Sumble / Get function and level for job titles

Sumble tool sumble-jobs-title-lookup on looot: input fields, $0.0001 per result, output shape, and code to run it with curl, JavaScript or Python.

Returns the job function and level for job titles. Send titles. Returns results with input, job_function and job level, plus matched_count.

Tool id: sumble-jobs-title-lookup
Provider: Sumble
Job: Normalize a job title to a standard role (people.title.normalize)
Price: $0.0001 per result. A call that fails at the provider costs $0.

Inputs

Name	Type	Required	Description
`file_name`	string	no
`titles`	array	yes	List of job titles to look up

Output

Shape of the run’s result, checked against 5 real answers:

{ id, file, results: { input, job_level: { id, name, level_rank }, job_function: { id, name, slug } }[], credits_used, matched_count, credits_remaining }

Every call needs your API token in LOOOT_TOKEN; Sign in shows how to get one. Each run also needs a new idempotency key, so a retry never pays twice. With wait: 30 the answer comes back inline when the run ends within 30 seconds. Otherwise you get the running run back: poll GET /v1/runs/<runId>.

Example input with placeholder values:

curl -X POST "https://api.looot.ai/v1/runs" \
  -H "Authorization: Bearer $LOOOT_TOKEN" \
  -H "Content-Type: application/json" \
  -H "Idempotency-Key: $(uuidgen)" \
  -d '{"endpointId":"sumble-jobs-title-lookup","input":{"titles":[]},"wait":30}'

const response = await fetch("https://api.looot.ai/v1/runs", {
  method: "POST",
  headers: {
    Authorization: `Bearer ${process.env.LOOOT_TOKEN}`,
    "Content-Type": "application/json",
    "Idempotency-Key": crypto.randomUUID(),
  },
  body: JSON.stringify({
    endpointId: "sumble-jobs-title-lookup",
    input: {
      titles: [],
    },
    wait: 30,
  }),
});
const run = await response.json();
console.log(run.status, run.result);

import os
import uuid

import requests

response = requests.post(
    "https://api.looot.ai/v1/runs",
    headers={
        "Authorization": f"Bearer {os.environ['LOOOT_TOKEN']}",
        "Idempotency-Key": str(uuid.uuid4()),
    },
    json={
        "endpointId": "sumble-jobs-title-lookup",
        "input": {
            "titles": [],
        },
        "wait": 30,
    },
    timeout=90,
)
run = response.json()
print(run["status"], run.get("result"))

To let looot pick among every provider of this job instead, send job:people.title.normalize as endpointId; see the job page.

Sumble / Get function and level for job titles

Inputs

Output

Run it