[{"data":1,"prerenderedAt":355},["ShallowReactive",2],{"header":3,"footer":26,"footer-cities":54,"content-\u002Fnews\u002Fcheaper-ai-is-in-fresno-county-s-308854-call-tool-fits-the-shift":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":343,"dateModified":343,"description":344,"extension":13,"meta":345,"navigation":21,"path":346,"rawbody":347,"seo":348,"sitemap":349,"stem":350,"tags":351,"__hash__":354},"news\u002Fnews\u002Fcheaper-ai-is-in-fresno-county-s-308854-call-tool-fits-the-shift.md","Cheaper AI is in, Fresno County's $308,854 call tool fits the shift",false,"CVAI Newsdesk",{"type":7,"value":241,"toc":336},[242,246,250,266,269,272,276,279,282,286,289,292,296,299,302,305,308,323,326,330],[243,244,237],"h1",{"id":245},"cheaper-ai-is-in-fresno-countys-308854-call-tool-fits-the-shift",[61,247,249],{"id":248},"key-takeaways","Key Takeaways",[251,252,253,257,260,263],"ol",{},[254,255,256],"li",{},"Fresno County approved up to $308,854 for AI call summarization in 2025–26.",[254,258,259],{},"The county’s AWS estimate for infrastructure was about $10,421 through May 2026.",[254,261,262],{},"\"Tokenmaxxing\" means maximizing AI token usage, which can inflate costs fast.",[254,264,265],{},"UC Merced and Fresno State have AI guidelines and controlled-access tools for campus use.",[66,267,268],{},"A single line in a Fresno County agenda told the story in dollars: up to $308,854 for software that turns long phone calls into short notes. The purchase covered August 1, 2025 through May 31, 2026, part of the county’s welfare call-center system, with the vendor tied to the statewide CalSAWS consortium. An attached estimate listed about $10,421 in Amazon Web Services costs for the same period.",[66,270,271],{},"That local figure tracks with national reporting this week that workplaces are walking away from \"tokenmaxxing,\" the corporate fad of pumping ever more tokens, the metered units of AI text, into tasks. Companies are hunting cheaper tools and tighter prompts. The Associated Press put it plainly on July 27. The Washington Post followed on July 28.",[61,273,275],{"id":274},"what-fresno-county-bought","What Fresno County bought",[66,277,278],{},"Supervisors authorized a sole-source deal through CalSAWS and Gainwell Technologies for English and Spanish post‑call summarization. The cap on county spending, $308,854 for the ten‑month term, came with the separate AWS cost estimate of about $10,421. The paperwork reads like a pilot that became a contract window, then a hard ceiling on spend.",[66,280,281],{},"County staff did not lay out model brand names in the public file, only the function and the not‑to‑exceed number. Which is the point. The talk inside IT shops now is less \"Which frontier model?\" and more \"What trims the bill without breaking the workflow.\"",[61,283,285],{"id":284},"why-tokenmaxxing-is-cooling","Why \"tokenmaxxing\" is cooling",[66,287,288],{},"\"Tokenmaxxing\" is the practice of maximizing token usage, the text chunks AI reads and writes. It often brings higher invoices when prompts get longer, context windows balloon, or output drafts multiply. National coverage this week spelled out the pullback as managers compare rising AI line items with mixed productivity gains and start capping or swapping tools.",[66,290,291],{},"The bottom line: more tokens do not guarantee better work product, only higher spend. Some teams are shifting work to smaller or open models, and tightening retrieval so the system reads less and writes less.",[61,293,295],{"id":294},"how-the-valley-is-adjusting","How the Valley is adjusting",[66,297,298],{},"UC Merced’s AI site lists Microsoft Copilot access and notes a price cut that took annual cost from $351 to $204 as of December 1, 2025, a sign that campuses are steering toward contained, licensed options over open use of the priciest tools. Fresno State has a self‑service portal and terms students must accept before using campus AI tools. These aren’t headlines, they’re guardrails.",[66,300,301],{},"Workforce agencies are laying out playbooks too. The Fresno Regional Workforce Development Board circulated an internal AI reference guide this spring, pointing staff to vetted uses rather than a free‑for‑all. Public bodies tend to move this way when costs meet scrutiny.",[66,303,304],{},"For private employers from call centers in southeast Fresno to clinics in Clovis, the national trend will land the same way it is elsewhere: fewer blank checks for experiments, more pressure to prove that a cheaper setup can do the job. And if it can, they’ll buy that.",[66,306,307],{},"A half‑empty bottle of Squirt sat on the training room table at the county’s call center the last time I visited, the kind of detail that tells you the day runs long. The cursor fills in summaries either way.",[66,309,310],{},[311,312,313,314,316,317,322],"em",{},"Central Valley AI is produced by the ",[70,315,239],{}," team and developed by ",[318,319,37],"a",{"href":38,"rel":320},[321],"nofollow",", a regional firm that builds, deploys, and integrates AI solutions for businesses across California's Central Valley.",[324,325],"hr",{},[61,327,329],{"id":328},"source","Source",[66,331,332],{},[318,333,334],{"href":334,"rel":335},"https:\u002F\u002Fwww.yourcentralvalley.com\u002Fnews\u002Fbusiness\u002Fap-workplaces-look-for-cheaper-ai-as-tokenmaxxing-fades-as-a-corporate-fad\u002F",[321],{"title":10,"searchDepth":11,"depth":11,"links":337},[338,339,340,341,342],{"id":248,"depth":11,"text":249},{"id":274,"depth":11,"text":275},{"id":284,"depth":11,"text":285},{"id":294,"depth":11,"text":295},{"id":328,"depth":11,"text":329},"2026-07-30","AP reports companies are backing off 'tokenmaxxing' and cutting AI costs. Fresno County's call-summarization buy shows how that math lands here.",{},"\u002Fnews\u002Fcheaper-ai-is-in-fresno-county-s-308854-call-tool-fits-the-shift","---\nauthor: CVAI Newsdesk\ndate: '2026-07-30'\ndateModified: '2026-07-30'\ndescription: AP reports companies are backing off 'tokenmaxxing' and cutting AI costs.\n  Fresno County's call-summarization buy shows how that math lands here.\ntags:\n- business\n- policy\n- fresno\ntitle: Cheaper AI is in, Fresno County's $308,854 call tool fits the shift\n---\n\n# Cheaper AI is in, Fresno County's $308,854 call tool fits the shift\n\n## Key Takeaways\n\n1. Fresno County approved up to $308,854 for AI call summarization in 2025–26.\n2. The county’s AWS estimate for infrastructure was about $10,421 through May 2026.\n3. \"Tokenmaxxing\" means maximizing AI token usage, which can inflate costs fast.\n4. UC Merced and Fresno State have AI guidelines and controlled-access tools for campus use.\n\nA single line in a Fresno County agenda told the story in dollars: up to $308,854 for software that turns long phone calls into short notes. The purchase covered August 1, 2025 through May 31, 2026, part of the county’s welfare call-center system, with the vendor tied to the statewide CalSAWS consortium. An attached estimate listed about $10,421 in Amazon Web Services costs for the same period.\n\nThat local figure tracks with national reporting this week that workplaces are walking away from \"tokenmaxxing,\" the corporate fad of pumping ever more tokens, the metered units of AI text, into tasks. Companies are hunting cheaper tools and tighter prompts. The Associated Press put it plainly on July 27. The Washington Post followed on July 28.\n\n## What Fresno County bought\n\nSupervisors authorized a sole-source deal through CalSAWS and Gainwell Technologies for English and Spanish post‑call summarization. The cap on county spending, $308,854 for the ten‑month term, came with the separate AWS cost estimate of about $10,421. The paperwork reads like a pilot that became a contract window, then a hard ceiling on spend.\n\nCounty staff did not lay out model brand names in the public file, only the function and the not‑to‑exceed number. Which is the point. The talk inside IT shops now is less \"Which frontier model?\" and more \"What trims the bill without breaking the workflow.\"\n\n## Why \"tokenmaxxing\" is cooling\n\n\"Tokenmaxxing\" is the practice of maximizing token usage, the text chunks AI reads and writes. It often brings higher invoices when prompts get longer, context windows balloon, or output drafts multiply. National coverage this week spelled out the pullback as managers compare rising AI line items with mixed productivity gains and start capping or swapping tools.\n\nThe bottom line: more tokens do not guarantee better work product, only higher spend. Some teams are shifting work to smaller or open models, and tightening retrieval so the system reads less and writes less.\n\n## How the Valley is adjusting\n\nUC Merced’s AI site lists Microsoft Copilot access and notes a price cut that took annual cost from $351 to $204 as of December 1, 2025, a sign that campuses are steering toward contained, licensed options over open use of the priciest tools. Fresno State has a self‑service portal and terms students must accept before using campus AI tools. These aren’t headlines, they’re guardrails.\n\nWorkforce agencies are laying out playbooks too. The Fresno Regional Workforce Development Board circulated an internal AI reference guide this spring, pointing staff to vetted uses rather than a free‑for‑all. Public bodies tend to move this way when costs meet scrutiny.\n\nFor private employers from call centers in southeast Fresno to clinics in Clovis, the national trend will land the same way it is elsewhere: fewer blank checks for experiments, more pressure to prove that a cheaper setup can do the job. And if it can, they’ll buy that.\n\nA half‑empty bottle of Squirt sat on the training room table at the county’s call center the last time I visited, the kind of detail that tells you the day runs long. The cursor fills in summaries either way.\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\u002Fbusiness\u002Fap-workplaces-look-for-cheaper-ai-as-tokenmaxxing-fades-as-a-corporate-fad\u002F\n",{"title":237,"description":344},{"loc":346},"news\u002Fcheaper-ai-is-in-fresno-county-s-308854-call-tool-fits-the-shift",[352,353,121],"business","policy","lv5QJ2QUdsJ8UMxKOjWLrLD1QmRFcqUiqMGetUG13SI",1785371828321]