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    When the output feels generic, fix these five things

    Short answer

    Generic output usually means the brief has no real differentiator to work with. Fix the brief first, add research second, raise the creativity level third, and only then blame the generation.

    You generated twelve headlines. Every one of them would work for any company in your category. Before you re-roll a fourth time, it is worth knowing that regenerating is the least effective of the available fixes, because it changes the wording and not the input.

    Work down this list in order. The cheap fixes are at the top for a reason.

    1. The brief has nothing specific in it

    This is the cause about eight times in ten.

    Open your Marketing Brief and read the competitive advantages. If they say "quality service" and "customer focus", that is what every generation has been working from, and generic in produces generic out with impressive consistency.

    The reason is usually upstream: your website does not state a differentiator plainly enough for anything to find one. Which is genuinely useful to learn, even though it is not the news you wanted.

    Fix: regenerate the brief section for 1 credit and see if a second pass finds more. If it comes back equally bland, the material is not there. Attach a sales deck, a case study or a recorded demo and rebuild the campaign from richer sources.

    2. You have not run any research

    Aiter without research knows your product. Aiter with research knows your product, what your four closest competitors claim, which of those claims your customers publicly complain about, and the exact words buyers use when they describe the problem.

    Copy written with the second set of inputs is not slightly better. It is arguing against something real.

    Fix: run competitor analysis, or review research if you have public reviews. 20 credits, ten to twenty minutes, and everything you generate afterwards inherits it. Reviews are the sleeper pick here: real customers hand you your own ad copy, in their words, complete with the objection to pre-empt.

    3. The creativity level is doing exactly what you told it

    Conservative means safe and brand-aligned. That is not a bug, it is the setting.

    If you have been generating everything at Conservative and complaining that it plays it safe, the loop is closed and you are inside it.

    Fix: move up. Standard is balanced. Spicy pushes the creative boundary while staying strategic, and is where most decent ad copy actually lives. Crazy is for when the brief is boring and the category is crowded and you need something that gets looked at. Generate a batch at two different levels and pick across both.

    4. You are judging the batch instead of the pieces

    A generation gives you a set. Sets have a distribution. Three will be flat, six will be fine, two will be good, one will be interesting, and that ratio is roughly what a human copywriter produces too, minus the eleven-minute turnaround.

    Discarding the whole batch because it opens weakly throws away the one you were looking for.

    Fix: copy the two best into a document, regenerate, take the best two again. Ten minutes of that beats an hour of hoping one batch arrives perfect.

    5. The asset is fine and the offer is the problem

    Sometimes copy is generic because the thing being sold is described in a generic way by everyone including you, and the honest fix lives outside the tool.

    If your product genuinely does the same thing as four competitors at the same price, no headline rescues that. What helps is picking a narrower audience, a sharper use case or a specific outcome, running a persona and a value proposition against it, and generating from there.

    The fast diagnostic

    Take your best generated headline. Put a competitor's name in place of yours. Read it again.

    If it still works, the problem is the brief, not the headline. If it now sounds wrong, you are fine, and you should stop re-rolling and go ship it.

    Frequently asked questions

    Will a higher creativity level make things factually wrong?

    Higher creativity changes angle and tone, not the facts in the brief. Spicy copy is still written against your product. Read anything that makes a specific claim before it runs, as you would with any draft.

    Does regenerating give me genuinely new copy, or reshuffled words?

    It generates fresh, so you get different angles rather than a synonym swap. The limit is the input: if the brief only contains three facts about you, every batch will rearrange those three facts.

    How much research is enough?

    One report changes the output noticeably. Two is where most campaigns settle. Four is worth it for a category you are entering cold, or for an agency writing for a client whose market they do not know yet.

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