Nobody buys your product. People hire it, to make progress they were already trying to make, in a circumstance that made the old way stop working. That is the Jobs-to-be-Done premise, and it sounds like theory until you hold it against a page of your own copy, at which point it becomes a rewrite of nearly everything.
Buyers hire products to make progress in a circumstance, so copy should describe the progress, the circumstance, and the anxieties, not the feature list. The feature list is what your product is. The job is why anyone shows up. Pages built on the job outperform pages built on the product with human readers, and, for reasons worth understanding, they now outperform them inside AI answers as well.
The frame in one paragraph
Three elements. The progress: what better looks like, in the buyer's own terms, by some real deadline. The circumstance: whatever changed that sent them looking, a failed audit, a new compliance regime, a headcount freeze, a third integration breaking in one quarter. The anxieties: everything that makes staying put feel safer than switching, because staying put almost always feels safer than switching.
Most B2B copy describes none of these. It describes the product, in adjectives, to nobody in particular. Powerful, flexible, seamless. A buyer in a circumstance cannot find themselves in that sentence, and neither, it turns out, can a machine.
The fix is not better adjectives. It is interview discipline: ask recent customers what was happening the week they started looking, what they tried first, what almost stopped them from signing. The phrases they use are the copy. Your job is selection and arrangement, not invention, which is why JtbD pages get faster to write once the interviews exist.
Headlines: the outcome they are hiring for
A category headline says what you are: "AI-powered revenue intelligence platform." A job headline says what they get: "Know which deals will slip before the forecast call." The second is specific, falsifiable, and addressed to a person in a circumstance, which is exactly why review committees water it down and exactly why you should not let them.
The test for any headline: could your buyer read it and say, that is what I am trying to do? Category nouns never pass. Outcomes phrased in the buyer's own vocabulary usually do. Subheads carry the same duty one level down: each one names a piece of progress or an anxiety, so a skimming buyer can read the whole argument from headings alone.
Proof: progress for someone like them
Proof does not need to be impressive. It needs to be recognizable. A logo wall of companies four times the prospect's size reads as "not for us." What moves a buyer is evidence that someone in their circumstance, same stage, same constraints, same regulator leaning on them, made the progress they are now hiring for. One named situation with a plain outcome beats twelve logos, and when you cannot name the customer, name the circumstance precisely. Specificity carries most of the weight the name would have carried.
Objections: the anxiety of switching
Conventional copy handles objections by restating benefits, louder. JtbD copy names the anxieties, because the anxieties, not your competitor, are usually what you lose to. What happens to our historical data. Who retrains the team. What does the cutover cost us in the quarter we do it. What happens to me if I champion this and it fails. Write those down and answer them plainly, on the page, before any sales call. The gain gets a buyer interested; the anxiety is what they take home to their boss. Copy that argues only the gain is doing half the job.
Calls to action: the next step in their job
"Book a demo" is a step in your funnel. The buyer does not have a funnel. They have a job with a next step, and the call to action should be that step. Early in a job, the next step is understanding: a comparison they can trust, a scoping question answered, a way to see how their current setup maps to yours. Later, the next step is de-risking: what migration involves, what the first thirty days look like, who does the work. Match the call to action to where the job stands and conversion stops being a persuasion problem, an argument we made from a different angle in Clarity Is Free, Belief Is the Moat.
The AEO twist
Here is the part that took even us a beat to appreciate. Answer engines extract claims of the shape "what this does, for whom, in which situation" far more cleanly than they extract adjectives. "Acme helps mid-market compliance teams pass SOC 2 audits without hiring outside auditors" parses into subject, action, audience, circumstance: a complete claim a machine can lift and repeat. "Best-in-class seamless compliance platform" parses into nothing an engine can safely say.
Which means JtbD copy is not merely better persuasion. It is better raw material for AI search optimization, because it makes checkable statements about defined situations, and checkable statements about defined situations are exactly what engines quote. Progress language is machine-readable language. The same discipline pays off across a site: when every page states its job in the same plain grammar, engines stop guessing what you are and start quoting what you said.
We have written for search since the first AdWords auctions, twenty-six years of formats arriving and dying, and one constraint has held the whole time: copy that states plainly who it helps, with what, in which situation, is the copy that humans and machines both reward. Jobs-to-be-Done is simply the most reliable method we know for producing that sentence on purpose rather than by accident.
Start your next page with the circumstance and let the product arrive late, the way it does in the buyer's real life.