Review or evaluate proposals or bids to make recommendations regarding awarding of contracts.
Review or evaluate proposals or bids to make recommendations regarding awarding of contracts.
Task automation exposure
Low exposure
Exposure basis
[v4/median] score 30 (raw 30 | A 65 / B 15 / C 30 | modality: other) AI can extract, compare, and quantitatively assess proposal data using LLMs and specialized procurement tools, but nuanced strategic judgment and contextual risk evaluation still require human expertise. (capable: LLM-based proposal analysis (e.g., GPT-4 with domain-specific prompting and integration with procurement software))
0 capabilities · 1 occupations
Basis
How exposure was assessed
[v4/median] score 30 (raw 30 | A 65 / B 15 / C 30 | modality: other) AI can extract, compare, and quantitatively assess proposal data using LLMs and specialized procurement tools, but nuanced strategic judgment and contextual risk evaluation still require human expertise. (capable: LLM-based proposal analysis (e.g., GPT-4 with domain-specific prompting and integration with procurement software))
How much of this task's output current AI can produce or substantially assist.
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.
| Occupation | Industry | Importance | Role | Occupation AI exposure |
|---|---|---|---|---|
| Wind Energy Development Managers | Cross-industry | 3.6/5 | core | 12 |
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.