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Use case 01 · Election narratives

Every post tagged as it is published.

“We can't read everything.” Every post tagged as it is published, so coordination shows before the vote.
Try itSee the questions
  • narrative(post) → choice
  • campaigns(post) → noul
  • push(post) → score
One request, 3 questions. The state is read once.
The problem

“We can't read everything.”

  • The posts

    In the weeks before a vote, coordinated accounts post the same lines faster than any team can read them.

  • The delay

    Read by hand, the pattern shows up after the vote, when nothing can be done about it.

  • With VAKYN

    Every post is read as it is published and tagged: its narrative, whether it campaigns, how hard it pushes. Your analysts see the pattern while there is time to act.

The questions

3 questions, one request.

The state is the post, with where and when it was published. Each question has fixed answers: noul for yes or no, choice to pick one, score for a level.

  1. 01

    narrative

    Which election narrative does this post push?

    • rigged_vote
    • foreign_control
    • dont_vote
    • none
    choice
  2. 02

    campaigns

    Does the post ask people to vote for or against a candidate or party?

    Answers with the probability of yes, from 0 to 1.

    noul
  3. 03

    push

    How hard does the post push its message?

    1. 0Informs only
    2. 1Gives an opinion
    3. 2Calls on people to act
    score
A sample state

A clear case and a borderline one.

One post, three tags. The post is tagged; the account is never judged.

state · JSON

{
  "platform": "short video, caption",
  "posted": "2026-11-02 21:14, two days before the vote",
  "text": "They have already printed the results. In my town the same ballots were counted twice last time and nobody went to jail. Sunday they will do it again for the Civic Union. Vote Mara Velan, it is the only way to stop the fraud, and SHARE THIS before they take it down!!"
}

Answers · how sure

  • narrativerigged_vote0.98
  • campaignsyes0.98
  • pushCalls on people to act0.98

Acts automatically. Every answer is at least 0.70 sure. Tag the post and add it to the narrative counts your analysts watch.

Run this case in the playground

Real answers from VAKYN-4B Q8_0, 2026-10-11. The bar's line marks 0.70. The playground runs VAKYN MAX, so its numbers can differ. Names, companies and domains are made up.

The decision

Act on the sure answers.

VAKYN answers; your code decides. The rule here: act when every answer is at least 0.70 sure. Move the threshold to send more or fewer cases to a person.

  • Every answer ≥ 0.70

    Tag the post and add it to the narrative counts your analysts watch.

  • Any answer below

    An analyst reads the post.

VAKYN tags posts, never people. It doesn't call anyone a troll or a bot. Clusters of tags go to an analyst.

Try it in the playgroundSign in to the console; the sample opens ready to run on VAKYN MAX and is charged like any call.