We A/B tested ai content generator copy against a human rewrite for a fintech. The gap was ugly.

Fifteen years writing copy and brand strategy, mostly fintech and SaaS. I have made my peace with the tools, mostly. But I keep running the same test for clients and the result keeps embarrassing the machine, so here is one with numbers.

A fintech client wanted to cut their content budget. Fair. The pitch they got elsewhere was to run everything through an ai content generator and ship volume. Before they committed I asked to run a straight test on their highest-traffic comparison page, the one that actually drives signups.

Two versions. One was the generator output with light cleanup. The other I rewrote by hand, same offer, same structure, same length. Split the traffic evenly for three weeks.

The generated version: signups held about flat versus the old page, bounce a little higher. The hand-written version: signups up a bit over a third, and time on page noticeably longer.

The difference was not quality in some precious sense. It was specificity. The AI version explained what the product does. The human version named the exact moment the reader is stuck, the thing their finance team says no to, the fee they got burned by last time. The machine writes the category. A person writes the reader.

I am not here to tell you never to touch the tools. Volume has its place for the boring middle of a funnel. But on the pages where money actually changes hands, generic costs more than it saves, and most people never measure it because the cheap version feels productive.

Curious if anyone here has run the same head to head on a page that matters, and whether your numbers agree or I am just protecting my own job.

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u/Agile-Cranberry7951 — 1 day ago

Every site built with an ai website builder now reads the same. Is anyone's actually converting?

Fifteen years writing copy and brand strategy, mostly fintech and SaaS, freelance the whole way, so take the sardonic tone as occupational.

Here's what I keep running into. A founder builds their site over a weekend with an ai website builder, ships it, and it's genuinely fine. Clean, fast, looks like a real company. And it reads exactly like every other site built the same way that month. Same rhythm, same reassuring nothing-sentences, same "the modern way to manage your X." I could swap the logos and nobody would notice.

The part I'm actually curious about, setting aside the craft grief, is whether it matters to conversion. My instinct says yes, that when three tools in a category all sound identical the buyer just picks on price and you've quietly commodified yourself with your own homepage. But instinct is cheap and I'd rather hear real numbers.

So for the people here who launched a site like this: did generic-but-clean copy convert fine for you, or did you see a real lift when you rewrote it to actually sound like a specific person solving a specific problem?

Not fishing for work, I'm trying to figure out if the thing I sell still moves the metric or if I'm just being nostalgic. Honest experiences either way.

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u/Agile-Cranberry7951 — 1 day ago

For early-stage founders, where did your actual messaging come from, customers or an ai writing tool?

Fifteen years writing copy and positioning for fintech and SaaS, so take this as a working question, not a hot take.

Something I keep seeing with early-stage founders: the homepage says exactly what every competitor's homepage says. Smart, capable people, and the words describing their product could be lifted onto any of forty other sites without anyone noticing.

Usually it's because the copy got generated before anyone talked to a customer. An ai writing tool will happily produce a clean, confident paragraph about "streamlining your workflow" with zero input about who actually pays and why. It reads fine. It also says nothing.

The messaging that's ever worked for my clients came from the opposite direction. Five real sales calls, and you steal the exact phrases customers use to describe the problem. The tool is useful after that, for tightening what you already found, not for inventing it.

So the genuine question for the founders here who got their positioning right early: where did the words come from? Customer interviews, support tickets, your own gut, a tool? And roughly how many conversations before it clicked?

Trying to figure out if this is a real pattern or just my bias as a writer who watched the tool eat half his job.

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u/Agile-Cranberry7951 — 10 days ago

I built an automation that drafts a startup's pitch deck from their messaging doc. The build was easy. Knowing what to cut wasn't.

Fifteen years writing copy and brand strategy for fintech and SaaS, and half my inbound now is founders who want a pitch deck yesterday. So I built the thing that was going to save me.

The pipeline is not clever. A founder fills a short intake form. That drops into a Make scenario, which pulls their existing messaging doc and site copy, runs it through an LLM against a fixed deck structure (problem, why now, what it does, traction, ask), and writes a draft into a slide layout. Ten to twelve slides, maybe ninety seconds end to end.

It works. The draft is coherent every time. Structure is right, nothing is missing.

And it is also where I had to be honest with myself. The automation is genuinely good at the eighty percent nobody was paying me for anyway, the scaffolding. What it cannot do is the part that actually gets a startup funded, which is knowing which of the twelve slides to delete, and which single sentence on the "why now" slide is the whole reason someone leans in. The model gives me twelve competent slides. The job was always deciding that eight of them are noise.

So the automation did not replace the work. It moved the work. I used to spend the time drafting. Now I spend it cutting, and the cutting was the expensive part the whole time.

Anyone else built something that automated the easy half and just relocated the hard half onto yourself? Curious if that is universal or just decks.

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u/Agile-Cranberry7951 — 22 days ago

Clients now send me an ai copy generator draft to "just polish." Fixing it takes longer than a blank page.

Fifteen years writing copy for fintech and SaaS, and the shape of the work quietly changed. Fewer briefs, more "we already ran it through an ai copy generator, can you just polish it."

Here is the thing nobody wants to hear. Polishing generated copy is usually slower than writing it, not faster. The draft reads fine on the surface, which is exactly the problem. It is confidently built on the wrong idea. The positioning is generic, the proof is invented or missing, and it has quietly decided the product is like everything else in the category. To fix it I have to unpick all of that first, and unpicking a wrong frame takes longer than starting from an empty page and a real conversation with the founder.

So I have mostly stopped offering "polish" as a service. If it is a light pass on something that already has a point of view, fine. If it is rescuing a draft that sounds like every competitor, I would rather bin it and start from what the customer actually said in the last five sales calls.

The tools are good at making words. They are not good at deciding which words are worth saying, and that decision is still the whole job.

Anyone else finding the edit is now the expensive part?

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u/Agile-Cranberry7951 — 24 days ago

the pitch deck i was proudest of lost. the ugly one i threw together in an hour won

still thinking about this one.

spent probably two full days on a pitch deck for a mid-size client. custom layout, tight story, every slide earned its place. i was proud of it in a way i hadn't been in a while. they passed. polite email, went with someone else.

couple weeks later, different prospect, i was slammed and basically threw a pitch deck together in an hour. plain, kind of ugly, just the numbers and what i'd do in the first 90 days. barely proofread it. they signed.

i keep trying to make it mean something and i can't. maybe the second one won because it was clearer and i wasn't hiding the plan behind polish. maybe the first client was never going to sign no matter what. maybe i just have no idea what actually moves people.

anyone else had the thing you worked hardest on flop while the lazy version closed? starting to think effort and outcome barely touch in this job.

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u/Agile-Cranberry7951 — 1 month ago

Performance Max ate 40% of my ad budget and Google will not tell me where it went

paid guy, run accounts in the $50-150k/month range. i want to talk about the black box everyone's pretending is fine.

client pushed us onto Performance Max last year because the rep promised efficiency. fine. i moved a chunk of budget over. the blended numbers looked okay so nobody complained. then i actually tried to break down where the spend was going and hit a wall, because that's the whole design. you don't get to see the placements. you don't get channel-level control. you get a summary and a shrug.

so i ran an experiment. carved out brand terms into their own campaign, held them separate for six weeks. turns out a big slice of what PMax was proudly "converting" was people already typing my client's name. we were paying a premium to take credit for demand that existed anyway. the actual net-new stuff was a fraction of the reported number.

i pulled it back to about 40% of what it was and told the client the truth, which is that i don't fully know what the algorithm is doing with their money and neither does anyone. the rep's answer to every question is "feed it more signal." that's not an answer. that's a slot machine with a customer success manager attached.

anyone actually gotten real placement transparency out of PMax, or are we all just trusting a number we can't audit?

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u/Agile-Cranberry7951 — 1 month ago

I spent two years describing my product wrong because I never asked customers why they actually bought it

small software thing, b2b, been selling it about 3 years. for the first two i pitched it the way i built it. faster reporting, cleaner dashboards, all the features i was proud of. sales were fine, not great, and every demo felt like i was pushing a rock uphill.

last year i did something that embarrasses me it took so long. i called 12 customers who had stuck around more than a year and asked one question. not "what do you like," that gets you polite garbage. i asked "what were you doing the week before you signed up, and what made that week bad enough to pay us."

the answers had nothing to do with my dashboards.

nine of the 12 said some version of the same thing. they were tired of getting ambushed in monday meetings by a number their boss already knew and they did not. they were not buying reporting. they were buying "never get caught off guard in front of my manager again." one guy literally said he bought us the day after his VP asked a question he could not answer in a room full of people.

i had been selling speed. they were buying not-being-embarrassed.

so i rewrote everything. the homepage, the demo script, the first sales email. same product, i changed almost no code. the new opening line basically describes that monday-meeting dread back to them. demo-to-close roughly doubled over the next quarter. it is not a huge sample and i cannot fully separate it from other stuff we changed, so take the number with salt.

what gets me is the insight was sitting in my customers the whole time and i was too busy admiring my own features to ask. i think most founders are describing the thing they built, not the thing people are buying.

anyone here found out the real reason people pay you was completely different from the reason you thought? curious how far off you were.

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u/Agile-Cranberry7951 — 1 month ago

what's one thing that got you recurring revenue instead of one-off projects? trying to stop starting from zero every month

one-man web shop, local service businesses, about two years in. i build sites and then maintain them. roughly $6k a month but it's lumpy and i hate that every month starts at basically zero until i land the next project.

i've got maybe 9 clients on small monthly maintenance, like $75-150 each, which is the only thing keeping the floor from falling out. i want way more of that and less feast-or-famine project work, but i can't figure out how to make the recurring side feel worth paying for so it doesn't get cancelled the first slow month.

so my question for anyone who made this shift: what did you actually package into a recurring offer that clients didn't see as optional? i keep landing on "updates and backups" which is true but feels invisible to them, so it's the first thing they cut. did you bundle in something they could see every month, like a report or a small visible improvement? did you raise the price and add more so it felt like a real service instead of an insurance fee?

curious what made the recurring thing sticky for you, because mine is too easy to cancel.

 

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u/Agile-Cranberry7951 — 2 months ago