resolve_occupation_or_major

shallow

ai.flyvolo/knowledge · Verify this server

Resolve a job title, a company's internal name for a role, a nickname or a degree name to a canonical VOLO entity. Call this FIRST whenever a person names their job. Returns a match field of exact or approximate — when it is approximate, say which entity you read the question as. Returns null when VOLO does not cover it, which is a gap in this site and not a statement about the job.

100.0/100

1 trials · measured 21 days ago

resolve_occupation_or_major scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against ai.flyvolo/knowledge, measured 16 Sept 2026 under methodology v0.2.0. Every measured component scored 100.

Component breakdown

ComponentWeightValue
Reliability35%not applicable
Schema integrity25%100.0
Failure behaviour15%not applicable
Latency15%not applicable
Concurrency10%not applicable

Tool details

Transport
remote
Credential class
open
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-09-16100.0shallowv0.2.0

Probe evidence

ProbeOutcomes
schema_integritypass: 1

Raw request/response logs are not archived yet — the outcome counts above are drawn directly from every recorded trial.

Embed this score

Available for every tool, scored or not — not a verification perk. Always links back to this page.

Vouch score: resolve_occupation_or_major
[![Vouch score](https://vouch.tools/api/tools/8c5cbafb-ee1e-4c78-a1bc-bcbcd2f394b4/badge.svg)](https://vouch.tools/tools/8c5cbafb-ee1e-4c78-a1bc-bcbcd2f394b4)
resolve_occupation_or_major — Vouch