Example · Translator / Interpreter
Engines write the first draft now. An oath, a signature and a person in the room are still yours.
29 of your 40 hours still need you
- 14 stay yours
- 15 faster with AI
- 11 tools could take
A typical week at the middle pace. Your plan uses your own tasks.
Is translation a dying career?
By our task-by-task count, 29 of a typical 40-hour week as a translator or interpreter still need a person. Tools could already take about 11 hours. Agency translation is the part of this work machines took first. Engines handle the first draft of most general content, and agencies price the human pass as a discount.
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The interpreting side is different. A hospital that takes federal money still has to give patients meaningful access in their language, courts still swear in credentialed interpreters, and a mistake in a consent conversation is found late and at great cost. About 34% of a typical blended week sits there and holds.
The second risk is policy. On March 1, 2025, Executive Order 14224 made English the official language and revoked the 2000 order that told federal agencies to serve people with limited English. In April 2025 a second order told agencies to drop disparate-impact enforcement, which treats a rule as unfair when its effects fall hardest on one group. The Justice Department issued a final rule to that effect in December 2025. Much language-access enforcement rested on that theory. That can shrink interpreting volume in some settings with no help from a machine. This plan moves you toward credentialed, signed, in-person work, and turns your editing know-how into evidence for rate talks and for a newer job: checking whether AI translation is any good.
The hard truth
Many translators have already lost work to AI.
In a 2024 survey of UK authors and translators, about a third of translators had already lost work to AI, and four in ten saw their income fall. For written translation, the change has already started.
Sources (2)
- About a third of translators surveyed by the UK Society of Authors had lost work to generative AI. Society of Authors survey, via The Bookseller, 2024-04
- Four in ten translators said generative AI had reduced the value of their income. Society of Authors survey, via The Bookseller, 2024-04
What stays yours
On-site medical interpreting: consent, diagnosis, discharge, the emergency room
This rests on careful checking and on someone answering for the result. A wrong word in a consent talk can show up in a patient weeks later. Title VI still applies to any provider that takes federal money, including Medicare. The duty is the hospital's, and it is why the hospital books you.
Legal interpreting under oath
This depends on a duty you hold personally. Most states require certification for court interpreters, and the federal court exam currently tests only Spanish. The oath is personal.
Certified translations with your signed statement of accuracy
What protects this is your personal signature. A model can draft the birth certificate, but the receiving office accepts your signature on the statement.
Managing the encounter: stopping a session when meaning breaks
This comes down to being in the room and knowing the context. You notice the patient nodding without understanding, and you say so. No deployed tool interrupts a doctor.
School and community meetings
This rests on relationship. Parents in an IEP meeting, where a school plans special education for their child, trust the interpreter they have seen before.
What can a translator do now?
Plan A is your best move inside the work you do now. Most sessions in the 13-week plan build toward it.
- A
Credentialed medical interpreting, then court
Why it fits
Why you. On-site medical work usually pays best per hour, and a 40-hour course plus real encounters is most of the way to a national credential.
The gap. You need a national credential from CCHI or NBCMI, the two boards that certify medical interpreters. CCHI's CoreCHI is $231 (including a $40 application), and its CHI exam is $302 more. NBCMI's CMI is $530 in all. Check eligibility on their sites before you pay.
The trade-off. It ties you to a sector whose federal rules shifted in 2025, and in-person volume depends on each hospital's budget. Court certification is a strong second step, but oral exams are hard and requirements vary by state.
Other moves that fit
These are also good bets in this field. Read them if Plan A doesn't suit you.
Signed and specialized translation
Why it fits
Why you. Certified translations pay more per word than agency work, and you may already know a specialist vocabulary such as medical or legal.
The gap. You need ATA certification, from the American Translators Association, in your language direction. You also need a simple service page and a list of direct clients.
The trade-off. Direct clients take time to find, and clients will expect review prices on drafts a model wrote.
Language AI quality work (plan B)
Why it fits
Why you. You already find what engines get wrong, and you can explain why in your target language.
The gap. You need a test set, a rubric and graded results you can show.
The trade-off. Much of this work is contract, projects end without notice, and we could not name a dated posting for this exact title. Treat it as a second income line rather than a replacement.
What's a plan B for translators and interpreters?
Plan B is a job AI is creating that these skills already fit. One session a week in the plan trains you for it, so it is ready if your job shrinks or you want a change.
BPlan B, picked for this role
Language AI quality specialist
You already catch the false friends, wrong units and flat register that engines produce, and this role turns that catch rate into the job.
Other options
Expert AI trainer (contract)
You can write hard questions in two languages and grade an AI answer for meaning and register, which is what multilingual trainer projects pay for.
AI agent ops specialist
Reading a bot's transcript in a second language and spotting where it misunderstood the customer is work you already do on every edit.
In your own plan you can switch to any of the 47 roles.
The first two weeks
The first 2 of 13 weeks. Each week has three sessions of 45, 30 and 60 minutes, plus one 40-minute Plan B session. Nothing in the plan needs anyone's permission. By week 13 you'll have a written post-editing rate policy, a 200-term medical glossary, and a date set for your interpreter exam.
- Week 1: Find your real rates
What you do
- ALog every job from the last month by type, with words or minutes and the hours you really spent.
- AList each client with their rate, payment terms and share of your income.
- ALog your time this week against the task list in this report.
- BTake the first half of Anthropic's AI Fluency course. Use only made-up or public text in any example.
- Week 2: Log your editing
What you do
- AOn one post-editing job, where you fix machine translation, log your time and every error you fix by type.
- AKeep the same log on a second job.
- ACompare your real words per hour with what the agency's rate assumes.
- BFinish AI Fluency and pass its final assessment.
Three courses from the plan
Checked 2026-10-15.
- Occupational Outlook Handbook: Interpreters and TranslatorsBLS · Free
Yes. Pay by setting and the certification notes are worth ten minutes.
- O*NET 27-3091.00 task listO*NET OnLine · Free
Use it in week 1 to check your task shares.
- AI Fluency: Framework & FoundationsAnthropic Academy · Free
Yes, weeks 1 and 2.
Risks beyond AI: highPolicy and rate risk
Language-access policy moved in 2025, and that can cut interpreting volume with no help from AI. Agency rate pressure on written work predates the newest models and keeps going. If most of your income comes from one agency or one hospital contract, that concentration matters as much as anything in the task table.
Where this could be wrong
- We could not open the Justice Department's guidance implementing the English order or the federal health department's Section 1557 page on the day we checked. If the 2024 rule's interpreter and machine-translation review provisions were rolled back, the medical tasks are less protected than we scored.
- We found no verified, dated US hospital deployment of AI medical interpreting. If one is already running at scale, routine phone and video interpreting belongs with the most exposed work.
- Rare language pairs and Indigenous languages are much less exposed. Spanish is the most exposed pair because training data is plentiful.
- ASL and other signed languages are a different market with different credentials (such as RID and CASLI certification). This report does not fit them well.
Also matched: translator, interpreter, medical interpreter. Research checked 2026-10-15. Page updated .