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OpenJev

decide

Typed decisions over text and images: choice, yes/no and score, with probabilities. Qwen3.5 4B cross-encoder.

Free1,000 / day
Then$0.01 / 1k requests
Context32K
Rate limit5 rps / key

Playground

Pick an example or write your own. The Python below follows what you type.

Try an example

State

Question

Allowed options

3 / 20
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phishing 99.9%

Recorded response

AlegitimateA genuine message from the company.0.1%
BspamUnwanted bulk mail with no attempt to steal anything.0.1%
CphishingAn attempt to steal credentials or money.99.9%

This request in code

Python
import os, requests

response = requests.post(
    "https://www.rawmodels.ai/api/alpha/decisions",
    headers={"Authorization": f"Bearer {os.environ['RAWMODELS_API_KEY']}"},
    json={
        "model": "decide",
        "state": "An email claims to be from the payroll team and says the recipient's salary payment will be suspended today. It comes from payroll-review@outlook.com and links to a non-company sign-in page asking for a password and verification code.",
        "questions": {
            "decision": {
                "type": "choice",
                "instructions": "What kind of email is this?",
                "criteria": {
                    "legitimate": "A genuine message from the company.",
                    "spam": "Unwanted bulk mail with no attempt to steal anything.",
                    "phishing": "An attempt to steal credentials or money."
                },
            },
        },
    },
    timeout=120,
)
response.raise_for_status()
answer = response.json()["answers"]["decision"]

print(answer["choice"], answer["probabilities"])

Create a key under settings → API keys. The playground and the API share one quota: 1,000 free requests a day.

Make it your own.

Runs on our own GPUs and is always warm. Nothing is generated: you get a typed answer and its probabilities.

Read the API guide ↗
Checkpoint
AlexWortega/openjev
Input
Text and one image per request
cURL
curl https://www.rawmodels.ai/api/alpha/decisions \
  -H "Authorization: Bearer $RAWMODELS_API_KEY" \
  -H "Content-Type: application/json" \
  -d '{"model":"decide","state":"My checkout page shows a blank screen after I click Pay.","questions":{"is_bug":{"type":"noul","instructions":"Is the customer reporting a software defect?","criteria":{"true":"Broken or unexpected behavior.","false":"A question or a feature request."}}}}'