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A/KAI Kills What?

Task // O*NET task

Low exposure · 1 occupations · 0 evidence

Prepare site plans, specifications, or cost estimates for land development.

Prepare site plans, specifications, or cost estimates for land development.

Task automation exposure

35/100

Low exposure

Exposure basis

[v4/median] score 35 (raw 35 | A 15 / B 35 / C 35 | modality: other) While AI and CAD tools can assist in drafting and generating preliminary layouts, the task requires complex site-specific analysis, integration of local codes, aesthetic judgment, and professional liability for specifications and cost estimates that current software cannot perfor (capable: None - human-led)

0 capabilities · 1 occupations

Basis

How exposure was assessed

[v4/median] score 35 (raw 35 | A 15 / B 35 / C 35 | modality: other) While AI and CAD tools can assist in drafting and generating preliminary layouts, the task requires complex site-specific analysis, integration of local codes, aesthetic judgment, and professional liability for specifications and cost estimates that current software cannot perfor (capable: None - human-led)

Automation exposure35/100

How much of this task's output current AI can produce or substantially assist.

Strongest applicable capability0/100

Best current model strength on any capability this task requires.

This is an assessment of technical feasibility plus published evidence - not a forecast. Even fully automatable tasks are often not automated, because of cost, verification, liability, regulation or the fact that the task is bundled with other work.

Occupations

Occupations that perform this task (1)

Importance is the O*NET-style weight of this task within each occupation. The same task can be highly exposed but peripheral to one job and core to another.

Occupations performing Prepare site plans, specifications, or cost estimates for land development., with task importance and exposure.
OccupationIndustryImportanceRoleOccupation AI exposure
Landscape ArchitectsCross-industry4.4/5core9

Evidence

Evidence (0)

No evidence item is mapped to this specific task yet. The exposure figure above rests on the v1 editorial baseline and on the capability assessment, and should be treated as low-confidence. Pages with fewer than 0 evidence items are excluded from sitemaps.