{"resourceId":"suisun-city-ca-polimorphic-susie-finance-hotline-20261019","versions":[{"version":"external-6749951ee958aa09df33603e691e7399701d45dec1414ae6c8e40a8b635ef123","resource":{"id":"suisun-city-ca-polimorphic-susie-finance-hotline-20261019","title":"Suisun City, California reports its Polimorphic AI phone assistant handled 11,659 finance-line calls, resolving about 70% without staff transfer, with estimated rather than budgeted savings","organization":"City of Suisun City, California","sector":"Municipal customer service and utility-billing enquiries","geography":"Suisun City, California, United States","publishedAt":"19 October 2026 (Cities Today)","publicationDate":"2026-10-19","eventDate":"2025-12-01","sourceName":"Cities Today","sourceLabel":"Independent trade reporting of vendor-supplied figures","sourceUrl":"https://cities-today.com/how-a-californian-city-is-raising-productivity-through-a-citizen-hotline/","evidenceClass":"independent-reporting","outcomeClass":"mixed","topics":["operating-model","knowledge-work","governance-procurement","accessibility-workforce"],"finding":"Cities Today reported on 19 October 2026 that Suisun City, with about 100 employees serving 30,000 residents, introduced Polimorphic's AI telephone and web assistant 'Susie' in September 2025 and a dedicated finance hotline in December 2025 for utility-billing calls, which a third-party provider handles. The finance line receives about 1,500 calls a month and resolves about 70% without staff intervention, where 'resolved' means the call did not end in a transfer to a person. Updated vendor figures show 11,659 calls since launch and an estimated 415.3 staff hours saved. The article states these are estimated staff time, not confirmed spending reductions, and measure calls handled without staff, not completed transactions. Susie uses only the city and police websites, is not connected to the Tyler Technologies billing system, and the city has no formal AI policy; the vendor reviews call logs monthly with the City Manager's Office, which has exposed gaps in published web content.","sledRelevance":"Rare small-city outcome data on an AI phone line, with the article itself flagging the metric definitions, which helps buyers set realistic success measures and spot the governance gap of operating without an AI policy.","evidence":"Full Cities Today article opened. Figures are attributed to Polimorphic's demand-generation specialist; no city-published dashboard or audit was found.","architectureImplications":"Voice and web assistant grounded on public city and police web content; no integration with Tyler billing or internal records; analytics on interactions; next phase would need system integration for workflows.","governanceImplications":"No formal city AI policy before or after deployment; controls rely on platform safeguards, scope limits and monthly log reviews.","securityPrivacyImplications":"Limited data exposure because no account or internal-record access; future workflow phase would add record access and new controls.","caveats":"Vendor-supplied numbers in a vendor-sourced feature; resolution metric is lenient; savings are notional capacity, not cash.","streamIds":["local-government"],"roles":{"sales":"Sales framing: For a 100-person city, the pitch is fewer repetitive billing calls reaching staff, with about 70% of finance-line calls ending without a transfer. Discovery should ask what counts as resolved, how many calls go to a third-party billing provider, and whether an AI policy exists. A bounded engagement is a phone-line pilot with agreed metric definitions and an independent call sample. The evidence cannot support budget savings, transaction completion or accuracy claims. Interpretation: the honest metric framing in the article is a model for proposals.","engineering":"Engineering framing: The fit is a voice and web assistant over public content where most calls end in directions rather than account actions. Integration is minimal because it does not touch Tyler billing or internal records, which keeps risk low. Prerequisites are accurate web pages and call routing to the AI line. Constraints arise when moving to workflows, which need record access and new controls. Proof of value should sample call recordings for correct direction, not just non-transfer. Interpretation: treat 'no transfer' as a proxy that can hide failed calls.","delivery":"Delivery framing: The work is standing up the AI line, routing finance calls to it and reviewing logs monthly with the City Manager's Office. Ownership sits with that office, working with the vendor's customer success team. Skills adoption is using call analytics to fix web content. Governance checkpoints should start with adopting a basic AI policy before any workflow phase. Acceptance criteria are proposals such as audited correct-direction rates. Risks include over-trusting vendor metrics and scope creep into records without controls."},"roleDetails":{"sales":{"customerProblem":"A small staff spends time redirecting routine utility-billing and service calls.","stakeholders":["City Manager's Office","Finance department","Police department web owners","Vendor (Polimorphic)","Billing provider (Tyler Technologies)"],"discoveryQuestions":["How is a 'resolved' call defined and audited?","What share of calls are really for a third-party provider?","Does the city have an AI policy?","Which workflows would need record access next?"],"valueHypothesis":"An AI phone line could absorb many direction-only calls; reported savings are estimated capacity, not cash.","potentialEngagement":"Phone-line pilot with written metric definitions and an independent monthly call sample.","unsupportedClaims":["Budget or headcount savings","Completed transactions","Answer accuracy"]},"engineering":{"fit":"Direction and FAQ calls where no account access is needed.","architectureIntegration":"Voice/web assistant over public city and police websites; analytics; no billing-system connector today.","prerequisites":["Accurate public web content","Call-routing configuration","Interaction logging"],"constraints":["No integration with Tyler billing","Workflow phase needs internal-record access","No city AI policy"],"security":"Keep the assistant off internal records until access controls, logging and a policy exist.","proofOfValue":["Sample calls for correct direction, not just non-transfer","Track repeat callers within seven days","Compare staff call minutes before and after"]},"delivery":{"work":"Configure assistant, route finance calls, run monthly log reviews, feed gaps into web updates.","dependencies":["Vendor customer success team","City Manager's Office reviewer","Website content owners"],"ownership":"City Manager's Office (Michael Elm named as review contact).","skillsAdoption":"Staff read call analytics and turn recurring questions into page fixes.","governanceCheckpoints":["Adopt an AI use policy","Define metrics before scaling","Data-access review before workflow automation"],"acceptanceCriteria":["Proposed: audited correct-direction rate of at least 85% on sampled calls","Proposed: repeat-call rate tracked and below baseline","Proposed: policy adopted before any record access"],"risks":["Lenient success metric masks failures","Vendor-reported outcomes only","Governance gap as scope grows"]}},"retrievedAt":"2026-10-19T22:15:50-05:00","enrichedAt":"2026-10-19T22:21:11-05:00","enrichmentBasis":"retrieved source","accessibilityWorkforceImplications":"Fewer phone interruptions for a small finance team; no staffing cuts described.","procurementImplications":"Vendor deployment configured in about an hour per the vendor; contract and cost not disclosed.","operatingModelImplications":"Monthly log reviews turn repeated questions into website fixes; the city is considering AI for application workflows next.","sourceVerification":{"openedUrl":"https://cities-today.com/how-a-californian-city-is-raising-productivity-through-a-citizen-hotline/","referenceExcerpt":"These figures represent estimated staff time saved, rather than confirmed reductions in expenditure.","promptVersion":"sled-research-v4.0","model":null,"basis":"agent-reported inspection"}}}]}