AI Platforms, Tools, and Ecosystem

CAIPM · 20 questions

• A city AI office compares one municipal GenAI platform against department-by-department consumer chat tools. What evaluation move should the program manager make?
• A county IT buyer scores AI vendors on records retention, data residency, and accessibility before any shortlist. What platform-evaluation practice is this?
• A transit operations center needs AI support that still works in offline or degraded network modes. What capability should the platform evaluation emphasize?
• A public-health department prefers an AI platform with strong PHI controls over a flashy demo chatbot. What selection priority is the program manager applying?
• A city compares open-source versus commercial LLM hosting for a RAG assistant on municipal policies. What evaluation focus should guide the decision?
• A permitting PoC scorecard includes estimated integration effort with the city’s permitting and CRM systems. What evaluation practice is this?
• A city makes WCAG accessibility a mandatory gate before any resident-facing AI UI can be shortlisted. What evaluation practice is this?
• A 311 assistant must retrieve parcel and case data by calling city APIs through the municipal API gateway. What integration approach should the program require?
• County digital services refuse to issue department GenAI seats until SSO and identity integration are complete. What deployment prerequisite is this?
• A housing authority AI summary tool writes structured fields back into the case management system of record. What integration design is this emphasizing?
• Document-management content feeds a retrieval index for a city policy assistant under approved records schedules. What integration discipline should the program enforce?
• Emergency management wants AI-generated alerts inside the existing incident dashboard rather than a separate chatbot app. What integration preference is this?
• Permitting status for a city AI assistant stays current through event-driven updates rather than nightly batch pulls. What integration pattern preference is this?
• After several brittle point-to-point chatbot integrations fail, the city adopts a platform integration standard for AI tools. What ecosystem practice is this?
• Before awarding an AI contract, a city reviews SOC reports, uptime history, and public-sector references for the vendor. What maturity check is this?
• Security review for a GenAI SaaS requires encryption, tenant isolation, and comprehensive logging before city use. What control specification practice is this?
• A city rejects an AI vendor whose default terms train foundation models on customer prompts and outputs. What vendor-term evaluation is this?
• Contract language for a 311 bot requires exit and data-portability clauses if the vendor fails or is acquired. What lock-in management practice is this?
• Before launching a resident-facing bot, the program and security teams run abuse-case tests for prompt injection and agree on remediation owners. What adoption practice is this?
• After go-live, the city continuously monitors AI vendors for model-provider subprocessor and region changes. What ongoing ecosystem practice is this?