Editing and proofreading
Correcting grammar, style, consistency and factual coherence in text.
Task automation exposure
High exposure
Exposure basis
[v4/median] score 78 (raw 78 | A 78 / B 95 / C 60 | modality: other) Widely used AI editors (e.g., Grammarly, GPT‑4 based tools) can reliably fix grammar, style, and consistency, and increasingly detect factual coherence, delivering professional‑grade edits in most cases. (capable: Large language model (e.g., GPT‑4) with editing capabilities)
1 capabilities · 1 occupations
Basis
How exposure was assessed
[v4/median] score 78 (raw 78 | A 78 / B 95 / C 60 | modality: other) Widely used AI editors (e.g., Grammarly, GPT‑4 based tools) can reliably fix grammar, style, and consistency, and increasingly detect factual coherence, delivering professional‑grade edits in most cases. (capable: Large language model (e.g., GPT‑4) with editing capabilities)
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.
Capabilities
AI capabilities involved
15 models tracked · strongest: GPT-5
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 |
|---|---|---|---|---|
| Copy Writers | Sales & marketing | 4/5 | core | 66 |
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.