How do you talk about AI and the future of work in English?
With calibrated certainty instead of a blanket "will": "is bound to" for near-certain, "is likely to" for probable, "may well" for open, "is unlikely to" for improbable. Add the verbs of change such as "automate", "augment" and "replace", and frames such as "on the one hand … on the other" for a balanced answer.
- In English the nuance usually sits in a fixed verb block: "is likely to change", not "will" with a dropped "wohl".
- "Will" stays right for decisions and firm predictions — the ladder supplies the shades around it.
- "Arbeitsplätze" are "jobs", a "chance" can be negative, and jobs and tasks "go" — the plain verb for "wegfallen".
B2 · Workplace Skills · 10 minAI and the future of work in English, taught brick by brick.
A structured ten-slide lesson for B2 learners. Hear a sentence from a job interview, learn from a tutor why a blanket "will" makes you sound too certain, meet the ladder from "is bound to" down to "is unlikely to", the verbs of change and the frames for a balanced answer — then practise them in the drills before a closing quiz. The whole arc takes about ten minutes and nothing requires a signup.
- CEFR levelB2 · Upper intermediate
- Time to completeAbout 10 minutes
- SkillsSpeaking, Vocabulary, Listening, Writing
- Bricks10 blocks
01 / 06
Why a blanket "will" makes you sound too certain
In German a forecast is a matter of the verb "werden" plus a small word: "das wird wohl so kommen", "das wird sicher so kommen", "das wird vermutlich anders". The verb stays the same and the nuance lives in the particle or the adverb — and because those words are so inconspicuous, they are the first thing to get lost in translation. What survives is "will", in every sentence: "AI will replace the translators", "the reporting will change", "the jobs will go". To an English ear that does not sound cautious; it sounds absolute, as if you had already seen the outcome. In English the nuance usually sits not in a loose adverb but in a fixed verb block: "is likely to change", "may well change", "is unlikely to change". "Will probably" and "will certainly" belong on the ladder too — but the fixed blocks are the forms German speakers most often lack. That is not a question of politeness but of information — the listener hears from the verb form how sure you are. "Will" is not wrong here; it remains the normal form for decisions and firm predictions: "The tool will go live in the spring." So the ladder in this lesson does not replace "will". It places beside it the shades that German expresses with "wohl" and "vermutlich" — and that English usually expresses with a different verb block rather than an inserted "wohl".
02 / 06
The ladder: from "is bound to" down to "is unlikely to"
The ladder has four rungs, and each rung is a fixed block that goes into the sentence unchanged. At the top sits near-certainty: "is bound to" and "will certainly" — the signs point one way, and you say so: "Routine tickets are bound to be automated." Below that comes probability: "is likely to" and "will probably" — your best estimate, with room for error: "The reporting is likely to change." In the middle is the open outcome: "may well" and "could" — a real possibility you neither promise nor rule out: "The client calls may well stay as they are." Here "may well" is a shade more confident than a bare "may". At the bottom is improbability: "is unlikely to" and "probably won't" — you do not expect it, but you are not ruling it out: "The role itself is unlikely to go." Three of the blocks share one shape: "be" + "bound" / "likely" / "unlikely" + "to" + verb, and the "be" agrees with the subject ("the jobs are likely to", "the role is likely to"). With "will probably" and "may well" the adverb stands between the modal and the verb. The sentence on the listening slide uses two rungs at once — "is likely to change", "unlikely to replace" — and that is exactly what makes it credible: somebody who grades their certainty has evidently thought about it.
03 / 06
The verbs of change: automate, augment, take over, free up, replace, phase out
The rungs need a verb behind them, and in conversations about AI it is the same handful again and again. "To automate" means a system does the task without a person doing each step: "The sorting is bound to be automated." "To augment" is the counterpart for which German has no everyday word: the person stays, the tool makes them faster or better — "the tool augments the advisers". "To take over" describes a task moving from a person to a tool: "a tool may well take over the note-taking". "To free up" is the verb for the time you gain: "that frees up time for client work". "To replace" is the German "ersetzen" — and usually the verb you pair with a low rung: "is unlikely to replace". "To phase out" means to stop something step by step: "the old reporting is likely to be phased out". On the people side stand "to reskill" (train for a new role) and "to upskill" (deepen the skills in the current role), "to be made redundant" (the position goes, not the performance) and "to shift to" (the emphasis of the work moves): "our work is likely to shift to quality checks". The basic vocabulary — generative AI, prompt, human in the loop — lives in ai-at-work-vocabulary (B2), together with the rule that "AI" is usually used without an article as an uncountable technology term. This lesson assumes it and covers what comes next: the verbs you use to describe what the tool does to the work.
04 / 06
Answering in balance: on the one hand, in the long run, rather than
A good answer to "Is AI going to change your job?" is rarely a yes or a no; it is a sentence with two sides. Fixed frames exist for that, and you set them like brackets around your ladder. "On the one hand … on the other (hand)" names both sides of the same change in one breath: "On the one hand, drafting is bound to speed up; on the other, someone still has to check every draft." The German "einerseits … andererseits" tempts you into "on the one side" — the English frame works with "hand". "In the short term … in the long run" separates what happens first from what comes later: "In the short term that means more work, not less; in the long run it frees up time." "In the long term" is an equally common partner. "The upside is … / the downside is …" names gain and cost openly: "The upside is faster drafts; the downside is that errors look confident." And "rather than replacing X, it will …" corrects the absolute version before anybody says it out loud: "Rather than replacing the advisers, the tool is likely to take over the note-taking." With one of these frames and two rungs you have an answer that holds up in a meeting, in an interview and in an email to a client alike — and that nobody can dismiss as panic or as spin.
05 / 06
German traps: Arbeitsplätze, Chance, wegfallen, ersetzen
Beyond the blanket "will" there are four words that slide across from German almost every time this topic comes up. First, "Arbeitsplätze": what is meant is positions, and those are "jobs" — "some of the back-office jobs are likely to go". A "workplace" is the place where you work, not the position; "AI will cost workplaces" sounds as if buildings were disappearing. Second, "Chance": in German a Chance is something good, whereas in English "a chance" is first of all a probability, and that probability can be negative: "there's a chance the role will go". For a clearly desirable opening, "opportunity" is often the clearer choice — "the rollout is an opportunity to upskill" — though "chance" can be positive too: "a great chance to learn something new". Third, "wegfallen": the plain verb for jobs and tasks is "go" or "disappear" — "some of the routine tasks will simply go". "Fall away" is possible when tasks gradually become unnecessary — but for a position that is cut, native speakers mostly reach for "go". Fourth, "ersetzen durch": the verb is "replace", and the new thing comes in with "with" or "by": "replace the manual check with a tool", not "replace through". Add one small pronunciation trap: in German the stress in "unwahrscheinlich" usually falls on "un-", whereas in English "unlikely" is stressed on "like". Say "UN-likely" and you sound as if you were contradicting somebody. These traps are small — but they are exactly the places where a listener notices that you are translating.
06 / 06
Three situations: status meeting, interview, client email
Finally, the three situations in which you really need these blocks. In a status meeting the subject is tasks, not fates, so you stay concrete and on the ladder: "The ticket sorting is bound to be automated in the next release; the escalations are unlikely to change." In an interview the question is almost always "Do you think AI will replace your role?", and the strongest answer uses two rungs and one frame: "Parts of it are likely to be automated, but the client side is unlikely to go — if anything, the tool frees up time for it." In an email to a client restraint counts: you promise nothing you do not know, and you say "is likely to" rather than "will" as soon as the timeline is out of your hands — "the new export is likely to be ready after the next release". In all three the same principle holds: pick the rung before you pick the verb. If the foundations are missing — when "will", when "going to", when the present continuous expresses the future — future-forms (B1) is the right step before this one. And once the ladder is secure and you want to be more cautious still, say in a report or in front of clients, hedging-distancing (C1) is the next step.