# Government & nonprofit AI use cases

54 use cases, sorted by grade and score.

- [verticals](/verticals/)
- [Rumor detection during disaster social posts — Grade S, score 5.03](/use-cases/rumor-detection-during-disaster-social-posts/)
- [Sort 311 requests free text to department — Grade S, score 4.9](/use-cases/sort-311-requests-free-text-to-department/)
- [311 service request categorization — Grade A, score 5.11](/use-cases/311-service-request-categorization/)
- [Disaster aid request vs fraud-pattern text cues — Grade A, score 4.73](/use-cases/disaster-aid-request-vs-fraud-pattern-text-cues/)
- [Political donation compliance — Grade A, score 4.71](/use-cases/political-donation-compliance/)
- [Reference chat intent router — Grade A, score 4.64](/use-cases/reference-chat-intent-router/)
- [Government: election office voter query routing — Grade A, score 4.63](/use-cases/government-election-office-voter-query-routing/)
- [Social media crisis watch for city accounts — Grade A, score 4.62](/use-cases/social-media-crisis-watch-for-city-accounts/)
- [Constituent email routing for a legislator — Grade A, score 4.56](/use-cases/constituent-email-routing-for-a-legislator/)
- [Client intake form triage at nonprofit legal aid — Grade A, score 4.55](/use-cases/client-intake-form-triage-at-nonprofit-legal-aid/)
- [Sidewalk accessibility photo caption triage — Grade A, score 4.55](/use-cases/sidewalk-accessibility-photo-caption-triage/)
- [Donor email reply intent sorting — Grade A, score 4.43](/use-cases/donor-email-reply-intent-sorting/)
- [Mutual aid request triage — Grade A, score 4.4](/use-cases/mutual-aid-request-triage/)
- [Permit application completeness semantic check — Grade A, score 4.2](/use-cases/permit-application-completeness-semantic-check/)
- [Government: pothole photo caption validity — Grade A, score 3.95](/use-cases/government-pothole-photo-caption-validity/)
- [Public comment campaign vs unique comments — Grade A, score 3.91](/use-cases/public-comment-campaign-vs-unique-comments/)
- [FOIA document exemption pre-screen — Grade A, score 3.85](/use-cases/foia-document-exemption-pre-screen/)
- [Ballot measure explainer claim triage — Grade A, score 3.82](/use-cases/ballot-measure-explainer-claim-triage/)
- [Legislation bill text relevance to agency — Grade A, score 3.76](/use-cases/legislation-bill-text-relevance-to-agency/)
- [Grant application eligibility screen: narrative fit — Grade A, score 3.72](/use-cases/grant-application-eligibility-screen-narrative-fit/)
- [Foundation news scan for new priorities — Grade A, score 3.69](/use-cases/foundation-news-scan-for-new-priorities/)
- [Government: police report narrative type for analytics — Grade A, score 3.67](/use-cases/government-police-report-narrative-type-for-analytics/)
- [Grant opportunity relevance filter — Grade A, score 3.67](/use-cases/grant-opportunity-relevance-filter/)
- [Public records request routing — Grade A, score 3.6](/use-cases/public-records-request-routing/)
- [Volunteer shift sign-up text sorting — Grade A, score 3.58](/use-cases/volunteer-shift-sign-up-text-sorting/)
- [Budget narrative line justification check — Grade A, score 3.56](/use-cases/budget-narrative-line-justification-check/)
- [Cataloging subject heading proposer — Grade A, score 3.56](/use-cases/cataloging-subject-heading-proposer/)
- [Benefit appeal letter issue tag — Grade A, score 3.55](/use-cases/benefit-appeal-letter-issue-tag/)
- [Reading-level match for readers' advisory — Grade A, score 3.53](/use-cases/reading-level-match-for-readers-advisory/)
- [Petition signature comments flagging — Grade A, score 3.5](/use-cases/petition-signature-comments-flagging/)
- [Accession email intake — Grade A, score 3.4](/use-cases/accession-email-intake/)
- [Volunteer application screening — Grade B, score 4.09](/use-cases/volunteer-application-screening/)
- [Government: state-aid application scope check — Grade B, score 4.08](/use-cases/government-state-aid-application-scope-check/)
- [Open data dataset sensitivity pre-publish screen — Grade B, score 4](/use-cases/open-data-dataset-sensitivity-pre-publish-screen/)
- [Emergency volunteer skills matching — Grade C, score 3.71](/use-cases/emergency-volunteer-skills-matching/)
- [Grant eligibility determination — Grade C, score 3.67](/use-cases/grant-eligibility-determination/)
- [Nonprofit grant restriction tagging of gifts — Grade C, score 3.54](/use-cases/nonprofit-grant-restriction-tagging-of-gifts/)
- [Government: ADA accessibility complaint triage — Grade C, score 3.52](/use-cases/government-ada-accessibility-complaint-triage/)
- [Government: environmental permit comment significance — Grade C, score 3.47](/use-cases/government-environmental-permit-comment-significance/)
- [Candidate questionnaire answers consistency — Grade C, score 3.44](/use-cases/candidate-questionnaire-answers-consistency/)
- [Council meeting public comment topic clustering — Grade C, score 3.36](/use-cases/council-meeting-public-comment-topic-clustering/)
- [Council meeting public comment tagging — Grade C, score 3.25](/use-cases/council-meeting-public-comment-tagging/)
- [Impact outcome statement verification — Grade C, score 3.21](/use-cases/impact-outcome-statement-verification/)
- [FOIA request routing to custodian — Grade C, score 3.2](/use-cases/foia-request-routing-to-custodian/)
- [Grant report narrative consistency vs proposal — Grade C, score 3.18](/use-cases/grant-report-narrative-consistency-vs-proposal/)
- [Public records response summarizer gate — Grade C, score 3.18](/use-cases/public-records-response-summarizer-gate/)
- [Tax appeal notice reason reading — Grade C, score 3.16](/use-cases/tax-appeal-notice-reason-reading/)
- [Digital exhibit item selector — Grade C, score 3.14](/use-cases/digital-exhibit-item-selector/)
- [Government: policy memo plain-language reading level — Grade C, score 3.07](/use-cases/government-policy-memo-plain-language-reading-level/)
- [Community meeting feedback sticky notes OCR sorted — Grade C, score 3.03](/use-cases/community-meeting-feedback-sticky-notes-ocr-sorted/)
- [Public comment letter sort for planning project — Grade C, score 3.01](/use-cases/public-comment-letter-sort-for-planning-project/)
- [Finding-aid scope note checker — Grade C, score 2.86](/use-cases/finding-aid-scope-note-checker/)
- [Adaptive Traffic Signal Control vs Fixed Timing Simulation — Grade C, score 2.39](/use-cases/adaptive-traffic-signal-control-vs-fixed-timing-simulation/)
- [Jev runs a city’s traffic — Grade C, score 1.54](/use-cases/jev-runs-a-city-s-traffic/)