LayerProof Bristol - Agentic reports your clients want to read

Hey Product Hunt, I’m Bryan from LayerProof 👋

If you’ve ever sent a client report and felt a spike of anxiety right after hitting “send,” you know the real problem. Not because the numbers are wrong, but because the deliverable looks static, confusing, or obviously exported.

And when that happens, your work gets undervalued.

We built Bristol for that exact pain 🙂‍↔️. Bristol creates agentic reports your clients want to read. Drop in your materials (files, URLs, pasted context), shape the report by chatting, make quick visual edits directly, then publish a live report in one click.

If you want a quick test: take your last monthly client update, paste in the messy notes plus metrics, and ask Bristol to “make this skimmable in 3 minutes, but drillable by channel.”

I’d love to hear what your client would click first.

Designers know something most people don't say out loud. Half the job is bringing the visual to the work look like it deserves to be trusted. Not because the insights are weak. Because a confusing layout, a buried headline, or a wall of data can quietly undo months of good thinking. We've all been there. You know the work is solid. The deliverable just isn't carrying it.
Bristol is the first reporting tool that felt like it was built with that awareness. Structure you can reshape in conversation. Visual editing when you need exact control. Output that reads like something with a point of view, not a formatted export.
If you try it, I'd love your honest designer take. Does it feel like a tool that respects the reader, or does it still have gaps?

This looks slick. Quick question, when a number updates in the source file, does the published report refresh automatically, or do you re-run it? The "always update" line caught my eye. Either way, the traceability is the killer feature here. Congrats on shipping! 🚀

There's a design principle that sounds obvious until you see how many tools ignore it.
If the report is hard to read, the work feels less credible.
Not because the reader is wrong to feel that way. Because clarity is part of the deliverable. Structure, hierarchy, and pacing are what help someone trust what they're looking at.
We heard this from a lot of teams while building Bristol. They were spending hours on layout polish and still feeling uncertain before hitting send. The data was right. The formatting just wasn't helping anyone navigate it.
So Bristol is built to co-create the report with you. Chat to reshape structure fast, then do direct visual edits when you want precise control. The goal is a report that reads like a real narrative, not a formatted document.
If you're a designer, I'd genuinely love your honest take. Does the output feel like something with a point of view, or does it still read like an export with better styling?

Hi. I'm Ha Le from LayerProof ^^~

As a marketer, I have some recurring problems: Our team can do great work, have the right read on the data, and still lose credibility at the deliverable stage. Not because we got anything wrong. Because the report looked confusing, or generic, or like it wasn't made for that client specifically.

Bristol is built around that problem. The focus isn't on generating a report. It's on generating a report someone will actually read and explore. One URL, interactive by default, and the structure can adapt to what each stakeholder cares about.

If you're in marketing or client services, here's a test worth trying: take your last monthly update, drop in the messy inputs, and ask Bristol for an exec summary plus a deeper section for the team, in the same report.
See if it reads like something you'd actually send without a second thought.

hi Product hunt fam,

it's Nathan (again)

let's be honest about reports for a second.

-you spend 3 days building that peak report.

-you agonize over the executive summary.

-you make the chart colors match the brand.

-you export to pdf, attach it, write a thoughtful little email, hit send.

it gets opened for 40s. someone scrolls to the one number they care about, screenshots it for slack, and never opens it again. and then 2 weeks later, they ask you a question that was on page 3. bold, highlighted, with a chart next to it. ( •̀ - •́ )

╮( ˘ ､ ˘ )╭ and 90% reports don't get read. they get acknowledged. "Thanks, looks great!" is just the polite version of "I DID NOT read this." because a pdf is a terrible way to read anything. it's static, it's long, and it makes the reader do all the work of finding what matters to them.

Layerproof Bristol is our attempt at the obvious fix. you build the report by chatting with an agent, then publish it as a live page the reader can actually click around in. that's it. ٩(◕‿◕)۶

Bristol is excellent. I dropped a PDF and some data and it created an interactive agentic report my clients actually read and engage with. Publishing is instant.

Congrats on the launch! The platform-native content generation looks really useful. One question: how do you balance preserving the original message while adapting the tone and style for each platform without making it feel AI-generated?

Hi PH, It's Jordyn !!!!!
i'm here to talk about the quiet fear nobody talks about in client work: You do great work. You have the right insights. But then you send a report thay makes you look.... average.

It's not because you got anything wrong, it's because the format buries your point 😔 the structure doesn't guide the reader and the deliverable feels generic.

That's where Bristol clicked for me💥. It's not "AI writes your report", but it's AI helping you build the interactive deliverable, the thing your clients actually open and explore.

You can ask for changes in plain language: collapsible sections, a comparison view, a filter by channel. And the report actually behaves that way. It's real product functionality, not a design mockup!

One thing i'd suggest for you to try with Bristol: start with imperfect inputs. That's the real workflow Bristol is designed for, not a clean demo with polished data 🍀 Let us know what you think!