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Will AI replace paralegals? Live data

Paralegals have very high measured AI exposure: Claude usage data covers about 29% of the tasks in this job that AI could in theory speed up. UK adverts are -15.8% year on year, and US postings in Indeed's Legal category are +11.9%. Our ledger links 1 AI-attributed layoff event to related roles.

AI exposure (observed)
29%
Very high · higher than 91% of 756 US occupations
UK job adverts · ONS
1,581
Sep 2026 · -15.8% y/y (6 matched months)
UK postings · Indeed Legal
107.7
Feb 2020 = 100 · +12.9% y/y
US postings · Indeed Legal
134.8
Feb 2020 = 100 · +11.9% y/y

How exposed is this job to AI?

The score is Anthropic's observed exposure for US occupation Paralegals and Legal Assistants (SOC 23-2011). It takes the tasks that a language model could theoretically speed up and measures how many are actually showing up in real work-related Claude usage, with fully automated use counting more than assistance.

LowestPosition among 756 occupationsHighest

Dashed line = top third. This occupation is in the top third (used in our ledger rubric, grade B). Ranked #70 of 756.

Exposure is not job loss. Anthropic's March 2026 analysis found no systematic rise in unemployment for highly exposed workers since late 2022, with only tentative evidence of slower hiring of 22-25 year-olds into exposed jobs. Scores use US task data applied to UK roles via our mapping.

What the job involves

Assist lawyers by investigating facts, preparing legal documents, or researching legal precedent. Conduct research to support a legal proceeding, to formulate a defense, or to initiate legal action.

O*NET 31.0 description for Paralegals and Legal Assistants. 7 of 12 tasks have a task-level score.

Tasks where AI use is most visible

  • Gather and analyze research data, such as statutes, decisions, and legal articles, codes, and documents. 94% coverage

Core tasks with no observed AI use

  • Prepare affidavits or other documents, such as legal correspondence, and organize and maintain documents in paper or electronic filing system.
  • Investigate facts and law of cases and search pertinent sources, such as public records and internet sources, to determine causes of action and to prepare cases.
  • Prepare for trial by performing tasks such as organizing exhibits.

UK hiring: online job adverts

Monthly new online job adverts for UK SOC 2020 3520 Legal associate professionals. Year-on-year change compares the last six months with the same months a year earlier, using only months published in both years.

Source: ONS, Online job advert estimates (Textkernel), published 22 October 2026, OGL v3.0. Gaps are suppressed cells. Official statistics in development: Oct 2025-Feb 2026 and Jun-Sep 2026 partly imputed; March 2026 suppressed; Textkernel taxonomy updates cause step changes, so compare recent years with care.

Live postings: UK and US (Indeed)

Indeed's Legal category index (covers more than this occupation).

Source: Indeed Hiring Lab job postings by sector, seasonally adjusted, 7-day average, to 16 Oct 2026. CC BY 4.0.

AI-attributed layoffs affecting related roles

DateCompanyRoles cutAI claimWhy
2 Oct 2026CMS (law firm)Undisclosed DWeak The firm's statement doesn't name AI, the AI link comes from anonymous sources, the plans are early-stage and no headcount was given. Details

Links between events and occupations are our editorial mapping, not company-stated.

What to do if you're one of the paralegals

  1. Lean into the work AI isn't doing. In the usage data, core tasks such as "Prepare affidavits or other documents, such as legal correspondence, and organize and maintain documents in paper or electronic filing system" show no observed AI use. Building depth there is the most defensible part of the role.
  2. Get fluent with AI on the tasks it's already touching. The highest-coverage task here is "Gather and analyze research data, such as statutes, decisions, and legal articles, codes, and documents". People who can check, direct and sign off AI output on tasks like this are likely to be more valuable than those competing with it.
  3. Watch hiring, not headlines. UK adverts for this role are down on a year ago, but compare with the wider market: all UK adverts are -3.4% on the same basis (dashboard). A fall that matches the whole market is a cycle, not an AI story.
  4. Check the claims. When a company says AI replaced jobs, look at its grade in our ledger - many announcements are mixed or AI-washed.

Data mapping for this page

US occupation (exposure, tasks)23-2011 Paralegals and Legal Assistants
UK SOC 2020 (ONS adverts)3520 Legal associate professionals
Indeed categoryLegal
Mapping confidencehigh US 'Paralegals and Legal Assistants' to UK 3520 'Legal associate professionals'.

The US SOC → UK SOC 2020 crosswalk is a documented best-effort editorial mapping; see methodology.

Related occupations

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