Ranker quietly changes the electorate it reaches
3Probable4Critical12
Targeting or feed models suppress a legally protected class of political speech.
12automated residualNeeds reviewAt or under 12
Opaque AI inside electoral infrastructure
Owner · Election officials and platform civic teams
AffordanceImpact domainHarm-adjacent
Statement (NASA form)
Given that election risk is shifting from visible deepfakes to models inside registration, targeting, moderation, and possibly tabulation-adjacent systems, there is a possibility of an unauditable model changing who is reached, who is removed, or what is counted resulting in a democratic process that cannot be independently reconstructed after the fact.
- Condition
- election risk is shifting from visible deepfakes to models inside registration, targeting, moderation, and possibly tabulation-adjacent systems
- Departure
- an unauditable model changing who is reached, who is removed, or what is counted
- Impact
- a democratic process that cannot be independently reconstructed after the fact
VC + institute corroboration
Experimental share of compiled public capital that names this risk. Not a certified residual.
No compiled dollar or public database record is tagged to this card yet. That is a gap, not a clean bill.
Worst scenario
3×3
Probable × Major
Urgency
3
Priority · This quarter
Inherent composite
15
Worst 12 + urgency
Residual composite
12
Under working threshold
Visible fakes can be argued about. A ranker that quietly suppresses one community’s get-out-the-vote, or a registration chatbot that misdirects a class of voters, leaves no clip to play on the evening news. That is the more durable civic failure.
Pathway fragment
Simple upstream → via → downstream notes. Not a causal graph. Experimental.
Upstream
- Opaque civic software
- Model-backed voter help
- Thin paper backup in some places
Via
- Uncertified model on the official path
- Un-auditable count
Downstream
- Contest that cannot be reconstructed
- Delegitimised result
Assumptions · Paper backups are counted where they exist. Ranked residual still assumes software can be the story.
Human calibration
Override is stored on this desk only. It does not make the score official.
Failure scenarios
Each scenario has its own likelihood and consequence. The risk takes the most severe cell. Residual applies implemented mitigations to every scenario, then re-ranks.
Helpdesk model misdirects voters
3Probable3Major9
A chatbot gives wrong deadlines or locations to a language community.
Model touches a tabulation-adjacent system
2Remote5Catastrophic10
Even a perceived touch is enough to delegitimise a count.
Examples
From deepfakes to infrastructure
Analysts now warn that the live risk is opaque AI inside electoral infrastructure, not only the viral fake.
Moderation as turnout
A civic group’s content taken down by an automated moderator in the last week is a turnout event, not a trust-and-safety ticket.
Chatbots as clerks
Jurisdictions experimenting with model-backed voter-help desks create a new, uncertified poll worker.
Contributing signals
X posts on the desk that evidence this risk. A signal can contribute to more than one risk.
Warning that election risk is moving into opaque infrastructure.
CapabilityDomain knowledgeAffordanceImpact domainBoth
Mitigations
Residual assumes only items marked in place. Highlighted rows are the remaining work needed to reach a composite of 12.
ProposedElection officials
No undocumented models on the official election path
Registration, ballot design, and tabulation stay on certified, inspectable software.
Election officials · expedited 4 weeks · normal 4 months · −1 L · −2 C · −0 U
In progressPlatform civic teams
Pre-certified civic ranker audits
Platforms that run political reach publish an independent audit before the election window.
Platform civic teams · expedited 6 weeks · normal 5 months · −1 L · −0 C · −1 U
In placeState election offices
Paper backup and risk-limiting audits remain mandatory
Whatever the software stack, the public record is still countable by hand.
State election offices · expedited 3 weeks · normal 3 months · −0 L · −1 C · −0 U