{"resourceId":"ozaukee-press-ava-nonemergency-ai-caller-frustration-no-hours-estimate-20261021","versions":[{"version":"external-3edc5f276cc91c9b3c867528f3f8f531c72aaa78e6727c60359e64af6c8bfb8f","resource":{"id":"ozaukee-press-ava-nonemergency-ai-caller-frustration-no-hours-estimate-20261021","title":"Ozaukee Press: county's AI non-emergency line still frustrates some callers six months in, with no estimate of staff hours saved","organization":"Ozaukee County Sheriff's Office Communications Center","sector":"Emergency communications (911 / dispatch)","geography":"Ozaukee County, Wisconsin, United States","publishedAt":"2026-10-21","publicationDate":"2026-10-21","eventDate":null,"sourceName":"Ozaukee Press","sourceLabel":"Ozaukee Press: Ava irks some but AI system works, sheriff's office says","sourceUrl":"https://ozaukeepress.com/content/ava-irks-some-ai-system-works-sheriff%E2%80%99s-office-says","evidenceClass":"independent-reporting","outcomeClass":"mixed","topics":["operating-model","knowledge-work","governance-procurement"],"finding":"Ozaukee Press reports the sheriff's office AI phone system Ava has answered non-emergency calls since April, earlier than its public introduction, and initially struggled to route calls. A former dispatcher who reported a disabled car hung up after Ava asked for his personal details; the record shows a dispatcher reviewed the call at 1:32 p.m. and a deputy was sent at 1:33 p.m., two and three minutes after the 1:30 p.m. call. 911 calls still go to humans, dispatchers review Ava's calls, staffing will not change, no estimate of hours saved exists, and the cost was about $70,000, largely federal grants.","sledRelevance":"A U.S. consolidated center serving seven police and seven fire departments shows the caller-experience and measurement gaps that follow AI non-emergency lines after launch.","evidence":"Local newspaper reporting with quotes from the undersheriff and sheriff, one caller account and call-record times supplied by the agency; no performance data.","architectureImplications":"Ava routes non-emergency calls to divisions, transfers emergencies to 911, supports Spanish, and logs calls for dispatcher review; installed as part of a 2025 dispatch upgrade.","governanceImplications":"Human dispatchers review Ava's calls; the agency launched quietly before a public introduction, which raises transparency questions for callers.","securityPrivacyImplications":"The caller objected to being asked for name, job and address on a roadside report; data collection scope and retention are not described.","caveats":"Single caller anecdote; timing figures come from the agency; Ozaukee's Ava deployment and 17% call growth are already in the archive (WRJN, TMJ4), and this item adds the April start, caller-experience problems, cost and absence of savings data.","streamIds":["emergency-services"],"roles":{"sales":"For sales, the useful signal is that six months in, the agency still cannot say how many staff hours the AI saves, while callers are confused by it. Buyers will value help measuring outcomes and improving caller scripts more than another deployment. Interpretation: offer a measurement baseline and caller-experience review, and avoid promising hours saved that this agency has not documented.","engineering":"For engineering, the issues are conversational design and routing: callers expecting a phone tree, a bot asking for personal details before taking a roadside report, and division routing errors early on. Interpretation: tune intake order so incident location and nature come first, log abandoned calls, and confirm that hung-up calls still create a reviewed record, as happened here.","delivery":"For delivery, the work is post-launch: public education, vendor tuning cycles and dispatcher review of AI-taken calls. The communications center owns it. Interpretation: acceptance should include abandoned-call rate, time to dispatcher review and a staff-hours estimate, since none has been published."},"roleDetails":{"sales":{"customerProblem":"Dispatchers handle over 113,000 non-emergency calls a year while 911 volume rises, and the AI line meant to help has unclear benefits.","stakeholders":["Sheriff and undersheriff","Communications center manager","Dispatchers","Fire and police chiefs served","County board"],"discoveryQuestions":["How many Ava calls are abandoned?","How quickly do dispatchers review AI-taken calls?","What hours-saved measure would satisfy the board?"],"valueHypothesis":"With better intake design and measurement, an AI non-emergency line could free dispatcher attention without hurting caller experience.","potentialEngagement":"Post-launch measurement and caller-experience review of an AI non-emergency line.","unsupportedClaims":["Any staff hours saved","Improved caller satisfaction","Fewer dispatch errors"]},"engineering":{"fit":"Conversational AI intake and routing for a consolidated center's non-emergency line.","architectureIntegration":"Vendor voice agent on the non-emergency line, routing to divisions and transferring emergencies to 911, with records reviewed by dispatchers.","prerequisites":["Call logging and abandonment tracking","Intake script control","Vendor tuning process"],"constraints":["Callers' phone-tree habits","Bilingual callers","Small county budget"],"security":"Limit personal data collected on incident reports and set retention rules for AI call records.","proofOfValue":["Abandoned-call rate before and after script changes","Median time to dispatcher review","Routing accuracy by division"]},"delivery":{"work":"Stabilize and measure an AI non-emergency line after launch.","dependencies":["Vendor cooperation","Public education","Dispatcher review workflow"],"ownership":"Ozaukee County Sheriff's Office Communications Center.","skillsAdoption":"Dispatchers review AI-taken calls; the public learns to state the reason for calling.","governanceCheckpoints":["Public notice of AI use","Quarterly performance review","Data collection policy check"],"acceptanceCriteria":["Proposed: published abandoned-call and review-time figures","Proposed: staff-hours estimate within one quarter"],"risks":["Caller frustration deterring reports","Unmeasured value","Over-collection of personal data"]}},"retrievedAt":"2026-10-22T22:05:27-05:00","enrichedAt":"2026-10-22T22:05:27-05:00","enrichmentBasis":"retrieved source","accessibilityWorkforceImplications":"Spanish support is offered; callers unused to conversational systems may struggle; no staffing reductions planned.","procurementImplications":"About $70,000 largely from federal grants; contracts should require performance reporting.","operatingModelImplications":"Dispatchers shift to reviewing AI-taken non-emergency calls while 911 stays human.","sourceVerification":{"responseId":"curl-ozaukee-press-ava-2026-10-22","openedUrl":"https://ozaukeepress.com/content/ava-irks-some-ai-system-works-sheriff%E2%80%99s-office-says","referenceExcerpt":"Hermann said no estimate yet exists on the number of staff hours saved so far by Ava.","promptVersion":"sled-research-v4.0","model":null,"basis":"agent-reported inspection"}}}]}