A60.73,60.73,0,0,0,100.23,37Z'/%3e%3c/svg%3e) ![Jaguar Land Rover logo, Ortoo customer](data:image/svg+xml,%3csvg%20xmlns:xlink='http://www.w3.org/1999/xlink'%20xmlns='http://www.w3.org/2000/svg'%20id='JLR_REGULAR'%20data-name='JLR%20REGULAR'%20viewBox='0%200%201206.22%201060.95'%20width='500'%20height='439.78'%3e%3cdefs%3e%3cstyle%3e%20.cls-1%20{%20fill:%20%23231f20;%20stroke-width:%200px;%20}%20%3c/style%3e%3c/defs%3e%3cpath%20class='cls-1'%20d='M49.61,1060.95c74.53-47.23,123.68-132.76,123.68-225.26L173.24,0h-96.12v831.77c0,34.55-8.01,67.28-24.29,94.54-13.76,21.3-31.86,40.71-52.84,55.01l49.61,79.64Z'/%3e%3cpolygon%20class='cls-1'%20points='465.45%20803.57%20465.45%200%20369.33%200%20369.33%20897.13%20907.61%20897.13%20849.94%20803.57%20465.45%20803.57'/%3e%3cpath%20class='cls-1'%20d='M1178.03,247.35C1178.03,108.94,1057.56,0,921.7,0h-260.17v93.56h261.45c91,0,156.36,70.49,156.36,153.79s-65.36,157.64-156.36,157.64h-262.73v93.56h194.8l248.63,398.58h102.53l-249.91-401.14c121.75-15.38,221.72-108.94,221.72-248.63Z'/%3e%3c/svg%3e) ![Komatsu logo, Ortoo customer](data:image/svg+xml,%3csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%20170%2034'%3e%3cpath%20d='M159%2033.2c-2.9.1-5.7-.7-7.9-2.5-2.1-1.9-3.2-4.6-3-7.4v-15h9.7v15c0%20.7.6%201.3%201.3%201.3.7%200%201.2-.6%201.3-1.3v-15h9.7v15c0%203.2-1%205.7-3%207.4-2.4%201.8-5.3%202.7-8.1%202.5zm-121.3%200c-7-.1-12.7-5.8-12.6-12.9-.2-7%205.4-12.8%2012.4-12.9%207-.2%2012.8%205.4%2012.9%2012.4v.6c0%203.4-1.3%206.7-3.7%209.1-2.4%202.4-5.6%203.7-9%203.7zm0-16.5c-2%200-3.7%201.6-3.7%203.6s1.6%203.7%203.6%203.7%203.7-1.6%203.7-3.6v-.1c0-2-1.6-3.6-3.6-3.6zm97.6%2016.5c-4.1%200-6.9-1.2-10.4-3.2l2.7-6.4s4%202.6%206.7%202.6c.3%200%20.6%200%20.9-.1.5-.1.8-.5.8-1s-.2-.9-.7-1.1c-.5-.2-1.1-.4-1.6-.5-1.9-.5-4.9-1.2-6.4-4.1-1.7-3.2-1-7.1%201.7-9.4%202.1-1.7%204.7-2.6%207.4-2.6h.5c3%20.1%205.9%201%208.5%202.7l-2.7%206.4c-1.8-1-4.2-2.1-5.7-2.1-.8%200-1.2.3-1.3.9-.1.9.8%201.2%202.3%201.6%201.3.3%202.5.7%203.7%201.3%202.9%201.7%204.4%205.1%203.5%208.4-.4%201.9-1.5%203.5-3.1%204.6-1.9%201.4-4.3%202.1-6.8%202zM9.8%2032.3H0V8.4h9.8V20L15%208.4h11.1l-5.6%2011.7%205.9%2012.2H15.3L9.8%2020.1v12.2zm50%200H51l3.6-23.9h8.9l3%209.6%203-9.6h8.9l3.3%2022.5%207.6-22.5H99l8.2%2023.9H97L94.1%2021l-2.9%2011.3H73l-1.3-9.1-2.5%209.1h-5.7L61%2023.2l-1.2%209.1zm60%200H110v-15h-5.7V8.4h15.4V.8h9.1v9.5h-9.1l.1%2022z'%20fill='%23140a9a'/%3e%3c/svg%3e) ![OppFi logo, Ortoo customer](/assets/oppfi-C1cAew0E.svg) ![Sage logo, Ortoo customer](data:image/svg+xml,%3c?xml%20version='1.0'%20encoding='UTF-8'%20standalone='no'?%3e%3c!DOCTYPE%20svg%20PUBLIC%20'-//W3C//DTD%20SVG%201.0//EN'%20'http://www.w3.org/TR/2001/REC-SVG-20010904/DTD/svg10.dtd'%3e%3csvg%20xmlns:svg='http://www.w3.org/2000/svg'%20xmlns='http://www.w3.org/2000/svg'%20version='1.0'%20width='1024'%20height='446'%20viewBox='-0.72455613%20-0.72455613%2058.75819026%2025.60098326'%20id='svg2317'%3e%3cdefs%20id='defs2319'%20/%3e%3cg%20transform='translate\(-346.34546,-520.28625\)'%20id='layer1'%3e%3cpath%20d='M%20372.07821,531.63637%20L%20372.07821,530.40262%20L%20367.33659,530.40262%20C%20365.00484,530.40262%20363.91609,531.20162%20363.91609,532.43762%20C%20363.91609,533.57087%20364.96609,534.57162%20367.64846,534.57162%20C%20370.95121,534.57162%20372.07821,534.2705%20372.07821,531.63637%20z%20M%20361.93559,523.36912%20L%20360.26259,525.05662%20C%20358.70596,524.12187%20357.11284,523.48812%20354.97484,523.48812%20C%20352.44846,523.48812%20351.59384,524.35537%20351.59384,525.52312%20C%20351.59384,526.25675%20352.21559,526.9905%20354.19721,527.12475%20L%20357.46246,527.32362%20C%20359.47721,527.43875%20360.89334,528.017%20361.81371,528.89712%20C%20362.88834,527.97975%20364.48659,527.39612%20366.59834,527.39612%20L%20372.07821,527.39612%20L%20372.07821,525.67425%20C%20372.07821,524.07262%20370.87359,523.50525%20368.03571,523.50525%20C%20365.97659,523.50525%20364.63221,524.11237%20363.59509,525.069%20L%20361.93559,523.36912%20z%20M%20391.42271,527.65687%20L%20400.58646,527.65687%20C%20400.58646,524.72437%20398.40484,523.26912%20395.98771,523.26912%20C%20393.57196,523.26912%20391.42271,524.69825%20391.42271,527.65687%20z%20M%20377.70559,528.94887%20C%20377.74184,531.714%20377.78584,532.1495%20378.50521,532.92425%20C%20379.06559,533.53012%20380.28059,534.2385%20381.92259,534.2385%20C%20383.52321,534.2385%20384.56346,533.53012%20385.12571,532.92425%20C%20385.84584,532.1495%20385.92671,531.67812%20385.92671,528.94887%20C%20385.92671,526.187%20385.84584,525.714%20385.12571,524.94062%20C%20384.56346,524.33437%20383.52321,523.62625%20381.92259,523.62625%20C%20380.28059,523.62625%20379.06559,524.33437%20378.50521,524.94062%20C%20377.78584,525.714%20377.66809,526.16462%20377.70559,528.94887%20z%20M%20375.21084,522.85987%20C%20375.33771,522.6965%20375.47934,522.53275%20375.63596,522.35687%20C%20376.52871,521.38975%20378.28009,520.28987%20380.84346,520.28987%20C%20382.86584,520.28987%20384.46009,520.95662%20385.93646,522.29087%20L%20385.93646,520.48937%20L%20389.89971,520.48937%20L%20389.89971,522.34262%20C%20391.47184,520.86625%20393.58496,520.28987%20395.56209,520.28987%20C%20399.89746,520.28987%20403.63109,523.26037%20403.65434,528.25212%20C%20403.65959,529.10612%20403.55859,530.63237%20403.55859,530.63237%20L%20391.41759,530.63725%20C%20391.41759,533.3955%20393.29896,534.43675%20396.01234,534.43675%20C%20397.52109,534.43675%20399.43809,533.7465%20400.60059,532.71825%20L%20403.26034,534.65%20C%20401.32271,536.57712%20398.72184,537.62675%20396.08796,537.62675%20C%20393.92134,537.62675%20391.59221,537.1195%20389.89971,535.5755%20L%20389.89971,537.00012%20C%20389.89971,542.10375%20385.85746,544.43812%20381.35059,544.43812%20C%20378.82359,544.43812%20376.25771,543.30325%20374.50896,541.603%20L%20377.57871,539.50237%20C%20378.55184,540.33562%20379.91171,541.03625%20381.42696,541.03625%20C%20384.07059,541.03625%20385.93646,539.73562%20385.93646,537.367%20L%20385.93646,535.63275%20C%20384.69284,536.7995%20382.86584,537.60012%20380.84346,537.60012%20C%20378.62496,537.60012%20377.01596,536.77637%20376.04284,535.92712%20L%20376.04284,537.64287%20L%20372.07821,537.64287%20L%20372.07821,535.91425%20L%20372.00221,535.91425%20C%20371.18546,537.082%20369.82484,537.61537%20367.14284,537.61537%20C%20364.63609,537.61537%20362.72621,536.88762%20361.54646,535.71787%20C%20360.06971,536.937%20357.71734,537.597%20355.01434,537.597%20C%20351.82671,537.597%20348.87196,536.59612%20346.34546,534.56237%20L%20349.10484,532.22775%20C%20350.81484,533.66012%20352.68009,534.3965%20355.32459,534.3965%20C%20357.58021,534.3965%20359.21121,533.66012%20359.21121,532.22775%20C%20359.21121,531.026%20358.16246,530.6595%20356.80121,530.55925%20L%20353.30309,530.29262%20C%20350.03846,530.05937%20347.62846,528.39125%20347.62846,525.49025%20C%20347.62846,522.05412%20350.81484,520.28625%20354.97484,520.28625%20C%20357.97946,520.28625%20360.13284,520.96612%20361.92084,522.06187%20C%20363.37121,520.76212%20365.27596,520.304%20367.84184,520.304%20C%20371.26109,520.304%20373.92921,520.99762%20375.21084,522.85987'%20style='fill:%23008066;fill-opacity:1;fill-rule:nonzero;stroke:none'%20id='path2489'%20/%3e%3c/g%3e%3c/svg%3e) ![Splunk logo, Ortoo customer](/assets/splunk-C0r61HWy.svg) ![Verivox logo, Ortoo customer](data:image/svg+xml,%3csvg%20id='Ebene_1'%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%20156%2036'%3e%3cstyle%3e.st0{fill:%23828282}.st1{fill:%23fd8a02}%3c/style%3e%3cpath%20style='fill:%23828282;fill-opacity:1'%20class='st0'%20d='M78.6%207.4h5.2v22.7h-5.2z'/%3e%3cpath%20style='fill:%23fd8a02;fill-opacity:1'%20class='st1'%20d='M31.5%207.4l-7.4%2019.9-.1.2c-.6%201.6-2.1%202.8-3.8%203h-1.4c-1.7-.2-3.1-1.4-3.7-2.9l-.1-.3L7.6%207.4h6.1L19.5%2023l5.8-15.6.6-1.5C26.8%203.5%2023.5%200%2013.4%200S-.4%204.3%200%209.1c.4%204.9%206%2016%208.9%2020.4%202.8%204.3%206.6%206.4%2010.5%206.4%203.9%200%208-2%2010.4-8.1%201.8-4.6%207.8-20.4%207.8-20.4h-6.1z'/%3e%3cpath%20style='fill:%23828282;fill-opacity:1'%20class='st0'%20d='M59.5%2019.2c0%20.5%200%20.9-.1%201.4H42.7c.6%203.7%203.2%205.7%206.5%205.7%202.5%200%204.3-.9%206.1-2.7l3%202.7c-2.1%202.6-5.1%204.2-9.3%204.2-6.6%200-11.6-4.8-11.6-11.8%200-6.5%204.6-11.8%2011.1-11.8%207.3%200%2011%205.7%2011%2012.3zm-5.2-2c-.3-3.3-2.3-6-5.8-6-3.2%200-5.4%202.4-5.9%206h11.7zM147.6%2018.5l8-11h-5.5l-5.2%207.5-5.2-7.5H134l8%2011.2-8.3%2011.5h5.5l5.5-7.9%205.6%207.9h5.7l-8.4-11.7z'/%3e%3cpath%20style='fill:%23828282;fill-opacity:1'%20class='st0'%20d='M133.9%2018.8c0%206.5-5.3%2011.8-11.8%2011.8-6.5%200-11.8-5.3-11.8-11.8%200-6.5%205.3-11.8%2011.8-11.8%206.5-.1%2011.8%205.2%2011.8%2011.8zm-4.6%200c0-4-3.2-7.2-7.2-7.2s-7.2%203.2-7.2%207.2%203.2%207.2%207.2%207.2%207.2-3.3%207.2-7.2zM104.9%207.4l-6.1%2016.5-6.1-16.5h-5.6l9.3%2022.7h4.7l9.3-22.7zM63%2017.8v12.3h5.2V17.8v-.6c.2-1.4%201-4.2%205.1-4.5h.8V7.4h-.5c-7.1.2-10.5%205.2-10.6%2010v.4z'/%3e%3c/svg%3e) ![Volvo logo, Ortoo 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What it is ## Salesforce sentiment analysis, in plain terms. Salesforce sentiment analysis means scoring the tone, urgency, and frustration level of every inbound case on intake, then using that score as a routing and prioritisation signal in the same workflow. Sentiment analysis sits inside Ortoo Orchestrator. AI runs on the body of the inbound case to produce the score, deterministic logic decides what action to trigger, and the result lands on the Salesforce record as a normal field. The problem ## Salesforce sentiment analysis catches frustrated customers before they escalate Case triage in Salesforce usually lives in a rep's head: a case arrives, a rep reads it, forms a view on how upset the customer is, and prioritises by feel. Multiply that across every case on every shift and the variance starts to hurt. One rep flags an angry customer; another misses the same signal. By the time CSAT surveys show a trend, the customer has already churned or escalated to the executive inbox. Sentiment lives in rep memory, not in Salesforce, so reporting cannot see it. > Sentiment that does not drive a workflow is just a survey. Ortoo Orchestrator scores sentiment on every inbound case on intake. The score lands on the Salesforce record, configured rules decide whether to re-prioritise or escalate, and the action is logged. // HOW IT WORKS ## Triggered by case context. Not by who is watching the queue. 1. 01 // STEP 01 ### Every inbound case is scored as it lands. AI reads the body of the message and assigns a sentiment score. The same logic runs on every case, regardless of rep availability or workload. 1. Case arrives Email, portal 2. AI reads body Tone, urgency 3. Score assigned Configurable scale Step 01 — Score 01 2. 02 // STEP 02 ### The score triggers the configured action. Negative sentiment can re-prioritise the case, escalate to a team lead, or change ownership. The action depends on the rules the team set up. This step is handled by the sentiment classification agent inside Ortoo Orchestrator. 1. Apply threshold Team-defined 2. Trigger action Re-prioritise, escalate 3. Notify owner Or change owner Step 02 — Decide 02 3. 03 // STEP 03 ### Sentiment becomes reportable Salesforce data. The score lives on the case as a field. Standard reports and dashboards pick it up automatically, so CX leaders see trends in real time, not weeks later through CSAT. 1. Write to case Field updated 2. Log action Reason, threshold 3. Reportable data Standard reports Step 03 — Stamp 03 What good sentiment analysis needs ## Three things separate working sentiment analysis from a label on a record. Scoring sentiment is the easy part. Driving the right action on it is what makes the workflow useful. Three elements decide whether sentiment is operationally meaningful. The path is operationally realistic: start with one workflow at a time, expand step by step as the team is ready. [Book a demo ](/contact?intent=demo) ### Configurable thresholds What counts as negative varies by team and customer segment. The team defines the thresholds, not a vendor. ### Connected to routing and escalation A score with no consequence is a label. Sentiment has to trigger an action to matter. ### Reportable as Salesforce data Sentiment trends become standard reports, not a separate dashboard nobody opens. Before vs after ## What changes when sentiment runs as a workflow. The cases do not change. What changes is whether tone becomes operational data and feeds case triage. Before Before 1. 01 Rep-led assessment 2. 02 Inconsistent flagging 3. 03 Escalation late 4. 04 Sentiment invisible Sentiment depends on rep judgment. CSAT surveys catch the trend after the customer has already churned. After With Ortoo Orchestrator 1. 01 Workflow-led scoring 2. 02 Consistent flags 3. 03 Escalation on score 4. 04 Sentiment reportable Sentiment scores on every case. Reporting sees trends in real time, not weeks later. Where it fits ## Works with the Salesforce tools you already use. ### Salesforce sentiment analysis with Email-to-Case Email-to-Case Service Cloud Native Email-to-Case creates the case record from inbound email. The sentiment workflow runs on top, scoring the case body and tagging the record with the result before any rep opens it. ### Sentiment-driven tiered escalation Tier 2 Customer success Negative sentiment combined with urgency keywords routes the case to a senior agent or customer success manager as part of case triage. The criteria are explicit, configured by ops, and adjustable as escalation policy changes. ### AI applied selectively, with bring-your-own LLM AI governance AI runs on the body of the case to produce the sentiment score. Deterministic logic decides what to do with the score, so cost stays bounded. Teams running their own LLM contract route the calls through their own provider. Built for customer experience ## Sentiment that drives the workflow, not just a survey result. ### Service catches frustrated customers before they escalate. When sentiment shifts trigger the workflow, service teams see the case before the customer sends a follow-up. CX moves from reacting to escalations to preventing them. Sentiment scoring runs as one step in the workflow from intake to resolution. ### Sentiment becomes a workflow input, not a survey result. CSAT and NPS are lagging indicators. Sentiment scoring on every inbound case is a live input, weeks before survey data would catch the same trend, and visible in standard Salesforce reports. ### Specialised agents do the work, not a single generalist AI. Each step is owned by a specialised agent with a defined role, including the Sentiment Classification Agent relevant to this workflow. Agents pass context between steps, AI is applied only where interpretation adds value, and deterministic logic controls the rest. Tone Urgency Dissatisfaction Escalation language Customer tier Repeat contact Language Product line Case age Signals the sentiment workflow evaluates Components of sentiment analysis ## Four elements every sentiment workflow needs to cover. Ortoo Orchestrator provides the scoring engine. Thresholds, actions, and reporting are configured by service ops. ### Sentiment scoring on intake Every inbound case is scored the moment it lands, with the score on the record. ### Configurable action thresholds ### Bring-your-own LLM ### Native Salesforce execution // RULE CONFIG #### Enterprise tier, negative sentiment escalation channel Email-to-Case segment Enterprise tier threshold Score <= -0.4 signal Negative tone + urgency action Escalate to CSM audit Score + reason logged IF segment = Enterprise AND sentiment <= -0.4 THEN escalate to CSM and re-prioritise. Case studies ## Teams running sentiment as a workflow. [ Sage Intacct Replaced rep-led sentiment judgment with workflow-driven scoring, catching negative tone consistently across cases and shifts. Read case study ](/case-studies/sage-intacct-2)[ Verivox 75% Used sentiment scoring alongside the routing capability inside Ortoo Orchestrator to address 75% of inbound cases within the first 30 minutes. Read case study ](/case-studies/verivox)[ Rapid7 Handled rising security case volume by scoring sentiment on intake and escalating frustrated customers before churn risk materialised. Read case study ](/case-studies/rapid7) Related use cases ## Adjacent service workflows in Ortoo Orchestrator. [ Interpret replies automatically Read sentiment, intent, and urgency on every reply. ](/use-case/interpret-replies-automatically-in-salesforce)[ Email-to-Case with AI triage AI-driven case intake and triage. ](/use-cases/salesforce-email-to-case-ai)[ Intelligent case routing Skills, capacity, and SLA-aware case assignment. ](/use-cases/intelligent-case-routing-salesforce)[ Ortoo agents — Sentiment, Classification, Routing Specialised agents for every step of operational work. ](/solutions/agents)[ Case lifecycle management in Salesforce Assignment, escalation, and handoff across the case lifecycle. ](/resources/pillar/case-lifecycle-management-salesforce) FAQ ## Common questions How does AI case triage work in Salesforce? + AI case triage classifies every inbound case by intent, urgency, and sentiment on arrival, then routes and prioritises it. In Ortoo Orchestrator, AI reads the free-text signals, deterministic logic decides the action, and the result is logged on the Salesforce case. How does the workflow score sentiment? + AI reads the body of the inbound case and assigns a sentiment score on a configurable scale. The score lands on the Salesforce record as a field, and configured rules decide what action follows. What sentiment signals are detected? + Positive, neutral, and negative tone are baseline. Beyond that, the workflow detects urgency keywords, dissatisfaction patterns, and escalation language. The team can tune the sensitivity to its tolerance. Can we use our own LLM provider? + Yes. Bring-your-own-LLM is supported, so teams running an OpenAI, Anthropic, or Google enterprise contract route the sentiment calls through their own provider, with costs and audit trails on their own bill. How is AI cost controlled? + Sentiment runs on the case bodies the team configured. Routine workflows handled by deterministic logic do not trigger AI calls, so the team defines where sentiment is scored and the rest stays rule-driven. Where do sentiment scores live for reporting? + As fields on the Salesforce case. Scores, trigger reasons, and any actions taken are all visible on the record and queryable in standard Salesforce reports and dashboards. Can a rep override the score if it is wrong? + Yes. Reps and supervisors can correct the score on a case if the AI reading is off, and the corrections feed back into the workflow's tuning so accuracy improves over time. Does this work for multi-language cases? + Yes. Sentiment scoring covers the major business languages the LLM provider supports. Teams operating in less common languages validate accuracy on a sample before turning the workflow on for that segment. Make sentiment operational ## Identify frustrated customers before issues escalate. Book a 30-minute conversation. We will walk through your current case triage and where sentiment scoring catches the escalations early. Installs natively into Salesforce. Start with one workflow, expand to others as the team is ready. You pay for work completed, not the steps required to complete it. [Book a demo ](/contact?intent=demo)[Map your workflow](/contact?intent=workflow-mapping) ![Ortoo logo, workflow orchestration for Salesforce](/assets/ortoo-logo-C6Mjw-cG.svg) Workflow orchestration in Salesforce, executed by specialized agents under controlled AI. 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