{
  "id": "AIBD-0595",
  "title": "VoteMate launches an AI assistant for ballot research",
  "summary": "VoteMate provides conversational ballot research, while improvements in voter knowledge and participation remain unmeasured in the reviewed sources.",
  "date_observed": "2025-10-16",
  "date_basis": "event",
  "date_precision": "day",
  "benefit_status": "intended",
  "source_collection": "AI Opportunity Inventory raw bank",
  "source_entry": "sheet-row-12-votemate",
  "account": "VoteMate announced the nationwide launch of its free AI ballot assistant on October 16, 2025. Its original release described conversational, multilingual access to candidate and ballot-measure information and reported that the soft launch had reached thousands of voters in 30 states. In May 2026, Ballotpedia confirmed an agreement for direct integration of its election data. VoteMate’s October 2026 transparency page describes several model providers, human review of AI-written candidate profiles, and connections to official and civic data sources. These publications establish the service and its intended accessibility benefits, but do not measure changes in voter knowledge, accuracy, participation, or turnout. The AI Opportunity Inventory submission reports 7,652 beta users and acknowledges the absence of measured effects on voters. That usage count is not a benefit estimate.",
  "category": "general benefit",
  "unexpected": false,
  "purpose": "Help voters research candidates, measures, and voting information through a conversational interface.",
  "system": "VoteMate AI ballot assistant",
  "model_version": null,
  "developer": "VoteMate Inc.",
  "deployer": "VoteMate Inc.",
  "location": "United States",
  "domain": "Civic information",
  "segment": "Ballot research",
  "benefit_type": "Improved Accessibility",
  "taxonomy_note": null,
  "registry_ids": {},
  "ratings": [
    {
      "group": "personal",
      "depth": null,
      "reason": "The reviewed material does not establish a scoped benefit magnitude for this stakeholder group."
    }
  ],
  "ai_role": {
    "status": "assessed",
    "statement": "Language models organize election information and answer questions using retrieved sources. A voter-benefit comparison has not been established. The October 2026 provider list does not establish the model used throughout the 2025 beta."
  },
  "evidence": [
    {
      "kind": "press release",
      "citation": "VoteMate. Launch press release distributed by GlobeNewswire, October 16, 2025. Launch, soft-launch usage, and service-description paragraphs.",
      "title": "VoteMate Launches to Help Every American Vote with Confidence",
      "url": "https://www.globenewswire.com/news-release/2025/10/16/3167761/0/en/votemate-launches-to-help-every-american-vote-with-confidence.html",
      "date": "2025-10-16",
      "written_by": "makers",
      "quote": null
    },
    {
      "kind": "press release",
      "citation": "Ballotpedia. Partnership announcement, May 19, 2026. What the Partnership Delivers and live-service paragraphs.",
      "title": "Ballotpedia Names VoteMate Official AI Partner",
      "url": "https://ballotpedia.org/Press_release_Ballotpedia_Names_VoteMate_Official_AI_Partner",
      "date": "2026-05-19",
      "written_by": "makers",
      "quote": null,
      "supports_benefit": false
    },
    {
      "kind": "other",
      "citation": "VoteMate. Transparency page, last revision October 2026, accessed October 27, 2026. Election Data, AI Integrity, Human Oversight, and Change Log.",
      "title": "VoteMate Transparency: Open by Design",
      "url": "https://votemateus.org/transparency",
      "date": null,
      "written_by": "makers",
      "quote": null,
      "supports_benefit": false
    },
    {
      "kind": "descriptive report",
      "citation": "VoteMate submission to the AI Opportunity Inventory raw bank, sheet row 12. Evidence of Impact and AI Model or System Description. Undated; accessed October 27, 2026.",
      "title": "AI Opportunity Inventory: VoteMate submission",
      "url": "https://docs.google.com/spreadsheets/d/1ZDVVXiGeMcKJlq4F3GvvZALDtLliGeJtdDV6Zhr_p-0/edit#gid=0",
      "date": null,
      "written_by": "makers",
      "quote": null
    }
  ],
  "replication": {
    "produced_by": [
      "The service combines language models with ballot data and retrieval from election-information sources."
    ],
    "must_hold": [
      "Reliable and current election data, source links, and appropriate human review are needed.",
      "Outcomes need to be measured separately from usage and favorable feedback."
    ],
    "echoes": []
  },
  "paired_incident": null,
  "headline": "Voters receive an AI assistant for researching their ballots",
  "metric": null,
  "comparator": null,
  "later": {
    "status": "scaled",
    "date": "2026-05-19",
    "note": "Ballotpedia announced direct data-integration rights. This establishes an expanded data relationship, not measured voter benefit.",
    "quote": null,
    "url": "https://ballotpedia.org/Press_release_Ballotpedia_Names_VoteMate_Official_AI_Partner"
  },
  "value": null,
  "developer_country": null,
  "deployer_country": null,
  "unrated_because": "The source review does not establish the magnitude of a benefit attributable to AI.",
  "brief_notes": null,
  "brief": null,
  "revisions": [
    {
      "date": "2026-10-27",
      "change": "Added the case from the AI Opportunity Inventory lead and reviewed public evidence, preserving source relationships and limits on benefit claims.",
      "source": "https://www.globenewswire.com/news-release/2025/10/16/3167761/0/en/votemate-launches-to-help-every-american-vote-with-confidence.html",
      "editor": "AIBD"
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  "confidence": "claimed",
  "shade": "low",
  "claim_status": "The makers' claim",
  "claim_basis": "Sources: the makers' descriptive report, two press releases from the makers and the makers' other. For the benefit itself, the cited sources include no independent source and no finding by a regulator or court.",
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        },
        "provenance": {
          "kind": "source_review",
          "basis": "Reviewed the qualified case account against the retained original sources and their specific contributions.",
          "record_fields": [],
          "source_refs": [
            "AIBD-0595-source-0001",
            "AIBD-0595-source-0002",
            "AIBD-0595-source-0003",
            "AIBD-0595-source-0004"
          ],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "version": {
        "state": "value_present",
        "value": {
          "kind": "structured",
          "data": {
            "fingerprint": "edd451d5bcffa7079cfba121fb9bb940ff53f62655af00b6d5a1847a87b8feb8"
          }
        },
        "provenance": {
          "kind": "derivation",
          "basis": "Computed the version from the normalized current core record.",
          "record_fields": [],
          "source_refs": [],
          "reviewed_on": "2026-10-27"
        },
        "review_state": "reviewed",
        "coverage": "complete"
      },
      "workflow": {
        "state": "value_present",
        "value": {
          "kind": "record_fields",
          "fields": {
            "account": "VoteMate announced the nationwide launch of its free AI ballot assistant on October 16, 2025. Its original release described conversational, multilingual access to candidate and ballot-measure information and reported that the soft launch had reached thousands of voters in 30 states. In May 2026, Ballotpedia confirmed an agreement for direct integration of its election data. VoteMate’s October 2026 transparency page describes several model providers, human review of AI-written candidate profiles, and connections to official and civic data sources. These publications establish the service and its intended accessibility benefits, but do not measure changes in voter knowledge, accuracy, participation, or turnout. The AI Opportunity Inventory submission reports 7,652 beta users and acknowledges the absence of measured effects on voters. That usage count is not a benefit estimate.",
            "replication": {
              "produced_by": [
                "The service combines language models with ballot data and retrieval from election-information sources."
              ],
              "must_hold": [
                "Reliable and current election data, source links, and appropriate human review are needed.",
                "Outcomes need to be measured separately from usage and favorable feedback."
              ],
              "echoes": []
            }
          }
        },
        "provenance": {
          "kind": "curatorial",
          "basis": "Mapped from the new case record; this field has not received a separate field-level assessment.",
          "record_fields": [
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            "replication"
          ],
          "source_refs": []
        },
        "review_state": "record_mapped",
        "coverage": "partial"
      }
    },
    "summary": {
      "total": 91,
      "addressed": 91,
      "known": 33,
      "reviewed": 18,
      "reviewed_complete": 17,
      "reviewed_partial": 1,
      "record_mapped": 15,
      "review_not_assessed": 58,
      "not_assessed": 58,
      "complete": false,
      "by_state": {
        "value_present": 33,
        "not_reported": 0,
        "unresolved": 0,
        "not_assessed": 58,
        "not_applicable": 0,
        "withheld": 0,
        "source_unavailable": 0
      }
    }
  }
}
