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Content dashboard tagging

Tag any post across topic, hook, format and style at once — the annotation behind a 1,315-post content dashboard.

1,315 posts · multi-dimension · ~$0.086@yuhasbeentaken

Yum tagged 1,315 X posts across ~8 dimensions — topic, hook, writing style and more — for about 8.6 cents in model cost, then filtered by tag and compared engagement. What it really saves isn't writing; it's the hours of opening every post one by one to take notes.

Live toolRun this on your own data with the Content Classifier →

Try it live

This is the real thing, not a mockup. Edit the input, hit Run, and Jev returns every typed answer in one round trip — free, no signup. Now picture the same call fired across thousands of items in parallel.

POST jevtypesafeai.com/api/v1/decide
state — the input software gives Jev210c
questions — the typed decisions you want back
choicetopic
What is the main topic?
→ one of: productivity, growth, ai, mindset, personal
choicehook_style
What hook style opens the post?
→ one of: contrarian, question, stat, story, statement
choiceformat
What is the post format?
→ one of: one_liner, thread, listicle, story
choicewriting_style
What is the writing style?
→ one of: punchy, analytical, storytelling, casual
scoreengagement
How strong is this post's engagement potential?
→ 0…3 · 4 levels
real API · free · no signup
Typed, calibrated output appears here.
Pick a demo, tweak the input, and hit Run Jev.
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The decisions Jev makes

In a single call, Jev evaluates each of these — in parallel, against the same input:

choicetopic

What is the main topic?

picks one of these options:

  • productivity — productivity / focus
  • growth — audience or business growth
  • ai — AI / tech / building
  • mindset — mindset / psychology
  • personal — personal story / life
choicehook_style

What hook style opens the post?

picks one of these options:

  • contrarian — challenges a common belief
  • question — opens with a question
  • stat — opens with a number/stat
  • story — opens a personal story
  • statement — a plain declarative statement
choiceformat

What is the post format?

picks one of these options:

  • one_liner — a short punchy single idea
  • thread — the opener of a thread
  • listicle — a list of tips/points
  • story — a narrative
choicewriting_style

What is the writing style?

picks one of these options:

  • punchy — short, high-contrast lines
  • analytical — explanatory / reasoned
  • storytelling — narrative-driven
  • casual — conversational
scoreengagement

How strong is this post's engagement potential?

rates it on an ordered scale:

  1. weak
  2. average
  3. strong
  4. very strong

The exact request

This is the real payload behind the live demo — copy it, change the state, and you're building:

{
  "model": "jev-latest",
  "state": "X post (single, 3,100 likes):\n\n\"Most people don't have a productivity problem.\n\nThey have a 'too many open tabs in their brain' problem.\n\nWrite everything down. Your mind is for having ideas, not holding them.\"",
  "questions": {
    "topic": {
      "type": "choice",
      "instructions": "What is the main topic?",
      "criteria": {
        "productivity": "productivity / focus",
        "growth": "audience or business growth",
        "ai": "AI / tech / building",
        "mindset": "mindset / psychology",
        "personal": "personal story / life"
      }
    },
    "hook_style": {
      "type": "choice",
      "instructions": "What hook style opens the post?",
      "criteria": {
        "contrarian": "challenges a common belief",
        "question": "opens with a question",
        "stat": "opens with a number/stat",
        "story": "opens a personal story",
        "statement": "a plain declarative statement"
      }
    },
    "format": {
      "type": "choice",
      "instructions": "What is the post format?",
      "criteria": {
        "one_liner": "a short punchy single idea",
        "thread": "the opener of a thread",
        "listicle": "a list of tips/points",
        "story": "a narrative"
      }
    },
    "writing_style": {
      "type": "choice",
      "instructions": "What is the writing style?",
      "criteria": {
        "punchy": "short, high-contrast lines",
        "analytical": "explanatory / reasoned",
        "storytelling": "narrative-driven",
        "casual": "conversational"
      }
    },
    "engagement": {
      "type": "score",
      "instructions": "How strong is this post's engagement potential?",
      "criteria": [
        "weak",
        "average",
        "strong",
        "very strong"
      ]
    }
  }
}

Wire it into your code

Read the typed answers and branch in plain code — no parsing. Auto-handle the high-confidence cases and route the uncertain ones to a bigger model or a human. It's one API call and output is free, so ask every question you need at once.

Build your own

Every scenario above is a single API call. Try any of them free in the playground, then get a hosted key to ship it in minutes.

Run this demo ▶Get an API key →
Content dashboard tagging — a Jev use case with a live demo · Jev by TypeSafe AI