AINA data engine room - 2026-06-11T09:36:16Z

ICP Title Adjudication

Ambiguous title rows are promoted, excluded, or kept in the multi-LLM queue with explicit boundaries.

16089ambiguous rows
609fallback promotions
4523exclusions
10957multi-LLM applied
491remaining queue
50053serviceable after

Adjudicated Tiers

TierRows
exclude_or_not_icp11109
multi_llm_adjudication_required491
serve_with_fallback4489

Routes

RouteRows
deterministic_pre_adjudication5132
multi_llm_structured_decision10957

Examples

TitleTierRouteReason
front end entry levelmulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
service leadermulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
family law attorneymulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
trial attorneymulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
staff attorneymulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
student internmulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
document reviewermulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
b2c-weekend shiftmulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
receptormulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
litigation specialistmulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
senior ehs specialistmulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
oracle technical senior specialistmulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
informatica mdmmulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
sdetmulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
functional testermulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
oracle hcm functional senior specialistmulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
sro tech ii - 2nd shiftmulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
transportation and noise specialist/environmental plannermulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
usa member specialistmulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
qa testermulti_llm_adjudication_requiredmulti_llm_structured_decisionmulti_llm_kept_for_adjudication
No public runtime, external writes, real-user-data use, production telemetry, or deployment promotion is created.