AI Risk Wire

Cases › made things up › LR-2026-0277

ChatGPT cites AI-generated fake voter information sites in up to 18% of election answers

Preliminary Why: 1 report: Straight Arrow · subject to change · 1 independent report

Whose AI: OpenAI · ChatGPTmade things up

Severity negligible: Nothing beyond the system itself was affected and nothing was left changed. The fake sites did not appear to change the political or factual responses, so no loss materialised beyond the chatbot's own answers.

Happened 2026-08 · Earliest source we hold 2026-10-29 · Captured by AI Risk Wire 2026-10-30 00:36 UTC

Caucus AI found that ChatGPT increasingly cited apparently AI-generated voter information websites in its election answers, rising from 7% in August to 18% in September.

Risk grouping: Not yet classified

No source we hold states: who caused it, intended or not, before or after release, the ai's part.

The story

1 · What it was doingChatGPT answered voters' election questions, such as where candidates stand, by searching the web and citing sources in its responses.
2 · What went wrongIt cited apparently AI-generated voter information sites of unclear ownership as sources, rising from 7% of answers in August to 18% in September.
3 · What it reached or didThe fake citations appeared in roughly one in five election answers; Welty said the sites did not appear to change the political or factual content of responses.
4 · How it was caughtCaucus AI, a company tracking what AI tells voters about elections, found the pattern by examining chatbot responses since the spring.

No source states: when it was found, how many records were exposed, the direct loss, a count of the other parties affected, any court case, the cause, what set it off, what was done.

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All cases of this kind ›

Show every field, with its source and grade

The AI system

Model
ChatGPT
C one secondary source states it
Developer
OpenAI
D inferred by us from the described behaviour, reason shown
What it was for
Answering voters' election-related questions and citing sources about candidates
C one secondary source states it

What happened

When it happened
2026-08-01
C one secondary source states it
Earliest source we hold
2026-10-29
A the date the source itself carries
Who caught it
an outside party
D inferred by us from the described behaviour, reason shown
Themes
algorithmic poisoning, AI generated content, election information, citation sourcing
C one secondary source states it
What went wrong
made things up
D inferred by us from the described behaviour, reason shown
AI agent
no AI agent acted
D inferred by us from the described behaviour, reason shown

Impact

Severity
negligible
D inferred by us from the described behaviour, reason shown
Who was affected
ChatGPT users seeking election information; responses citing apparently AI-written voter guides
C one secondary source states it
Why this severity
Nothing beyond the system itself was affected and nothing was left changed. The fake sites did not appear to change the political or factual responses, so no loss materialised beyond the chatbot's own answers.
D inferred by us from the described behaviour, reason shown

Context

Industry
Information
D inferred by us from the described behaviour, reason shown
Country
United States
D inferred by us from the described behaviour, reason shown
Base count
18 units, September
D inferred by us from the described behaviour, reason shown
Shared exposure
one shared model or part put many users at risk
D inferred by us from the described behaviour, reason shown

LR-2026-0277 · version 2 · published 2026-10-30 after automatic checks; not yet checked field by field by a person · changes to this case · JSON