AI Risk Atlas Prototype/DemoUnofficial independent experiment. Not an official xAI product. Scores can be wrong.

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16automated residualNeeds reviewAbove working threshold (12)

Electoral synthetic media

Owner · Election authorities, platforms, campaigns

CapabilityAffordanceImpact domainHarm-adjacent

Statement (NASA form)

Given that candidates, parties, and platforms are already deploying or failing to contain deepfakes at campaign scale, and state law is lagging live ads, there is a possibility of voters treating synthetic audio or video as authentic political reality resulting in illegitimate election outcomes, or legitimate ones that a large public no longer accepts.

Condition
candidates, parties, and platforms are already deploying or failing to contain deepfakes at campaign scale, and state law is lagging live ads
Departure
voters treating synthetic audio or video as authentic political reality
Impact
illegitimate election outcomes, or legitimate ones that a large public no longer accepts

VC + institute corroboration

Experimental share of compiled public capital that names this risk. Not a certified residual.

$24Mexperimental share · $0k private / $24M institute · partial corroboration
  • UK AISI · ~$18M of published budget mapped here
  • CAISI · ~$3.0M of published budget mapped here
  • SG AISI · ~$2.6M of published budget mapped here

4 public sources · OECD AIM · AIID / The Verge · AIID / NTV

Worst scenario
4×3
Likely × Major
Urgency
4
Expedite · This month
Inherent composite
20
Worst 16 + urgency
Residual composite
16
Need ≤ 12

The civic risk is not only a hostile deepfake in the last 48 hours. It is also the authorised clone: a candidate who campaigns as a video that is not them, at a scale no human can audit. Platforms have already had to apologise to governments.

Pathway fragment

Simple upstream → via → downstream notes. Not a causal graph. Experimental.

Upstream
  • Cheap synthetic video and voice
  • Paid political reach
  • Low disclosure
Via
  • Targeted clone of a candidate or official
  • Audience treats it as real
Downstream
  • Shifted vote or protest
  • Collapsed trust in civic media

Assumptions · EU labels are treated as landed; US and most other jurisdictions are not.

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.

Last-48-hour hostile deepfake

4Likely4Critical16

A fabricated scandal drops too late for a correction to reach the same audience.

Authorised clones become the campaign

4Likely3Major12

Voters cannot tell which appearances were the candidate. Accountability dissolves.

A real result is rejected as fake

3Probable5Catastrophic15

After enough synthesis, authentic footage of a concession or a count is treated as another deepfake.

Examples

Meta’s apology to India

Meta apologised to the Indian government over deepfake content and platform-operation failures during a live democratic cycle.

Self-deepfakes as campaign infrastructure

Candidates have used audio and video clones of themselves to reach voters who did not know they were talking to a synthesis.

State law behind the ad buy

US state deepfake laws are already lagging AI political advertising that is running in the same cycle.

Contributing signals

X posts on the desk that evidence this risk. A signal can contribute to more than one risk.

Mitigations

Residual assumes only items marked in place. Highlighted rows are the remaining work needed to reach a composite of 12.

In progressPlatforms and broadcasters

Provenance credentials on political audio and video

C2PA-style signing from camera to broadcast, with a visible break when the chain is missing.

Platforms and broadcasters · expedited 6 weeks · normal 5 months · −1 L · −0 C · −0 U

ProposedOn the pathElection lawmakers

Synthetic-media quiet period before ballots

Ban undisclosed synthetic political content in a defined pre-election window, with real penalties.

Election lawmakers · expedited 2 months · normal 8 months · −1 L · −1 C · −1 U

In placeCampaigns and platforms

Mandatory, durable disclosure on authorised clones

If a campaign uses a clone, every impression carries a disclosure the platform cannot crop away.

Campaigns and platforms · expedited 2 weeks · normal 2 months · −0 L · −1 C · −0 U