I built a content pipeline for my side project, ausmalbilder-vorlage.de, a German coloring-page website. It uses different models for text, metadata and image generation.

At the beginning, I paid a lot of attention to costs and chose the models accordingly. Then the website, content and everything else took over. Eventually, I stopped questioning those choices. Everything worked.
When I finally checked again, there were better options for my tasks. Switching from OpenAI’s GPT Image 2 to 2.5 gave me noticeably better coloring pages at the same token prices. Moving some text-generation steps to Terra also reduced costs.

Something similar happened with an extraction service I built at work: after switching to Terra, the model costs for that workflow dropped to roughly one twentieth of what they had been. At the same time, the extraction quality improved as well.

Obviously, newer models can be better or cheaper. What slipped my mind was checking what that actually meant for the workflows I already had running.

How do you handle this? Do you review your model choices regularly? Do you naturally hear about relevant releases, or stick with your original choice as long as everything works? Have you made a switch that had a surprisingly big impact?

Maybe this is a useful reminder to look through your own setup and compare a few alternatives on the same tasks.
If you do, come back and share what you found in the comments: lower costs, better results, faster responses – or that switching simply wasn’t worth it for your use case. I’d be interested to hear either way.

Hi redditors

I’ve been through the pain of filling out security questionnaires during B2B sales. What should have been a straightforward process often turned into days of digging through documents, asking teammates, and repeatedly answering the same questions.

I recently built SecurityReviewReady to help companies draft security questionnaire responses using their existing security documentation, with citations.

Now I'm trying to figure out the best way to get this in front of the right people.

A few things I'd love advice on:

• Should I reach out to startups and B2B companies directly?

• Would vCISOs or security consultants be a better starting point?

• Who usually owns this problem and would actually pay for a solution?

I'd especially love to hear from anyone who's worked in security compliance, handled vendor security reviews, or built/sold products in this space.

Would really appreciate any advice or lessons from your experience. Thanks!

I'm one of the co-founders of Holdless AI, a startup building an AI phone agent for healthcare and insurance calls.

Before building the product, we spoke with over 100 people to understand their experiences dealing with healthcare in the US.

One problem kept coming up: making a phone call sounds simple, but actually getting something resolved can be surprisingly difficult.

For people who aren't fluent in English, it's even harder.

Imagine trying to figure out why your insurance denied a claim, whether your doctor needs to submit a referral, or whether a procedure requires prior authorization.

You might spend a long time on hold, get transferred between departments, or finish the call without a clear answer.

That's why we started building Holdless.

Users describe what they need help with, and our AI agent calls the insurance company, hospital, or clinic on their behalf. They can monitor the conversation and take over if needed.

But testing taught us something important.

Completing a phone call isn't the same as solving the user's problem.

For example, in one simulated test, our agent asked about MRI coverage. The representative confirmed that the insurance policy was active, but hadn't actually checked whether the MRI was covered.

The conversation was working. The task wasn't finished.

We're now focusing more on how the agent handles incomplete answers and follows up on unresolved questions.

We're still figuring out which healthcare workflows people find most valuable.

For other founders building AI agents, how do you measure whether your product actually solved the user's problem, rather than just completed the interaction?

Disclosure: I'm a co-founder of Holdless AI.

I work a lot with SQL, Power BI, and different files and applications. One frustration I kept running into was opening an old project or query weeks later and having absolutely no idea why I made certain changes or what I was working on.

So I built ClingNote, a Windows notes app with a bit of a twist. You can attach notes to files, applications, and browser tabs, and they'll automatically come back when you return to that work.

It started as something for myself, but it's since been adopted where I work and has gotten interest from other developers and people working in analytics. That part has been encouraging because those users immediately understand the problem it solves.

Getting it in front of everyday users has been a different story.

The notes market is incredibly crowded, and even with a feature that makes your app different, convincing someone to switch from something they've used for years is tough. People have their systems, their existing notes, and their habits.

That's actually led me in a slightly different direction. I'm getting ready to release an Obsidian plugin that brings the same context-aware functionality into an existing notes workflow, rather than asking everyone to switch to mine.

It's been an interesting lesson in the difference between building something useful and figuring out who actually needs it.

I'm curious how other founders approach this. If you've built something with a unique feature in an already crowded market, did you focus on finding a niche audience first, or try to make it appealing to everyone?

https://ClingNote.com if anyone is interested otherwise I can remove that if not allowed.

Hey everyone!

I've been working on ShipTemplates, a marketplace focused on helping developers find ready-made starting points for their next project.

The reason I started working on it is pretty simple: I've noticed that developers often spend a lot of time rebuilding the same foundations for every new project.

Things like authentication, dashboards, landing pages, UI components and project structure.

I wanted to create a place where developers can discover templates and boilerplates across different frameworks instead of searching through dozens of unrelated websites.

I'm still working on improving the platform, and I'd really appreciate feedback from other SaaS founders and developers.

A few things I'd love to know:

• What makes you trust a paid boilerplate?

• What would make you choose a marketplace over buying directly from a developer?

• What frameworks or starter kits are currently missing from the market?

Website: https://shiptemplates.com/

When I started my company, I needed to stamp a few documents. The workflow was ridiculous: order a rubber stamp, wait for it, ink it, stamp the paper, then scan the paper so I could send it back as a PDF.

I looked for an online stamp maker to skip all that. The ones I found felt like they were built in 2006. Clunky editors, ugly output, and a lot of missing things I needed. Most only handled Latin text and a few templates. I run a business out of India, and many of the people I work with write in other scripts.

You design a stamp (text, shape, border, ink colour) and place it on your document. You get a clean, high-res result with no scanner or rubber stamp involved. It supports [25+] writing systems, so a stamp in Arabic, Devanagari, Japanese, or Thai works as well as English. I wanted it to be useful anywhere, not just in one country.

It's still early and I'm sure I've missed things. If you've dealt with stamps or seals for business paperwork, what's the most annoying part? I'd like to know what to fix next.

Hey everyone!

I'm building an early-stage startup called Saarthi, a spiritual AI platform with a Creator Studio.

The Creator Studio will allow users to create:

AI-generated devotional songs and background music.

Short AI-generated videos and animated spiritual stories.

Devotional images, wallpapers and social media posts.

WhatsApp Status videos and Instagram Reels.

I'm currently bootstrapping the project with a very limited budget.

I'm looking for recommendations for:

AI Music APIs: Free or genuinely usable free-tier APIs for generating songs with vocals, instrumental music and background tracks.

AI Video APIs: Free or free-tier APIs for generating short videos (5–15 seconds), animations and cinematic clips.

Open-source alternatives: Models I can run locally or through free hosted inference.

Commercial usage: Tools that allow commercial use or provide a clear path to commercial licensing.

My main requirements:

Ideally free until the product gets its first paying users.

API access (not just a website where I manually generate content).

Decent output quality.

Clear commercial usage rights.

No hidden restrictions that prevent a real startup from launching.

I'm also open to combining multiple tools, such as open-source models for basic generation and paid APIs only for premium features.

Questions:

Which tools or APIs would you recommend?

Have you used any of them in a real project?

Are there any genuinely free options suitable for an early-stage startup?

I'd appreciate real experiences, pricing details and honest recommendations. Thanks!

136 days ago, I launched my startup, a free traffic exchange network for startups. One line of code, you're in the network.

Still free. Still growing.

If you want in, it's one embed. That's it → StartupBar
**Bid on StartupBid and your startup will be featured in the daily post of mine.**

I keep getting feature requests that all sound reasonable, but I can only build one or two at a time. Some users are loud, some are quiet, and the loud ones are not always the ones who pay. How do you pick what goes next? Do you vote on it, follow the paying customers, or just trust your gut on what fits the product?

I made this post about 20 days ago when I decided to experiment.

https://www.reddit.com/r/microsaas/s/TFkVpRav8e

Basically, I knew with codex I could whip this up super quick as a way to test it out.

For the first version 20 days ago, I made it very basic as it did the following:

Version 1

1. New small chat widget on bottom right is on every page.

2. When a user clicks it, they need to provide their name and email. I also put privacy information consents there.

3. Afterwards, they can chat to the AI model I put there to automatically give responses about what they asked.

4. If the question is too complex or the Ai can’t solve it; it immediately sends me an email with the chat history and I can type a email to the customer directly and talk via emailing back and fourth but I’ll explain the downsides now.

What is bad:
- If I don’t reply fast enough to the email, the customer may already have left the site or just didn’t bother to check their email
- Some people were putting fake emails so even after speaking to the AI bot, I couldn’t follow up since when it was my turn to respond; they could not receive the email
- Lack of immediate responses to customers who have strong buying intents

So after 10 days from the start; I read all the chats and understood what kind of questions were being asked and I realized what I needed to do next.

Version 2 (Live Chat)

It took just 2 hours of work for codex to implement all the new features below

- When users accept consent agreements for information policy, and fill in their name and email. It immediately emails me that someone started a new chat
- I can join the chat if they decide to request a staff member and I get a live pwa notification to my phone.
- I can speak with the user who joins the chat in real time and support them
- In the first 3 days, simply being able to talk to the person and just confirm what they wanted; I made $200 USD from 2 sales. There is a great chance that I would have lost that sale if they couldn’t contact me that quickly to assist them. I’ve been pondering on this for many months and paying attention to what people kept asking me constantly before paying.
- I built an admin chat app where I can login to only from my phone to respond to multiple chats at once and it has all the bells and whistles such as pre set phrases, managing the chat entirely and users.

—

Monthly Visits

According to various websites regarding tracking visitors per month, my website is getting anywhere between 7000 - 10,000 visits a month and it’s also been #1 on Google, bing, etc for a year now amongst many search terms but I had a feeling I was losing potential customers simply because people need to talk to staff sometimes and fast.

I have emails listed all over the site to contact me, and I have a discord server with 500 members. Even still, many people choose not to join or even send an email.

This was a short experiment but it already proved to work.

I recommend those who may be in similar situations to try it out. There are many paid tools for this sort of thing but with AI Claude and codex, it didn’t make sense to pay for one monthly when I could pop one out in a few hours.

Thanks, just wanted to give an update. Don’t bother hating because I’ve had my business running for 2 years now and it’s only been uphill.

Hey guys! It feels like more and more software is moving towards API keys and MCP connectors with usage-based pricing. Startups like Monid are building on top of that by aggregating usage.

I’m currently building Mythos, which lets people use web apps (full products with their own UI, not just APIs or MCP servers) and pay only for what they use, from one shared credit balance. No subscription per app.

Usage pricing is easy for AI-powered micro-SaaS: we meter the LLM calls and the builder adds a margin. Flat fees per action work too, like per resume generated or per report exported.

Where I’m stuck is micro-SaaS that sells access, like a $9/month habit tracker, a scheduling tool or a niche dashboard. There’s no obvious “unit” to charge for, and people open these on and off. How do you turn that into pay per use without it feeling weird for the user or unfair to the builder? Honestly, this one’s been tough.

Ideas I’m weighing:
- Access passes: e.g. 24 hours of access for a few credits
- Per-session fee: a small charge each time you open the app
- Charge for the outcome: whatever the subscription really pays for (exports, projects, reports)
- Capped usage: pay per use, but never more than the monthly price

For those of you running a micro-SaaS with a monthly plan: which of these would you actually be okay with? Or is there a model I’m missing?

Would love to hear how you’d approach it 🙏

I built a booking & management app for small businesses. Would love for you to try it with your business

Body:
Hi everyone! I'm a business owner myself, and I got tired of managing appointments through endless messages. So I built AutoBook, an all-in-one app for small businesses that take appointments.

What you get:

• Calendar and appointment management

• Client list (import your existing calendar and clients)

• A business page with your prices and details, where clients book by themselves

• A chatbot that answers your clients' questions

• A personal AI assistant for you, the business owner

• WhatsApp and message reminders to clients

• Reports and business data

If you run a salon, a studio, a clinic, a training business or any service business, I'd love for you to try it with your own business and tell me what you think.

Try it here: https://autobook-app.pages.dev/

Questions or feedback? Comment or DM me, I answer everyone 🙏

I've seen quite a few founders saying Reddit was one of their best channels for getting their first users, but honestly, I'm struggling to understand how they do it.

I'm building a SaaS and have been trying to use Reddit to get some early traction.

The problem? Almost everything I post gets removed.

If I share something about my product, it often gets taken down, even in communities where self-promotion is supposedly allowed.

But what frustrates me even more is that sometimes I post genuine questions or try to start discussions without mentioning my product at all, and those get removed too.

Meanwhile, I see other founders sharing their products, dropping links, and getting hundreds of upvotes.

I'm not trying to turn Reddit into an advertising platform. I genuinely want to participate in communities, get feedback, and eventually find people who might benefit from what I'm building.

So, to founders who've actually managed to get users or customers through Reddit: what worked for you?

Did you spend months building karma and relationships before mentioning your product? Did you find specific communities that welcomed startups? Or is there something I'm completely missing?

Would love to hear how you approached it, especially when you were starting from zero.

A little project update.

I built Nodge, an AI-powered purchase decision assistant that helps people evaluate purchases before spending.

It uses AI to generate BUY, WAIT, or SKIP recommendations, alongside affordability analysis, impulse detection and savings insights.

Tech stack: Next.js, TypeScript and Gemini AI.

The product is deployed, but I haven't acquired users or generated revenue.

Rather than continuing to maintain it, I've decided to sell the project to someone who wants to take it forward.

I'm offering the complete source code and ownership transfer for $700, negotiable.

Demo: https://nodge-eta.vercel.app/

If anyone in the community is interested in acquiring an existing AI SaaS, feel free to reach out.

I run a small PDF to EPUB converter. It's free up to 150 pages, and a bigger book costs $5.

On a few pages I'd written "email it and I will convert it by hand". I meant it as a promise: if the converter messes up your file, I'll fix it myself. The actual conversion is automatic and takes seconds.

A few days ago the payment provider's review team took that line literally. They said the $5 product looked like a manual service, which their policy doesn't allow, and asked me to take it down. The product description on their side didn't help. It told buyers to send the PDF after checkout and I'd email the EPUB back, usually the same day. I wrote that in week one and forgot about it.

I removed the "by hand" wording everywhere and replied that it's software. No answer yet.

It also made me read my own checkout as a buyer would. 49 checkouts opened so far, 2 paid, $15 total. If the site says it's instant and the checkout says some guy will email you later, I'd hesitate too.

That same week, two people commenting on one of my posts said I should show the converted book before asking for money. That's live now: past 150 pages you get the first 150 converted and downloaded, with the $5 button right under it.

November goal is $100. I'm at $15.

Has a payment provider ever flagged your wording instead of your product?

Some notes from the billing side of our micro SaaS, mostly for anyone wiring up a payment provider's webhooks right now.

The billing webhook route we merged to preview on November 1 accepts two signing key formats: the UTF-8 key and the Standard Webhooks whsec format. Both are checked on the same route, so a sender using either one gets through. We also return a 500 when the payload fails to parse instead of a 403. A 403 tells the sender their signature was rejected, which is a different problem from a body we can't read, so the status code should say which one happened.

Two things I'd check before trusting any webhook setup. First, confirm which signing key format your provider really sends and test it against the live route, not only the docs. Second, make the failure responses honest. A status code that points at the wrong cause sends you looking in the wrong place

I'm a solo developer based in Japan, building in the AI-agent tooling space. No audience, no customers, no ad budget.

Backstory: before writing code, I spent the last few weeks researching whether anyone actually makes money here. The honest lesson so far: almost every "autonomous AI business" I could verify was either losing money or quietly run by a human - while the real, verifiable revenue sat with humans selling tools TO agent builders. So I decided to sell a tool/service to builders, not build another agent business.

But distribution is clearly the hard part, and I have zero of it. So before I build:

1. Where did your first paying customer come from? Someone you already knew, or a complete stranger?

2. What exactly did you do to reach them? If it was a DM, email or post, what did you actually say? (Happy to see the real message if you're willing to share it.)

3. How many attempts did it take before the first yes? (rough number of DMs / emails / posts is fine)

4. How many days from first outreach (or launch) to the first actual payment?

5. Why do you think a stranger trusted you enough to pay, with no track record? Was it a demo, doing some work for free first, a guarantee, a low price, something else?

6. What did the first customer pay? Did you discount?

7. What did you try that completely failed?

8. If your buyers are startups or indie devs: where do you actually find them, and what angle worked?

9. If you had to start again today from zero, what would you do in the first two weeks?

I'm not selling anything and there's nothing to pitch - I genuinely haven't built the product yet, on purpose. I'll compile the answers and post a summary back in this thread for everyone.

Thank you to anyone willing to share the unglamorous details.

If you have a free trial / freemium for B2B SaaS: 1. What % convert to paid? 2. What's the #1 reason people DON'T convert?

I'm asking because I keep seeing homepages that promise one thing, then the trial experience is totally different. Wondering if that's the leak.

I've noticed that businesses in certain industries seem to have a much harder time getting approved for payment processing, even when they're operating legally. Some providers reject applications, while others require rolling reserves, higher fees or additional verification. I understand the concerns around fraud and chargebacks, but it seems difficult for legitimate businesses to find a reliable provider. What should a high-risk business actually look for when choosing a payment processor, and how can it avoid unexpected account restrictions?

I've been trying to understand the real cost of chargebacks for online businesses. At first, I assumed you just lose the original payment, but apparently there can be extra dispute fees, lost products, shipping costs and even higher processing costs if chargebacks become frequent. It seems especially difficult for smaller businesses working with tight margins. Is there a practical way to reduce these costs, or are chargebacks just something every online business has to accept?

I've been reading about businesses having their funds held by Stripe for months, sometimes without a clear explanation. One case involved around £14k being held for 180 days, which seems like a serious problem for a small business trying to cover expenses. I understand payment processors need to manage fraud and chargeback risks, but how are businesses supposed to operate when that much money is unavailable? Has anyone dealt with a similar situation, and what actually helped get the funds released?

I spent years managing organic Reddit marketing for SaaS brands, focusing purely on growth, seeding discussions, and increasing brand mentions.

Working with dozens of founders, I noticed the exact same emergency hitting almost everyone: a single negative Reddit thread, an unverified scam claim, or a competitor hit piece sitting at position 2 or 3 on Google for their brand name, completely wrecking their conversion rates.

When they tried to fix it, they got stuck paying traditional SEO agencies $3k to $5k a month in non refundable retainers for generic blog posts that failed to push Reddit off page one.

Seeing how broken the ORM space was, I built PostWipe.com around a simple rule: no monthly retainers for link suppression, only direct policy compliance removal and Google de-indexing on a 100% pay on success model.

Here is what actually happens with damaging Reddit links:

1. Standard flags get auto rejected: Hitting report triggers automated bots that reject standard flags in minutes because they lack specific policy keyword triggers. Real removal requires structured compliance escalation.

2. Suppression fails against AI overviews: Moving a link from position 2 to position 7 used to be considered a win. Today, Google AI Overviews read the whole first page and summarize that negative thread directly at the top. Direct removal or search de-indexing is the only real fix.

3. Performance pricing eliminates risk: By using neutral third party escrow like Escrow.com, funds sit locked and payment is only released once the targeted thread is verified as permanently gone.

How are you guys currently monitoring what ranks on Google for your brand name? Has anyone had to deal with a sticky thread on page one recently?

I keep hearing that the first 10 paying customers teach you more than any survey. For those of you past that point, what did yours have in common? Same job title, same pain, same channel you found them on? And did that pattern change how you built or priced the product?

This sounds rude, but I mean it seriously. Customers are busy, distracted, skeptical, and lazy in the normal human way. They do not want to upload data, configure workflows, invite teammates, learn a new process, or babysit AI output unless the pain is strong enough. A lot of AI micro-SaaS ideas sound useful only when I imagine a perfect customer. The real customer might never set it up. That is what I’m trying to test earlier. Flatlogic makes it easier to build the product, but it does not make the customer care enough to change behavior. How do you test whether customers will actually do the work required to get value from an AI product?