From the Google edition of October 29, 2026
Honeyb AI Midterms Tracker (updated Oct. 29): Gemini 2.5 Flash answers to state voter-rule questions matched official rules 94% of the time, with 14 wrong, 2 outdated and 7 no-answer results
Honeyb (commercial AI-search analytics firm) · State government (election administration and voter information) · United States (50 states and DC)
- Publisher
- Honeyb
- Original publication
- Live tracker; measuring since 2026-09-14, page updated 2026-10-29
- Source retrieved
- 2026-10-30
- Event date
- 2026-11-03
What happened
The tracker asks ChatGPT and Gemini (gemini-2.5-flash, web search on) voter questions on registration, ID, mail ballots, early voting, polling places, same-day registration and Senate/governor candidates, and checks answers against fact tables from state election offices cross-checked with NCSL and Ballotpedia. As of Oct. 29, Gemini scored 94% correct with 14 wrong, 2 outdated and 7 no-answer results, versus ChatGPT 89%. Gemini cited official election sites in 36% of its 3,559 citations; its procedural answers were 96% correct when citing official sources and 94% when not. Senate-race questions were hardest across engines (84%).
Why it matters
Five days before the Nov. 3 election, state and county election officials can see how often Gemini relays their rules accurately and where it errs (e.g., naming candidates not on the ballot). This informs voter-education messaging, official-source publishing and whether to rely on consumer AI as a channel.
Evidence and measured results
Daily automated measurement in 14 battleground states and alternate-Sunday checks of all states; a fixed model extracts claims and code compares them with a fact table; reasons published per verdict. Page header cites 1,283 answers checked while the summary reports 92% of 1,106 checked answers across engines; the discrepancy is unexplained.
Limitations and uncertainty
Commercial, non-peer-reviewed tracker run by a firm that sells AI search visibility services; consumer Gemini, not a government deployment; English-only from a U.S. location; live page whose figures change daily; count discrepancy between header and summary.
Put this evidence to work
Lighthouse Advisory interpretation, grounded in this source. Enriched 2026-10-30; this does not change the original publication date. Each role follows the same checklist so takeaways compare across sources.
Sales
Role takeaway
- Customer problem
- Election offices cannot see whether AI assistants give voters accurate rules for their jurisdiction.
- Stakeholders
- Secretary of State elections division
- County election directors
- Public information officers
- Discovery questions
- Does the office monitor what AI assistants say about its rules?
- Are official rules pages current and structured?
- How would the office respond to a widely repeated AI error?
- Value hypothesis
- Monitoring and better official content could reduce voter confusion from AI answers; impact is not measured.
- Potential engagement
- Pre-election AI-answer audit and official-content improvement sprint.
- Unsupported claims
- Gemini accuracy for any specific state at a given time
- Effect of content changes on AI answers
- Accuracy in languages other than English
Pre-sales engineering
Role takeaway
- Fit
- Relevant to state and county election offices with public rules pages.
- Architecture and integration
- No integration with Google systems; relies on public web content consumed by assistants with search.
- Prerequisites
- Authoritative jurisdiction fact table
- Question set mirroring voter queries
- Constraints
- Assistant outputs change daily
- No control over third-party models
- Security
- Watch for data voids that adversaries could exploit; monitor for manipulated content.
- Proof of value
- Repeatable question run with documented discrepancies
- Track change in accuracy after content updates
Delivery
Role takeaway
- Work
- Run AI-answer checks against a jurisdiction fact table and remediate official content.
- Dependencies
- Elections staff to confirm rules
- Communications team
- Ownership
- Election office public information officer.
- Skills and adoption
- Train staff on running and interpreting checks.
- Governance checkpoints
- Fact table sign-off by elections director
- Review before public corrections
- Acceptance criteria
- Proposed: discrepancy log maintained through Election Day
- Proposed: official pages updated within set time of rule changes
- Risks
- Over-reliance on a commercial tracker
- Rapidly changing assistant behavior
Implementation considerations
Lighthouse Advisory interpretation across the operating dimensions a public-sector buyer must settle before this evidence becomes a design. Each note answers the question under its heading for this specific source.
Architecture and integration
What must connect, and where does the AI sit in the workflow?
AI assistants with web search pull from official sites, Wikipedia and news; election offices that publish clear, structured, current rules pages improve the chance of correct AI answers.
Governance
Who approves, reviews and stays accountable for outcomes?
Election offices may want to monitor AI-assistant answers about their jurisdiction and issue corrections or guidance directing voters to official sources.
Security and privacy
What data, permissions and controls need testing?
Wrong or outdated answers create misinformation risk around deadlines and eligibility; the tracker does not test adversarial manipulation.
Accessibility and workforce
Who is affected, and what skills or accommodations follow?
English-only testing leaves language-access accuracy unmeasured; election staff may need to address AI-sourced confusion at help lines.
Procurement
What should contracts, pricing and exit terms secure?
Limited direct procurement relevance; informs decisions on whether to invest in structured official content and monitoring.
Operating model
Which teams own the service once it runs?
Election communications teams may add AI-answer monitoring to pre-election readiness checklists.
Publication history
- 2026-10-29Google · Issue 018 resources
Stable resource ID: honeyb-ai-midterms-tracker-gemini-voter-answers-accuracy-20261029