[{"data":1,"prerenderedAt":346},["ShallowReactive",2],{"header":3,"footer":26,"footer-cities":54,"content-\u002Fnews\u002Fstudy-29-of-chatbot-answers-on-voting-are-wrong-check-county-sites":235},{"id":4,"title":5,"body":6,"description":10,"extension":13,"links":14,"meta":20,"navigation":21,"path":22,"seo":23,"stem":24,"__hash__":25},"header\u002Fheader.md","Central Valley AI",{"type":7,"value":8,"toc":9},"minimark",[],{"title":10,"searchDepth":11,"depth":11,"links":12},"",2,[],"md",[15],{"label":16,"to":17,"icon":19},"News",{"path":18},"\u002Fnews\u002F","mdi-newspaper-variant-outline",{},true,"\u002Fheader",{"title":5,"description":10},"header","ceT4J-WxxOBdbhRC-UD3fo0Npu7vWt2o2B9b_LURPmE",{"id":27,"title":28,"body":29,"copyright":33,"description":10,"developedBy":34,"extension":13,"links":41,"meta":49,"navigation":21,"path":50,"seo":51,"stem":52,"__hash__":53},"footer\u002Ffooter.md","Footer",{"type":7,"value":30,"toc":31},[],{"title":10,"searchDepth":11,"depth":11,"links":32},[],"© {year} All rights reserved.",{"label":35,"link":36},"Developed by",{"label":37,"to":38,"target":39,"logo":40},"Kaweah Tech","https:\u002F\u002Fkaweah.tech","_blank","https:\u002F\u002Fassets.kaweah.tech\u002Flogo-black-on-transparent-tight.svg",[42,43,46],{"label":16,"to":18},{"label":44,"to":45},"About","\u002Fabout\u002F",{"label":47,"to":48},"Privacy Policy","\u002Fprivacy-policy\u002F",{},"\u002Ffooter",{"description":10},"footer","Ras2AGS8Wuda4aBPrbAbOivaxIsAoDbo9SNCA0w554g",[55,85,123,154,181,208],{"id":56,"title":57,"body":58,"county":77,"description":10,"extension":13,"intro":78,"meta":79,"navigation":21,"path":80,"seo":81,"stem":82,"tag":83,"__hash__":84},"cities\u002Fcities\u002Fbakersfield.md","Bakersfield",{"type":7,"value":59,"toc":74},[60,65],[61,62,64],"h2",{"id":63},"ai-in-bakersfield","AI in Bakersfield",[66,67,68,69,73],"p",{},"Bakersfield's AI conversation sits at the intersection of municipal government, the ",[70,71,72],"strong",{},"California State University Bakersfield"," community, and the energy and ag operators that drive Kern County's economy. The city was an early mover on AI-assisted permitting and has been a recurring backdrop for parent- and teacher-led debates about classroom AI use. Articles below follow specific Bakersfield initiatives, public-meeting decisions, and Kern County workforce stories — and how they reflect national AI trends from a regional vantage point.",{"title":10,"searchDepth":11,"depth":11,"links":75},[76],{"id":63,"depth":11,"text":64},"Kern County","Bakersfield and the surrounding Kern County are home to some of the most concrete AI-in-government experiments in the Central Valley, from instant municipal permitting to school-district debates about classroom AI. Coverage on this page tracks how AI is reshaping public services, education, and the energy and agriculture economies that dominate the region.",{},"\u002Fcities\u002Fbakersfield",{"title":57,"description":10},"cities\u002Fbakersfield","bakersfield","ozFL4HvDA_g7UrRE1mHbKqcS-vDLwbiH9JWVh3rB2Ac",{"id":86,"title":87,"body":88,"county":115,"description":10,"extension":13,"intro":116,"meta":117,"navigation":21,"path":118,"seo":119,"stem":120,"tag":121,"__hash__":122},"cities\u002Fcities\u002Ffresno.md","Fresno",{"type":7,"value":89,"toc":112},[90,94,109],[61,91,93],{"id":92},"ai-in-fresno","AI in Fresno",[66,95,96,97,100,101,104,105,108],{},"Fresno's AI story spans several distinct ecosystems. ",[70,98,99],{},"Fresno State"," and the ",[70,102,103],{},"California State University"," system anchor a workforce-readiness push, while local ",[70,106,107],{},"Fresno Unified School District"," debates around responsible use have made the city a recurring reference point in California's K-12 AI conversation. The city's economic base in agriculture, healthcare, and public services means most AI adoption stories here are about applied uses rather than model development — a different posture than coastal tech hubs but arguably more consequential for the people living here.",[66,110,111],{},"Use the articles below to follow how AI is showing up in Fresno-area institutions and businesses.",{"title":10,"searchDepth":11,"depth":11,"links":113},[114],{"id":92,"depth":11,"text":93},"Fresno County","Fresno is the largest city in California's Central Valley and the regional center for AI adoption across agriculture, healthcare, higher education, and small business. Coverage on this page tracks how AI is being applied — and contested — in and around the city of Fresno and Fresno County.",{},"\u002Fcities\u002Ffresno",{"title":87,"description":10},"cities\u002Ffresno","fresno","gOL2xk8y9t9OV6PPxP02OjYhZFHC_Cg-VGijh_V93dI",{"id":124,"title":125,"body":126,"county":146,"description":10,"extension":13,"intro":147,"meta":148,"navigation":21,"path":149,"seo":150,"stem":151,"tag":152,"__hash__":153},"cities\u002Fcities\u002Fmerced.md","Merced",{"type":7,"value":127,"toc":143},[128,132],[61,129,131],{"id":130},"ai-in-merced","AI in Merced",[66,133,134,135,138,139,142],{},"Merced is a research-heavy node in the Central Valley AI ecosystem. ",[70,136,137],{},"UC Merced"," faculty appear in national conversations about AI safety, autonomous vehicles, climate modeling, and pediatric health applications, while the ",[70,140,141],{},"Merced Unified School District"," and surrounding county institutions navigate the same K-12 and workforce questions the rest of the Valley faces. The articles below cover both the campus research story and the broader applied uses around the city and county.",{"title":10,"searchDepth":11,"depth":11,"links":144},[145],{"id":130,"depth":11,"text":131},"Merced County","Merced punches above its weight in AI research, anchored by UC Merced — a leading West Coast hub for AI in agriculture, climate, autonomous systems, and health. Coverage on this page tracks both academic research coming out of the campus and how AI is showing up across Merced's schools, businesses, and county institutions.",{},"\u002Fcities\u002Fmerced",{"title":125,"description":10},"cities\u002Fmerced","merced","pSWWlEzMdcv2_RZrUKdkEHU3bixNboePGdHbSdd1m34",{"id":155,"title":156,"body":157,"county":173,"description":10,"extension":13,"intro":174,"meta":175,"navigation":21,"path":176,"seo":177,"stem":178,"tag":179,"__hash__":180},"cities\u002Fcities\u002Fmodesto.md","Modesto",{"type":7,"value":158,"toc":170},[159,163],[61,160,162],{"id":161},"ai-in-modesto","AI in Modesto",[66,164,165,166,169],{},"Modesto's AI conversation tends to combine ag-tech adoption stories with workforce-readiness questions for the city's small and mid-sized employers. ",[70,167,168],{},"CSU Stanislaus"," and the regional community college network shape the higher-ed angle. Coverage below follows Modesto-area AI announcements and the wider Stanislaus County context.",{"title":10,"searchDepth":11,"depth":11,"links":171},[172],{"id":161,"depth":11,"text":162},"Stanislaus County","Modesto and Stanislaus County sit between the Bay Area and the southern Valley, and their AI story reflects that bridging role — from agriculture and food processing to the **California State University Stanislaus** community to small businesses adapting to AI-driven changes in marketing, hiring, and operations.",{},"\u002Fcities\u002Fmodesto",{"title":156,"description":10},"cities\u002Fmodesto","modesto","l75Dc40MX8wTb4lD088Yx9we4ypuDwmcvE-uEdqqREc",{"id":182,"title":183,"body":184,"county":200,"description":10,"extension":13,"intro":201,"meta":202,"navigation":21,"path":203,"seo":204,"stem":205,"tag":206,"__hash__":207},"cities\u002Fcities\u002Fstockton.md","Stockton",{"type":7,"value":185,"toc":197},[186,190],[61,187,189],{"id":188},"ai-in-stockton","AI in Stockton",[66,191,192,193,196],{},"Stockton's economic base in logistics, healthcare, and higher education gives the city a different AI profile than the southern Valley. ",[70,194,195],{},"University of the Pacific"," anchors the academic conversation, while San Joaquin County government, hospitals, and warehouse operators are navigating practical adoption questions: cost, training, security, workforce impact. The articles below track Stockton-area AI announcements and the broader San Joaquin County context.",{"title":10,"searchDepth":11,"depth":11,"links":198},[199],{"id":188,"depth":11,"text":189},"San Joaquin County","Stockton and San Joaquin County sit at the northern edge of the Central Valley, where logistics, healthcare, and the University of the Pacific shape the local AI adoption story. Coverage on this page follows how AI is being put to work — and questioned — across San Joaquin County's institutions, employers, and public services.",{},"\u002Fcities\u002Fstockton",{"title":183,"description":10},"cities\u002Fstockton","stockton","TYEBK9akp2HbpAFmYY67FeKt7Rs7L8tvtYeQBtgJAHw",{"id":209,"title":210,"body":211,"county":227,"description":10,"extension":13,"intro":228,"meta":229,"navigation":21,"path":230,"seo":231,"stem":232,"tag":233,"__hash__":234},"cities\u002Fcities\u002Fvisalia.md","Visalia",{"type":7,"value":212,"toc":224},[213,217],[61,214,216],{"id":215},"ai-in-visalia","AI in Visalia",[66,218,219,220,223],{},"Visalia's AI footprint is grounded in the practical adoption stories that come with a Tulare County economy built around agriculture, food processing, and rural healthcare. ",[70,221,222],{},"College of the Sequoias"," and the surrounding K-12 districts anchor the education conversation. The articles below cover Visalia-area AI developments and the Tulare County context, with a focus on applied uses rather than research or model development.",{"title":10,"searchDepth":11,"depth":11,"links":225},[226],{"id":215,"depth":11,"text":216},"Tulare County","Visalia is the largest city in Tulare County and a center for agriculture, healthcare, and county-government services in the southern Central Valley. Coverage on this page tracks how AI is being adopted across Tulare County's schools, hospitals, ag operations, and small business community.",{},"\u002Fcities\u002Fvisalia",{"title":210,"description":10},"cities\u002Fvisalia","visalia","gN4g7aAl-cqD4FfSTgtTAarltUoKLh8NFlPzCbZngqU",{"id":236,"title":237,"archived":238,"author":239,"body":240,"date":334,"dateModified":334,"description":335,"extension":13,"meta":336,"navigation":21,"path":337,"rawbody":338,"seo":339,"sitemap":340,"stem":341,"tags":342,"__hash__":345},"news\u002Fnews\u002Fstudy-29-of-chatbot-answers-on-voting-are-wrong-check-county-sites.md","Study: 29% of chatbot answers on voting are wrong; check county sites",false,"CVAI Newsdesk",{"type":7,"value":241,"toc":327},[242,246,250,266,269,272,276,279,283,286,290,293,296,299,314,317,321],[243,244,237],"h1",{"id":245},"study-29-of-chatbot-answers-on-voting-are-wrong-check-county-sites",[61,247,249],{"id":248},"key-takeaways","Key Takeaways",[251,252,253,257,260,263],"ol",{},[254,255,256],"li",{},"An ISD study found 29% of chatbot answers to voting questions were inaccurate, incomplete or outdated.",[254,258,259],{},"Accuracy dropped an average of 16 points when questions were asked in Spanish.",[254,261,262],{},"GPT-5.5 scored 89% on accuracy and completeness; Gemini 84%; others ranged from 66% to 61%.",[254,264,265],{},"Fresno County and the California Secretary of State direct voters to official election websites.",[66,267,268],{},"Twenty-nine percent. That’s the share of AI chatbot replies that got basic voting info wrong or out of date in a new report from the Institute for Strategic Dialogue. The finding lands as Fresno County’s elections office posts timelines for the November 3, 2026 general election and reminds residents that official county and state sites carry the rules that actually apply here.",[66,270,271],{},"Do not ask a chatbot where to vote.",[61,273,275],{"id":274},"what-the-researchers-tested","What the researchers tested",[66,277,278],{},"ISD researchers asked 15 common questions about voter registration, vote-by-mail and key dates across six consumer chatbots, then checked the answers against state rules. They also tried five tougher prompts per state that echoed past controversies. The team tailored questions to 10 states with changing procedures or legal fights, then measured accuracy, completeness, sourcing and whether the models pushed back on false claims. The dataset covered 2,400 prompts and responses, a sizable sample for this kind of bench test.",[61,280,282],{"id":281},"how-the-models-scored","How the models scored",[66,284,285],{},"Performance was mixed. ISD tallied 29% of answers as incomplete, inaccurate or outdated, including mistakes on Election Day dates and old ID or deadline rules. OpenAI’s GPT-5.5 answered 89% of prompts with specific, complete and correct information. Google’s Gemini 3.5 Flash came in at 84%. xAI’s Grok 4.3 scored 66%, Anthropic’s Sonnet 4.6 64%, DeepSeek V4 Pro 63%, and Meta’s Muse Spark 61%. Every model returned some outdated details. The report also flagged a language gap, with average accuracy dropping 16 percentage points when the same questions were asked in Spanish. Simple fix, use the official sites.",[61,287,289],{"id":288},"what-this-means-for-valley-voters","What this means for Valley voters",[66,291,292],{},"The practical takeaway for Central Valley readers is straightforward. Use the county elections office or the California Secretary of State for anything that affects your ballot. Fresno County’s Registrar of Voters lists registration tools, vote center and drop box lookups, and election calendars for local contests. Kern County’s elections site carries the same staples for Bakersfield and unincorporated communities. The state’s portal explains who is eligible, how to register, and how to track a ballot. Those pages are what clerks update when rules change, not an AI model that might cite last cycle’s deadlines.",[66,294,295],{},"Researchers noted most chatbots cited authoritative sources and handled debunking fairly well in English, but they still missed exceptions and conditional rules that often trip people up. That is where county specifics matter in places like Reedley or Delano, where precinct lines and vote center lists differ. If you’re unsure, call the county or check its site, then check it again close to Election Day.",[66,297,298],{},"A scuffed \"Please take a number\" dispenser sits by the public counter at the Fresno elections office.",[66,300,301],{},[302,303,304,305,307,308,313],"em",{},"Central Valley AI is produced by the ",[70,306,239],{}," team and developed by ",[309,310,37],"a",{"href":38,"rel":311},[312],"nofollow",", a regional firm that builds, deploys, and integrates AI solutions for businesses across California's Central Valley.",[315,316],"hr",{},[61,318,320],{"id":319},"source","Source",[66,322,323],{},[309,324,325],{"href":325,"rel":326},"https:\u002F\u002Fwww.yourcentralvalley.com\u002Fnews\u002Fnearly-a-third-of-ai-chatbot-replies-to-voting-questions-inaccurate-study-says\u002F",[312],{"title":10,"searchDepth":11,"depth":11,"links":328},[329,330,331,332,333],{"id":248,"depth":11,"text":249},{"id":274,"depth":11,"text":275},{"id":281,"depth":11,"text":282},{"id":288,"depth":11,"text":289},{"id":319,"depth":11,"text":320},"2026-09-05","A new ISD report finds nearly a third of chatbot replies about voting are inaccurate or outdated. Fresno County and California direct voters to official sites.",{},"\u002Fnews\u002Fstudy-29-of-chatbot-answers-on-voting-are-wrong-check-county-sites","---\nauthor: CVAI Newsdesk\ndate: '2026-09-05'\ndateModified: '2026-09-05'\ndescription: A new ISD report finds nearly a third of chatbot replies about voting\n  are inaccurate or outdated. Fresno County and California direct voters to official\n  sites.\ntags:\n- elections\n- fresno\n- policy\ntitle: 'Study: 29% of chatbot answers on voting are wrong; check county sites'\n---\n\n# Study: 29% of chatbot answers on voting are wrong; check county sites\n\n## Key Takeaways\n\n1. An ISD study found 29% of chatbot answers to voting questions were inaccurate, incomplete or outdated.\n2. Accuracy dropped an average of 16 points when questions were asked in Spanish.\n3. GPT-5.5 scored 89% on accuracy and completeness; Gemini 84%; others ranged from 66% to 61%.\n4. Fresno County and the California Secretary of State direct voters to official election websites.\n\nTwenty-nine percent. That’s the share of AI chatbot replies that got basic voting info wrong or out of date in a new report from the Institute for Strategic Dialogue. The finding lands as Fresno County’s elections office posts timelines for the November 3, 2026 general election and reminds residents that official county and state sites carry the rules that actually apply here.\n\nDo not ask a chatbot where to vote.\n\n## What the researchers tested\n\nISD researchers asked 15 common questions about voter registration, vote-by-mail and key dates across six consumer chatbots, then checked the answers against state rules. They also tried five tougher prompts per state that echoed past controversies. The team tailored questions to 10 states with changing procedures or legal fights, then measured accuracy, completeness, sourcing and whether the models pushed back on false claims. The dataset covered 2,400 prompts and responses, a sizable sample for this kind of bench test.\n\n## How the models scored\n\nPerformance was mixed. ISD tallied 29% of answers as incomplete, inaccurate or outdated, including mistakes on Election Day dates and old ID or deadline rules. OpenAI’s GPT-5.5 answered 89% of prompts with specific, complete and correct information. Google’s Gemini 3.5 Flash came in at 84%. xAI’s Grok 4.3 scored 66%, Anthropic’s Sonnet 4.6 64%, DeepSeek V4 Pro 63%, and Meta’s Muse Spark 61%. Every model returned some outdated details. The report also flagged a language gap, with average accuracy dropping 16 percentage points when the same questions were asked in Spanish. Simple fix, use the official sites.\n\n## What this means for Valley voters\n\nThe practical takeaway for Central Valley readers is straightforward. Use the county elections office or the California Secretary of State for anything that affects your ballot. Fresno County’s Registrar of Voters lists registration tools, vote center and drop box lookups, and election calendars for local contests. Kern County’s elections site carries the same staples for Bakersfield and unincorporated communities. The state’s portal explains who is eligible, how to register, and how to track a ballot. Those pages are what clerks update when rules change, not an AI model that might cite last cycle’s deadlines.\n\nResearchers noted most chatbots cited authoritative sources and handled debunking fairly well in English, but they still missed exceptions and conditional rules that often trip people up. That is where county specifics matter in places like Reedley or Delano, where precinct lines and vote center lists differ. If you’re unsure, call the county or check its site, then check it again close to Election Day.\n\nA scuffed \"Please take a number\" dispenser sits by the public counter at the Fresno elections office.\n\n*Central Valley AI is produced by the **CVAI Newsdesk** team and developed by [Kaweah Tech](https:\u002F\u002Fkaweah.tech), a regional firm that builds, deploys, and integrates AI solutions for businesses across California's Central Valley.*\n\n---\n\n## Source\n\nhttps:\u002F\u002Fwww.yourcentralvalley.com\u002Fnews\u002Fnearly-a-third-of-ai-chatbot-replies-to-voting-questions-inaccurate-study-says\u002F\n",{"title":237,"description":335},{"loc":337},"news\u002Fstudy-29-of-chatbot-answers-on-voting-are-wrong-check-county-sites",[343,121,344],"elections","policy","-8-D2beRqPbtCFZp6n6BrrSsoD8vujWPkjBtRY4riEE",1788655024222]