Bonai

I launched Bonai on Friday. It's an SEO/ AEO-powered visibility Saas for solo founders to grow organic traction. So far I've had lots of interest, several free tier signups, and engagement on X. All great. Until ...

Yesterday I was going through logs and realized one of my free signups got a welcome email content package that was missing an important piece, because of a bug with how the code was processing a non-valid URL input in onboarding. Cue panic.

Why panic you ask? Because 1) I had a super hectic week at my 9-5, my kid wasn't feeling well, and I had a few errands to run that couldn't be put off. And 2) because of above circumstances, I didn't see the bug in the logs until a day later, and I knew I wouldn't have time to fix it until the day after that. Meanwhile, a customer was sitting with an incomplete content kit and a welcome email that said everything was generated and ready. Hence panic.

I managed to find time yesterday to fix the bug. Validate again. Send out an apology and offer of new content. This experience did two things for me.

One, it left me with the feeling that I failed a customer, by not fixing the bug faster. And two, it showed me how challenging it is to balance iteration and maintenance of a Saas alongside a 9-5 and other commitments.

I hope it gets easier as I get more practiced with juggling, if anyone has tips or words of encouragement it would help to know I'm not the only one this has happened to.

Hoping for a better week.

I just launched Bonai on Friday, an automated SEO/AEO platform for solo founders. It's been generating lots of positive interest on X, Facebook, and warm outreach to my tech/entrepreneur friends.

Since Bonai is a platform for building organic traction through targeted SEO and AEO content and directory listings, I am obviously dogfooding Bonai itself. I onboarded as a Pro member, got my AEO files, baseline AI audit, launch content package, and directory listings...and set out to post it all.

It's a LOT of work.

The content gen piece does save time and effort. Seeing a list of ready-to-post high quality content pieces is less overwhelming than having to write it all from scratch and optimize for search visibility. But it's still overwhelming, especially when the other side of marketing is the live participation in communities like Reddit and X, which also takes time.

I built the read only API in Bonai for founders with agents, to plug in and post automatically if they choose, and now I am wondering if this is enough.

People want "launch and forget" when it comes to building organic traction. I am trying to find a balance between automating as much as I think is reliable (needless to say not all automation is reliable or recommended), and making it compatible for people who want to automate more. But I am wondering if there is a missing piece that would make Bonai more attractive if it were more automated. Do I need to offer automated posting, or is an API enough?

In the meantime I'm continuing my own outreach and building organic visibility, and I hope to start seeing more traction soon.

Anyone who could give me feedback on the idea/platform/automation question I'd really appreciate it. Thanks!

bonai.app

That was an intense 24 hours. I made a commitment to solo founders interested in trying out Bonai for automated AI/Google visibility growth, that it would go live by Friday.

But then the code bugs and life bugs on Thursday kind of snowballed and I found myself up at 5 am on Friday morning, chugging coffee, trying to figure out what the heck happened to the feature fix I thought was pushed last night and somehow disappeared. Or why the content gen engine suddenly thought it's acceptable to use Quora answers as a source. 🙄 I am a scientist - we need reliable sources to believe anything.

Eventually, through blood, sweat, tears, and coffee, I made it out the other side of the Bonai QC marathon, happy with the MVP, happy with the content quality. Shipped final version, posted on X, and I will reach out to the users who requested access over the next few days.

After the intense last few days, I feel a certain sense of relief that the MVP is out there, waiting for first users to break it so I can make it better. But also I know that the hard part is really just starting, distribution can make or break a solo founder.

Luckily, I'm the founder of Bonai, built to support ongoing organic traction for solo founders who don't actually want to live on Reddit. So I am dogfooding Bonai on Bonai - building my own visibility on AI answers and Google, using my own platform. Stay tuned for updates, and I would love for you to try out Bonai also and tell me your honest feedback.

Link now live at bonai.app, free forever tier with AI audit, AEO files for your site, and 3 long form SEO/AEO articles. Or Pro tier for 50% off lifetime for first 20 founding members :)

Please try it out, I really want feedback on what can be improved.

Good luck to all!

I'm finishing the final touches on Bonai before it goes live and I'm super excited. Finally got the content generation to a really solid level, backed with real credible sources for the long form SEO/AEO articles, optimized structure, etc. The pieces like automated email notifications for "your weekly AI audit and content package are ready", Lemon squeezy checkout for the paid tier, and checking all the niche directory listings to make sure the directory is actually still live and accepting submissions, all this took much longer than I expected but I'm really happy with the MVP as it's shaping up.

Would love first users from here, I think it can really help solo founders establish a solid and steady path to organic growth without needing to constantly live on X and reddit.

I'll post tomorrow after the link is live!

This week I am heads down pressure testing and debugging all problems I find in Bonai, which I am planning to make live by Friday this week for first users. Something I have noticed is that as I test and debug, it can be a real challenge to know how to make the decision of whether to expand the scope just a little bit to include really important/great features, which I realize should be there as I go through testing. Seeing the platform work as a user would see it brings up irresistible ideas for expanding feature scope incrementally, and this can make the process feel really slow and prone to getting lost on tangents.

I consider myself to be a very focused person, but there is something about this process of getting something ready for real users that activates all the perfectionism/it's never ready frame of mind. I am trying to balance thorough testing and complete feature inclusion for MVP, while not getting distracted by expanding the scope beyond what my vision is for the launch. I want to get this in front of real users ASAP to get feedback on what works and what doesn't.

That's my build board update for the day, no huge breakthroughs, just a scientist wondering if I am succeeding in giving myself ADHD by this debugging process and getting lost on feature build tangents. Wish me luck in staying razor sharp focused!

I've been building out Bonai these past few weeks, as a solution to a problem I have experienced myself several times - the dreaded build-launch-crickets cycle of solo founders without an audience. The idea was to create a solid ongoing growth cycle for founders' visibility, on Google and AI search, starting from day 1, without the constant hustle and headache.

You answer a few onboarding questions about your product, and Bonai uses that as the basis to generate your launch AEO files that tell AI systems who you are: llms.txt, JSON-LD schemas, FAQ markup, sitemap, robots.txt. Then it builds you a launch content package, runs a weekly audit across ChatGPT, Perplexity, and Gemini to see how AI is talking about you, and generates calibrated fresh content weekly to fix gaps and grow your online presence. The bones of Bonai are traditional SEO measures, carefully calibrated to boost AI search visibility too. This closed loop system of audit + responsive optimized content is a differentiator I haven't seen yet for solo founders, and I think it could make a huge difference for builders like me who don't have a large starting audience or ads budget.

I'm currently in a QC marathon (along with my new sidekick Opus 4.7) to find all the bugs I can, and test out the platform myself. Bonai is new, so I will be using it to build its own visibility through SEO/AEO as well, as I launch. Anyone who wants to try it out, comment here and I will send the link when it goes live later this week! Good luck to all the solo founders building and launching, here's to visible launches and growth!

Solo builder, molecular biologist by day. Latest update on Bonai.

What I'm building

Bonai is launch infrastructure for indie founders who already have a site. You go through a 5-minute onboarding: answer a few questions about your product, your audience, and your problem space, and optionally paste your URL. Bonai uses all of that as ground truth to generate the files that tell AI systems who you are: llms.txt, JSON-LD schemas, FAQ markup, sitemap, robots.txt. Then it builds a launch content kit, runs a baseline audit across ChatGPT, Perplexity, and Gemini, and keeps a weekly loop running to fix whatever the audit surfaces.

The positioning is SEO fundamentals at launch. AI visibility is the outcome.

The differentiator is the closed loop. Most tools flag what's broken. Bonai sends you content that fixes it.

Where things stand

The landing page is being updated. App goes live within the next few days. The scaffold is real: FastAPI backend, PostgreSQL, Google OAuth, Anthropic API. What's left is verification, not building. Running an end-to-end free tier test right now, a progress banner timing fix is in, and confirming a DB migration stuck before flipping the switch.

Three blog posts are live and cross-posted to Medium. Directory listings are queued and waiting to be posted. Trying to update daily on Twitter as well.

Built for builders, not marketers

Most founders are good at building. The part that feels unnatural is the ongoing marketing hustle: posting every day, chasing backlinks, figuring out what to write about. Bonai is built around that reality. You do the onboarding once. The audit runs. The content gets generated. You stay focused on the product.

Pricing

Free tier: AEO file bundle, a partial content kit, and a manual audit you can run from your dashboard whenever you want. No card required. Paid at $49/month for first 20 founding members (then $99/month for everyone else): full content kit, weekly audit on autopilot, weekly content generation, directory distribution. One price. No tiers to figure out.

The weekly deliverable

Each week Bonai generates one article calibrated to whatever gap the audit found that week. High quality, built for authority and organic reach. That article then gets adapted into 4-5 platform formats, ready to copy and paste wherever your audience hangs out. No rewriting needed.

For founders who work with automation or agents, there's an API in development. Plug it into your existing pipeline and the whole content loop runs without touching the dashboard.

The dashboard

Three panels: what the audit found (which engines cited you, citation rate over time), gaps in plain language, and this week's fix. One article, tagged to the biggest gap. That's it.

It's a receipt of work done. Not something to manage.

Who it's for

Early founders who launched something and want it to show up when people ask AI tools about their problem space. Not agencies. Not growth teams. Just founders.

Building in public. Happy to answer anything.

I love building stuff. Not just software and apps - I love actually building physical stuff and seeing how all the pieces come together. Assembling Ikea furniture is my zen zone. The main problem I have with Ikea is that the instructions are in hieroglyphics, but this is easily fixed if you have pretty good spatial reasoning, a tape measure, and a connection to Youtube. :)

The main problem I have experienced in building tech stuff is not as easily solved though. Let me rephrase - the main problem is not with the building stage at all. It's the build - launch - crickets cycle. The crickets are what bothers me, and as an introvert who prefers building stuff to marketing myself online, the crickets have prevented a launch from success more than once for me.

So I decided to build a solution, and go all-in on getting it out there to founders who also have been hit with the plague of crickets (locusts?) post-launch. Bonai is a launch platform for founders who are tired of duct taping a launch stack together and then hustling non-stop to get eyes on the product. With Bonai, you get everything you need to actually launch your site with quality online content in multiple high authority platforms for your niche, and then weekly ongoing AI search visibility audits and calibrated SEO/AEO content for recurring posts in the top 4-5 relevant communities.

I have put the MVP together, and it's currently in testing to work out some bugs before going live. Bonai has two tiers - free forever and paid at $49/month (locked in for founding members). The paid tier includes domain registration (free .com for first 20 founders) and hosting, site builder, the content launch package and directory listing drafts (anywhere from 20-100 quality directories depending on your business niche), and ongoing SEO/AEO content for compounding growth, based on actual audit results for your brand and written in your voice. The free tier includes an initial launch package of 3 launch posts, 3 directory listing drafts, structured AEO site data (JSON-LD schema, llms.txt, robots.txt etc.), and access to a limited version of the AI audit, to be run manually by the user 1/month. This is the only platform I've seen so far that includes both the moment of site launch and the "what comes after" - automation of the post-launch visibility hustle so you get quality content tailored for posting in all the right places.

The actual posting can only be automated completely for your own site blog if you decide; other third party platforms require your review and active copy-paste posting of the Bonai-generated content. This ensures human in the loop accountability, accurate brand representation, and compliance with platforms that often don't allow automated content posting.

I am really excited about this product, I feel like it could help lots of founders get traction, and I can't wait to go live. Would love to hear your feedback, and if any of you are interested in getting the link when it's live, let me know in the comments.

I've been researching this while building Bonai, launch infrastructure for early-stage founders: domain, site, and a content system that builds SEO and AI visibility from day one, with a weekly audit loop to keep it compounding. The more I dug in, the more I realized most of the advice out there conflates two systems that actually work very differently. Here's what I found.

Google AI Overviews run on Google's index.

To show up, your page needs to already rank in roughly the top 35 organic results. Domain authority matters. Backlinks matter. A brand new site is at a disadvantage no matter how good the content is. What Google selects from your page is a passage, not the whole article. The first two sentences of each section need to answer the question directly, before any context or setup.

LLM search (Perplexity, ChatGPT) works differently.

Perplexity does live retrieval every time. It searches the web, pulls passages, cites sources. A newer site with tight, well-structured content can show up even without domain authority. ChatGPT is more complicated: the base model draws from training data, but paid users in 2026 get live browsing by default. Either way, what matters beyond your own site is how often your brand shows up *elsewhere*. Reddit threads, directories, comparison articles, community posts. That's the training signal and the retrieval signal at the same time.

The thing both systems share:

Passage-level structure. H2s written as questions. Sections that open with a direct answer. Content that stands alone without needing the paragraphs around it. Get that right and you're better positioned for both.

What's actually different:

For Google AI Overviews, rank first, then optimize for selection. For LLM search, think about external coverage before you think about your own content. Where does your brand show up outside your site?

For most indie hackers, the LLM search path is more accessible early on. You don't need domain authority. You need to be present in the places LLMs learn from.

Still early with Bonai so would love to hear what's actually been working for you on this front.

Spoiler - no magic wand. I spent the last few months researching it, and I'm building Bonai around what I found. Here's the substance.

Is AEO different from SEO, or just a rebrand?

Mostly a new lens on the same fundamentals. Good SEO (i.e. clear site structure, schema markup, topical authority, off-site mentions, etc.) is exactly what AI engines need to represent you accurately. The 20% that's genuinely new is passage-level content structure, llms.txt, and the fact that AI citation doesn't map cleanly to Google rank. If your SEO is weak, AEO won't save you. If your SEO is solid, a few targeted additions get you most of the way there.

Does ranking on Google get you cited by AI?

Not reliably. OmniSEO research found that about 60% of sources cited by AI engines are not in Google's traditional top 10 results. You can rank well and still be invisible to AI. You can also get cited without dominant domain authority if the content is structured correctly.

What does "structured correctly" actually mean?

AI engines run fan-out sub-queries behind the scenes, not just your head keyword. They pull specific passages from pages that answer each sub-query well. The passage needs to stand alone. If your answer is buried three paragraphs in, the AI doesn't get there.

Concretely: each section should open with a tight 1-2 sentence answer. Elaboration comes after. H2s should be phrased as the follow-up questions a buyer would actually ask, not your preferred topic framing.

Does schema markup actually matter?

Yes. A Georgia Tech and Princeton study found that JSON-LD schema markup significantly increases AI citation rates. Most founders skip it at launch. It takes about 20 minutes to add and signals entity type, product category, pricing, and audience directly to AI crawlers.

What about llms.txt?

llms.txt is a plain-text file at /llms.txt that gives AI systems a structured product summary. Jeremy Howard proposed it in September 2024. No major AI provider has officially confirmed native support yet, but 844k+ sites have adopted it. Cheap insurance at launch, not a guaranteed fix.

How does off-site presence factor in?

A product mentioned across 50 independent sources reads as established to AI systems. A product on one domain reads as unverified. Getting listed in directories relevant to your niche isn't just referral traffic. It's the off-site signal AI picks up before you have organic traction. Most founders either skip this entirely or don't know which directories actually matter for their specific product. Bonai identifies the relevant ones and generates the listing content for each.

What about freshness? Do you really need to publish weekly?

Content over 3 months old sees fewer citations on some platforms, particularly Perplexity. So yes, publishing regularly matters. But publishing weekly is only useful if what you publish is calibrated to something.

Bonai generates a weekly content package from two inputs: a programmatic agenda seeded from your product at onboarding (the target queries, topics, and follow-up questions relevant to your niche), and the findings from that week's audit. The audit runs prompts across ChatGPT, Gemini, and Perplexity on a rotating focus: identity one week, discovery the next, accuracy, authority. Both inputs feed a single blog article, structured for AI retrieval with passage-level answers throughout. You can set it to publish automatically or review it first.

From that article, Bonai adapts 4-5 platform versions, each rewritten for the style of the top communities in your niche. The same substance, but a Medium post reads differently from a Reddit post reads differently from a LinkedIn article. Bonai identifies which communities matter for your specific product and tailors the format accordingly.

The weekly loop is what turns a one-time launch into a compounding presence.

What I'm building

Bonai does the launch infrastructure once, then runs the loop. You start with onboarding: a short AI chat that learns your product. From that, Bonai registers your domain (free .com for the first 20 founders), builds your site, sets up JSON-LD schema, generates your llms.txt, and generates ready-to-submit listing content for up to 150 relevant directories. Everything a new product needs to be findable, done before you've written a single piece of content.

After that, the weekly audit and content system takes over. Every week, the customer dashboard shows which prompts ran, what got cited, what gaps were found, and what went out to fix them. A receipt of work done, not a tracker.

Landing page live at bonai.app, app scaffold is live at app.bonai.app. Content generation prompts are built, ongoing testing is happening as I grow my own online presence. Checkout and the audit logic are still being built. About 2-3 weeks from first real users.

Two things I'd value input on: is $49/month the right price for a solo founder at launch? And has anyone found a reliable way to track AI citation rate beyond manual prompt testing?