AINA data engine room - generated title readiness receipt - 2026-06-11

Top Worked Title Readiness v1

The engine now has a ranked top-worked-title readiness lane that separates raw title popularity from ICP-serviceable coverage, keeps blocked roles blocked, and shows which high-volume fallback/general titles need family resolution before packet hardening.

The Single Idea

The top worked-title problem is now visible as a ranked production-prep queue: the engine can separate raw popularity from ICP serviceability, keep blocked roles blocked, and show exactly where fallback/general titles need family resolution.

1000raw top worked titles
1000ICP top worked titles
971ICP fallback rows
0production unlocks

Current Shape

MetricValue
Raw top-1000 market-signal floor11
ICP top-1000 market-signal floor8
ICP serve-now rows29
ICP fallback rows971
ICP general-business rows517
ICP unresolved general-business rows370

ICP Top 1000 By Resolved Family

Resolved familyRows
general_business370
sales116
finance92
administration90
operations48
legal_compliance45
customer_success42
healthcare_boundary42
marketing39
physical_frontline24
people_hr24
design_creative21
education15
data_analytics9
strategy_consulting8
product7
software_delivery7
engineering_hardware1

Recommended Runtime Actions

ActionRows
harden_packet_with_domain_review518
resolve_title_family_then_harden_packet370
keep_fallback_boundary_review74
plan_local_synthetic_now29
harden_packet_with_caveated_runtime9

Semantic Sample

These are actual rows from the generated surfaces, shown with the columns that matter for product, learner-agent, tutor-agent, and evaluator sense-checking.

SampleTitleCohortFamilySignalsActionVerdict
1sales managerserve_with_fallbacksales673harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
2customer service representativeserve_with_fallbackcustomer_success484harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
3project managerserve_with_fallbackoperations361harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
4assistant store managerserve_with_fallbackadministration320harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
5administrative assistantserve_with_fallbackadministration261harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
6senior accountantserve_with_fallbackfinance246harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
7salespersonserve_with_fallbacksales241harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
8executive assistantserve_with_fallbackadministration232harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
9registered nurseexcluded_or_not_icphealthcare_boundary216block_not_icpblock: outside current ICP or unsafe for current wedge
10receptionistserve_with_fallbackadministration206harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
11staff accountantserve_with_fallbackfinance204harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
12retail sales associateserve_with_fallbacksales197harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
13account executiveserve_with_fallbacksales196harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
14sales associateserve_with_fallbacksales190harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
15software engineerexcluded_or_not_icpsoftware_delivery187block_not_icpblock: outside current ICP or unsafe for current wedge
16business analystserve_with_fallbackdata_analytics186harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
17store managerserve_with_fallbackgeneral_business186resolve_title_family_then_harden_packetreview: high-volume fallback needs role-family precision
18controllerserve_with_fallbackfinance179harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
19account managerserve_with_fallbackcustomer_success173harden_packet_with_domain_reviewcaveat: useful title but domain/risk review required
20senior software engineerexcluded_or_not_icpsoftware_delivery164block_not_icpblock: outside current ICP or unsafe for current wedge

Validation Checks

CheckResult
beta_readiness_receipt_validPASS
source_coverage_receipt_validPASS
beta_rows_presentPASS
raw_top_1000_presentPASS
raw_top_1000_limit_satisfiedPASS
icp_serviceable_top_1000_presentPASS
icp_serviceable_rows_are_serviceablePASS
blocked_or_held_rows_not_in_icp_top_1000PASS
raw_top_1000_keeps_blocked_surfaces_visiblePASS
raw_ranks_uniquePASS
icp_ranks_uniquePASS
market_signal_sorted_descPASS
all_rows_have_recommended_runtime_actionPASS
all_general_business_rows_have_resolution_decisionPASS
fallback_rows_caveated_or_reviewedPASS
semantic_sample_has_up_to_50_rowsPASS
semantic_sample_has_required_columnsPASS
production_unlocks_blockedPASS
This receipt does not unlock real beta, public runtime, real-user data, telemetry, external writes, or production claims.