particle_expertise_resolve

shallow

pro.particle/particle-pro · Verify this server

Turn free text into the occupation and field-of-research codes the speaker-expertise filters take. Call it first whenever a question restricts who is speaking by occupation, profession, credentials or industry ("doctors", "medical professionals", "economists", "people in finance", "lawyers") — the filters, not search wording, decide who speaks — and again when a filter returns `unresolved_reference`, then retry with the code. Codes are SOC 2018 occupations (with their ISCO-08 equivalents) and ANZSRC 2020 fields of research. 'cardiologist' finds SOC 29-1212 Cardiologists; 'finance' finds the finance fields. Each code comes back with its slug, level, parent and the parameters that accept it: `occupation`/`field` on `particle_podcast_list_guests` and `particle_expertise_get`, and `guest_occupation`/`guest_field` on `particle_podcast_find_mentions`, `particle_podcast_list_episodes`, `particle_podcast_search_transcripts`, `particle_podcast_get_episode_timeseries` and `particle_podcast_resolve`. Pass `parent` to walk the hierarchy one level down (a SOC major group's minor groups, then broad groups, then occupations; a division's groups); a group such as `physicians` or an everyday name such as `doctors` filters everything below it. A word no occupation names may name a field (`oncologists` finds field 3211 Oncology) or a capacity: `founders` comes back as the capacity `executive_founder`, which `capacity` on `particle_podcast_list_guests` and `guest_capacity` on the episode and mention tools take. Not for people or companies — use `particle_person_resolve`, `particle_company_resolve` or `particle_entity_resolve`. Not the topic taxonomy either: `particle_topic_browse` classifies what episodes are about, these codes classify what speakers know.

100.0/100

1 trials · measured today

particle_expertise_resolve scores 100.0/100 on Vouch's measured behaviour index, from 1 real invocation trials against pro.particle/particle-pro, measured 20 Oct 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
gated
Category
Content & media
Input schema
not declared
Output schema
not declared
Side-effect classification
unclassified

Score history

DayScoreTierMethodology
2026-10-20100.0shallowv0.2.0

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: particle_expertise_resolve
[![Vouch score](https://vouch.tools/api/tools/1d254da4-ebe2-4657-a83b-d17f01b8845c/badge.svg)](https://vouch.tools/tools/1d254da4-ebe2-4657-a83b-d17f01b8845c)
particle_expertise_resolve — Vouch