Wedge Justification
The engine uses real market rows, deterministic exclusions, and named validation risks to select the AINA white-collar AI-augmentation wedge.
The Single Idea
The engine uses real market rows, deterministic exclusions, and named validation risks to select the AINA white-collar AI-augmentation wedge.
01
Evidence Snapshot
129165market rows
73205distinct titles
45766in-scope titles
45566wedge rows
44432risk-tagged titles
0.688avg learning priority
pass_with_named_parse_rejectionsraw status
173parse rejections
02
Included Wedge
The selected wedge is supervised augmentation for white-collar, computer-bound work.
| Function | Titles | Market Signals |
|---|---|---|
| general_business | 24964 | 43605 |
| sales | 4134 | 9475 |
| operations | 3174 | 5400 |
| administration | 2841 | 6262 |
| finance | 2510 | 5604 |
| marketing | 1615 | 2753 |
| customer_success | 1363 | 2389 |
| strategy_consulting | 1250 | 1601 |
| people_hr | 1036 | 1878 |
| legal_compliance | 910 | 1793 |
| design_creative | 647 | 1112 |
| data_analytics | 420 | 707 |
03
Exclusions
Exclusions are deterministic and conservative so non-ICP titles do not drive packets.
| Reason | Titles |
|---|---|
| software_or_engineering_exclusion | 7781 |
| physical_or_manual_exclusion | 4790 |
04
Risk and Learning Priority
Packets carry deterministic governance tags and a bounded learning-priority score.
| Risk Tags | Titles |
|---|---|
| human_approval_required | 6394 |
| people_hr_sensitive;human_approval_required | 4360 |
| legal_compliance;human_approval_required | 2357 |
| customer_data_privacy;human_approval_required | 2135 |
| legal_compliance;people_hr_sensitive;human_approval_required | 1997 |
| legal_compliance;finance_regulatory;people_hr_sensitive;human_approval_required | 1763 |
| legal_compliance;finance_regulatory;human_approval_required | 1612 |
| people_hr_sensitive;customer_data_privacy;human_approval_required | 1590 |
05
Validation Risk
The raw files are physical-line chunks, so record reconstruction and named parse rejections are part of the evidence, not a side note.
Where to start
Open the JSON artifacts first for evidence, then use this report for the decision narrative.
Open the JSON artifacts first for evidence, then use this report for the decision narrative.