huang shuai

huang shuai

AI Large Model Engineer
FigmaClaude by AnthropicMastra

Forums

Jake Friedberg•

2d ago

Is usage-based pricing becoming the norm for AI tools?

Hey everyone,

I've built my product around traditional SaaS pricing (monthly tiers), but I m starting to wonder if that model is getting outdated, especially with more AI-powered and compute-heavy tools entering the market.
That shift requires real architectural changes, instrumentation, metering, billing logic, and UI changes, not just pricing tweaks. It s something I m starting to seriously think about for my own product.

In particular, AI usage has real COGs (every prompt costs money), and I m seeing more platforms experimenting with usage-based models, or hybrids like SaaS base + usage + overage.

For those of you building AI or compute-intensive tools:

Ilai Szpiezak•

5d ago

Round Two on Product Hunt: What to Do (and Not Do) for a Successful Launch

We re getting ready for our second Product Hunt launch on Jan 31, and a post by @busmark_w_nika got me thinking.

What to do (that we didn't do the first time):

  • Plan your launch. What does it mean?

    • Write down everything you need to do before you launch.

    • Cleaning your copy

    • Your product images

    • Your product video (demo under 60 seconds if you can)

    • For our first launch, we didn't do anything. Even though we got 2nd Product of the Day, I would not recommend others to leave it to their luck. Plan and maximize your chances of success.

  • Keep it simple, stupid.

    • Don't overcomplicate your page with lots of marketing language.

    • Simplicity, clean product screenshots, and clear language.

    • I think this is the single most important thing to take into account when launching, and why we probably did so well on our first launch.

      • Ask yourself: Does the tagline make sense? Will others understand what the product does and what it is in under 10 seconds?

      • For us at @Pretty Prompt: Grammarly for prompting. (Grammarly = it is an extension.) Improve prompts in one click. (super clear what it does).

      • You can straight away visualise how you might use the product and what it will do for you.

  • Focus on your strengths.

    • Don't give everything you got in one go.

    • Earn the right for people to read and scroll down. Read and scroll down.

    • Save some stuff for your pinned post.

    • People have a short attention span.

    • Hook people on your most important feature, showcase it front and centre, don't give me everything together cos I'll forget, and also I'll get lost.

    • For us at @Pretty Prompt: Improve your prompts in one click. Works inside ChatGPT, Gemini, Claude, Perplexity, Lovable, and more.

    • Even though you have about 10 other features on Pretty Prompt, we don't talk about them right in the beginning; we just feature that one "killer feature" and let users dive deeper afterwards.

  • Product assets = show, don't tell.

    • Your images and video should be about your product.

    • Don't make it marketing-heavy. Make it product-heavy.

    • Show me what the product does, don't tell me about it.

    • For us: 60-second demo video actually using the tool. Screenshots of the top features (Improve - Refine - Save - History). Not fancy Figma designs, I mean screenshots of the actual product.

    • If you get big like Notion, Cursor, Claude, etc. you may also be able to add a more human video of you talking about the product, or new functionality, your story, etc. But for the majority, just show your product, and let the product win.

  • Learn from others.

    • Though no two products or launches are the same, you can learn from others and pick the best things that fit your own product.

    • Checkout this post by @fmerian on "The Cursor Way to Launch". Great tips.

  • Warm up the Audience.

    • Don't just rely on your followers.

    • Use as many channels as possible to maximise the reach and get people excited about your launch, even before you launch.

    • If you do this step well, the launch is just 50% of the job, and you're already a step ahead of most.

    • For us: I did a community post, Substack one, LinkedIn one, Slack one. We'll be recording a founder video too. I want it to be as human as possible; people buy into people.

Product Huntp/producthuntNika•

6d ago

Who are the most active people on Product Hunt?

Many people were looking for an answer in one category, namely, Forums Streaks.

This metric by itself only tells you that people log in to the app.

Nika•

8d ago

Can a large Product Hunt community help you with a product launch?

This is something I ll find out in just a short while, one week from now (Jan 28), as I m about to re-launch a digital detox app. If you want, follow, maybe you will be on watch of my steps and activities

However, that s not the main point of this post.

Jotsp/jotsJulien Avezou•

25d ago

Our Reflection Engine is ready!

Hi community!

We have released our custom Reflection Engine! This engine is designed to output reflection scores and detailed insights to help improve your critical thinking skills.

Nika•

28d ago

2026 and your goals. Let's try to set them for Q1.

Since I haven't been able to meet my work goals very well in the last few quarters, I now plan to approach them more systematically and not push myself too hard on work goals, as that ultimately led to problems that made my plan less sustainable.

So here is my structure and list:

mina•

3mo ago

What’s Your Vibe Coding Stack in 2025?

AI dev tools are evolving crazy fast , every few weeks there s a new must-try for vibe coders.

Some people are building full products with @ChatGPT by OpenAI and @Replit , others swear by @Cursor and @Claude by Anthropic , and a few are mixing @Lovable + @v0 by Vercel + @bolt.new to ship apps in record time.

I ve been refining my own vibe stack lately, trying to find that sweet spot between speed, control, and creativity.
It made me wonder ,what does your setup look like right now?

Y Combinatorp/ycRajiv Ayyangar•

6mo ago

YC deadline in <2 weeks; Who's applying?

If you're applying, reply below with what you're building so we can cheer you on!

If you're doing a startup and not applying, why aren't you applying?

Y Combinatorp/ycRajiv Ayyangar•

6mo ago

YC deadline in <2 weeks; Who's applying?

If you're applying, reply below with what you're building so we can cheer you on!

If you're doing a startup and not applying, why aren't you applying?

Product Huntp/producthuntGabe Perez•

11mo ago

I decide what's featured on the leaderboard - AMA w/ Gabe from Product Hunt

Hi everyone, Gabe here! I lead curating Product Hunt's leaderboard.

First thing I will say is that if I could feature every single product that works, I would. I love supporting makers and demoing products. I actually try to test every single thing that gets hunted every day... which is A TON.  But I view our job as to surface the most interesting, novel, useful, and innovative products - daily. Now we may not always get it right, the process isn't perfect, but we're trying to do right by the community.

Product Huntp/producthuntGabe Perez•

11mo ago

I decide what's featured on the leaderboard - AMA w/ Gabe from Product Hunt

Hi everyone, Gabe here! I lead curating Product Hunt's leaderboard.

First thing I will say is that if I could feature every single product that works, I would. I love supporting makers and demoing products. I actually try to test every single thing that gets hunted every day... which is A TON.  But I view our job as to surface the most interesting, novel, useful, and innovative products - daily. Now we may not always get it right, the process isn't perfect, but we're trying to do right by the community.

Emmanuella Ugochukwu•

12mo ago

Build an audience first, or launch and grow later?

This is probably one of the most debated topics in the startup world: Should you build an audience before you launch, or is it better to launch first and grow your audience afterward? I ve seen both approaches work, but each comes with its own set of challenges and rewards. - Building an audience first means you're creating buzz, validating your idea, and nurturing a community of early adopters who are invested in your success. But it takes time, patience, and a lot of effort to keep the momentum going before you even have a product to show. - Launching first lets you hit the ground running, gather real-world feedback, and iterate quickly. But without an existing audience, you might struggle to get those initial users and traction. So, indulge me: Which approach did you take or are you considering taking (those who haven't launched yet)? - Did you build an audience before launching your product, or did you launch and then focus on growth? - What worked (or didn't work) for you? - If you could go back, would you do it differently? Share your story with us so we can all learn from each other. There's someone here who could benefit from your experience. ----- P.S: If you're a growth-stage founder struggling with churn or stagnant customer acquisition (usually because of poor positioning and messaging), I'd love to help. I specialize in crafting impactful marketing strategies tailored specifically to your product so you can start seeing the results you deserve. Connect with me on LinkedIn today. Can't wait to hear from you!
Emmanuella Ugochukwu•

12mo ago

Build an audience first, or launch and grow later?

This is probably one of the most debated topics in the startup world: Should you build an audience before you launch, or is it better to launch first and grow your audience afterward? I ve seen both approaches work, but each comes with its own set of challenges and rewards. - Building an audience first means you're creating buzz, validating your idea, and nurturing a community of early adopters who are invested in your success. But it takes time, patience, and a lot of effort to keep the momentum going before you even have a product to show. - Launching first lets you hit the ground running, gather real-world feedback, and iterate quickly. But without an existing audience, you might struggle to get those initial users and traction. So, indulge me: Which approach did you take or are you considering taking (those who haven't launched yet)? - Did you build an audience before launching your product, or did you launch and then focus on growth? - What worked (or didn't work) for you? - If you could go back, would you do it differently? Share your story with us so we can all learn from each other. There's someone here who could benefit from your experience. ----- P.S: If you're a growth-stage founder struggling with churn or stagnant customer acquisition (usually because of poor positioning and messaging), I'd love to help. I specialize in crafting impactful marketing strategies tailored specifically to your product so you can start seeing the results you deserve. Connect with me on LinkedIn today. Can't wait to hear from you!
Tasos V•

12mo ago

Pitch your product with max 5 words. Can you?

Vaizo - Maximize crypto gains with AI Whats yours? If you can do with less than 5 words, you have my respect lol :P
Boyuan Qian•

12mo ago

🔥 Share Your Next Product Launch – Let’s Review and Hunt Together!

Share the name of your product, a brief description of how it will help the community, and your launch date, and let's support each other and hunt together. Let's get connected on Linkedin: https://linkedin.com/in/boyuan_qian X (Twitter): https://x.com/boyuan_qian
Elizabeth Yin•

4yr ago

Hi there 👋 I'm Elizabeth co-founder and General Partner at Hustle Fund. AMA

I co-founded Hustle Fund, a pre-seed fund for software entrepreneurs. Previously, I was a partner at 500 Startups, where I invested in seed-stage companies and ran the Mountain View accelerator. In a prior life, I co-founded and ran an ad tech company called LaunchBit (acq .2014). Let's talk about startups, founder mindset, and more. AMA
Aaron O'Leary•

5yr ago

Share your product here to get support, feedback, users (w/c 7 October)

Hi Makers! Are you launching soon? It's always nerve wracking coming up to launch day and some feedback can go a long way. Let's help each other out, after you provide feedback to a maker about their product share your product link for feedback. BE SPECIFIC about who your target audience is and how we can help. This thread is for you if you are: (1) launching soon or recently launched (2) looking for beta users (3) asking for feedback on a landing page Happy making
Salim Boudi•

2yr ago

Pitch your product here, maybe someone is looking exactly for what you offer.

I'll start: Our product is called Iteration X, a Project Management app and an Issue Tracker that allows you to capture issues and bugs in any live product or website in 1-click, without bothering taking screenshots and manually annotating them anymore, and then create automatically populated tickets with a screenshot or a video and all the technical information engineers need to reproduce and fix the issues. Finally a product that bridges the gap between Project managers, Designers and Developers Can't wait to read about your products PH community!
Jakob Knutzen•

1yr ago

I’m Jakob Knutzen, Co-founder of Butter. Ask Me Anything! 💥

Hey everyone I m Jakob, co-founder of Butter, which we've built to help people run super-engaging, interactive sessions from start to finish. We re about to launch Scenes, an exciting new tool for interactive presentations and collaboration which people can use alongside Zoom/MS Teams/Google Meet perfect for anyone who cares about keeping participants focused and engaged! We ve launched on Product Hunt 3x before, and we've hit #1 Product of the Day and became a finalist for the Golden Kitty Awards so I'm super grateful and excited to do an AMA and share our learnings here! Ask me anything about building a fully-remote startup, product- and community-led growth, keeping clarity, conviction and focus as a founder, and the future of collaboration!