... Read original article on - https://forg.to/articles/forget-... It's 1:40 a.m. The fan is on its slowest setting, the ...

... move money, send emails, touch production systems) than rules scoped to the model itself. That also happens to be the layer where a small team can actually build good defaults - permission scopes, human approval steps, audit logs - versus waiting on either a big lab's safety team or a slow-moving regulator to catch up. Comment from Jake Moshel(@jake_moshel): @askim_stucki  this is a solid take - I think the problem is more in the power ... ... process itself that tends to just lock in whoever's already big enough to absorb the compliance cost. Comment from Dim Neocleous(@dimneo): @busmark_w_nika  I guess so, the numbers never lie. US has many more unicorns

... pattern recognition with symbolic rule-based reasoning. The symbolic layer encodes 1,300+ elements from GTM science: positioning frameworks, persuasion research, communication ciences, behavioural economics, lexical analysis, plus 10+ years of domain expertise from big tech, strategy consultancies, and unicorns, systematically cleaned, audited, and structured. The neural layer handles nuance and language. Neither layer works alone. What that means in practice: on rule-bound queries we run at roughly 10% hallucination versus

... shift of the last few years: AI dramatically reduced the cost and speed of building products. Because of this, the signals investors optimize for have changed as well. In the article, I openly talk about what we see inside Unicorns Club after watching hundreds of founders try to raise funding. I even share some of the traction thresholds and benchmarks investors inside our community increasingly expect to see. You can read the article here: https://medium.com/@producthunt/... But I think ... ... founder adapts hypotheses, whether they evolve from conversation to conversation, whether they can learn faster than others. Do they have what Peter Thiel called determinate optimism ? Do they have what Paul Graham described as being relentlessly resourceful ? At Unicorns

... This week in the Product Hunt blog, we have a banger from Julia Yu . She's the co-founder of 2024 Golden Kitty winner Unicorns Club , which matches VCs with early-stage startups. She's also founded three VC-backed companies herself. According to Julia, early-stage founders need to change their mental model about pre-seed funding ASAP. As she puts it: Once upon a time (in fact, as recently as two years ago), early-stage startups needed three ...

... What are the alternatives to Stripe? Paddle got rejected Reason: hybrid model. At Unicorns

... deck and a short call. With OMISP, we want your track record to do more of the talking. OMISP is the credit score and live radar for founders it tracks your real world progress so investors can spot future unicorns before they re obvious. Instead of: Cold emailing 200 VCs Rewriting your story every month You: Build the thing Log the milestones Let your OMISP score and timeline make your progress visible Your progress becomes your pitch. Your track record ...

... Last year in Unicorns Journal we published an interview with Sergey Bakaev , where we unpacked first-time fundraising strategy expectations vs

... Visibility built in: Hit a milestone, VCs see it Free to start, unlimited access for serious founders For VCs: Curated deal flow: Real founders with real traction Behavioral data: See how they handle pressure, learn, execute Early access: Find unicorns before they're obvious Why now: Most founder-VC platforms are static. OMISP is real-time. Your progress becomes your pitch. If you're building something real and want investor eyes on your milestones, this ...

... Dear Product Hunt community, If you re reading this and you ve launched something - or you're close to launching - you are already incredibly special. We talk a lot about unicorns, but we don't talk enough about the big filtering process or idea funnel. Most people never even start. With some help from Gemini, the funnel looks like this: Idea Phase: Out of 1,000 people with a "genius" idea, only about 100 ever bother to put it into ... ... actual people using the product and retaining, but it's so hard to get there. PH is great for it as you have leaned in users, but some people are just tourists to come check out a product vs

... value of an army of consultants/influencers who teach AI via workshops will compound. A strong professional ecosystem can 100 your reach. Micro-SaaS stories will explode. We ll hear hundreds of mom & pop businesses doing $1 5k/month not unicorns, but real freedom businesses from non-tech people. Mobile becomes a priority for almost everyone. The next wave won t stop at web prototypes. People will want real mobile products. Niche wins again. As broad tools saturate, builders will ...

... focusing on clarity, onboarding and polishing the core instead of chasing new features. Comment from Yulia Nazarenko(@yulianazarenko): I fully agree that a lot depends on execution (which includes Marketing), otherwise we would have way more unicorns out there! I think, it's becoming even more vital in the era of AI and vibe coding when it's so easy to ship and copy Comment from Tinnix He(@tinnix_he): What are some best ways to get organic traffic ... ... What product are you polishing right now, and what part of it are you focusing on first? Comment from Tetiana(@tetianai): @tinnix_he  reddit is a great channel to start with, and to check what people think about competitors

... strategy. Platforms like Fundable has no personalized matching, no curated dealflow, no learning loop, no shared context between investor and founder. It s simply SaaS for hope . The uncomfortable truth After working directly with funds and angel investors inside Unicorns Club , here s what became clear: Serious investors don t browse catalogs. Some of the investors who receive curated dealflow from us never even created a profile . They don t search. What founders need is not a directory. They need ... ... because it was strategic, but because reality forced it. Matching happens on two levels The surface layer: industry, stage, geography. The bottom layer: investor behavior, patterns of interest, quiet criteria that are never listed publicly. Every intro request in Unicorns

... just published one of the most honest and practical founder interviews we've ever featured in Unicorns Journal . It s the story of how Sergey Bakaev , co-founder of LovOn , raised $850K after hearing more than 100 rejections with no network and no previous fundraising experience. A brutally honest, step-by-step breakdown of what pre-seed fundraising actually looks like behind the scenes the pressure, the tactics, the mistakes, and the breakthroughs. Top takeaways: Fundraising = communication density 1 warm ... ... sharing fundraising battles, co-founder search, early traction wins, or lessons from near-failures we d love to hear from you. Email us at editor@unicorns.club and we ll be happy to create a deep, meaningful interview with you for Unicorns

... discovered? Comment from Vedran Rasic(@vedranrasic): End of an era. But a smart move by PH team, @rajiv_ayyangar ! So glad we managed to grab Golden Kitty 2022 for SaaS , in the year when ChatGPT/Canva/Miro and other unicorns won, too! Comment from Geo Morjane(@gsmbk): So many vibe coding tools out there now, it's becoming a commodity! Would love for you to start a thread on what make each one special and what's the best tool to rule ... ... rajiv_ayyangar , Orbit Awards definitely sound like a strong move. If we re serious about spotlighting products that actually provide value and scale, it d be great to factor in the metrics real operators obsess over: active users vs

... ones who wait until they have real traction get way better terms and less dilution. Comment from Mark Pors(@pors): About solo founders: I have heard Sam Altman and Jason Calacanis say that we will see many solo-founded unicorns in the coming years. In practice, I see that YC doesn't like solo founders, and Startup University doesn't either. Also, it is hard to do it on your own. As a first step I'd try to find ...

... from Nika(@busmark_w_nika): @ixord  There are some exceptions, tho. I know one guy who is a doctor, won championships in some sports like swimming, canoeing, and is a municipal politician. But these people are more like unicorns :D Comment from Nika(@busmark_w_nika): @apoorvajain  I already shared them! :D Comment from Igor Lysenko(@ixord): @busmark_w_nika  People can do that, but we cannot become professionals in multiple fields at once and maintain that ...

... Animation Builder is available for all registered users of Unicorns Club, completely FREE! It s built to help you celebrate your small (and big) wins It s like Animastats (the gold standard let s be honest), but: free instant and made to require zero design effort. You create the vibe. We ll make it pop. Try it now on Unicorns

... just needs more dollars to grow. Comment from Nika(@busmark_w_nika): @d_ferencha  I know only about lower taxes for bit tech startup companies outside of this country, when they seek Estonia as Tax residency (heaven)? Which unicorns do you mean? Comment from Nika(@busmark_w_nika): @sangita_kumari_sk  It's my wish, but I am a bit concerned about geopolitical relationships. Comment from Nika(@busmark_w_nika): @andreitudor14  more people started to be advocates ... ... want to touch political/refugee topics here). Per capita is one of the metrics, but it doesn't tell the whole story of the political and socioeconomic state. Comment from D. Ferencha(@d_ferencha): Probably Estonia, it has the highest unicorn

... imperfect starts. Many women I know (myself included) hesitate to call themselves founders until everything feels polished and ready. But most startups begin messy. We also need more visible stories of women building on their own terms, not just unicorns, but solopreneurs, bootstrappers, and part-time builders. Platforms like Female Founders Alliance, Dreamers & Doers, and The Grand have been doing amazing work in this space. Curious, do you think the hesitation is more cultural or tied to access ...

... never know. Comment from Faridat Folake Ojulari(@faridat_folake_ojulari): @axel_brunet  This is lovely! I messaged you on LinkedIn to discuss a potential collaboration. Comment from Rajiv Ayyangar(@rajiv_ayyangar): @hirecadeashish  We had a near competitor in our YC batch, and although we were a bit competitive during the batch, they've since become friends. It turns out your competitors

... with 15 years of experience in startups. My focus has been on growth. I ve worked in ride-hailing, fintech, food delivery, etc. I ve helped scale companies from zero to over $100M in value, including a few unicorns (mostly local markets). Now, I want to learn more about how to launch globally and I m here to learn from all of you. If you see this post, drop a comment so I know you re here ... ... that, I ve been building communities across other social media platforms. Last one: Be authentic and kind . I can t respond to everyone or say yes to every opportunity I m offered, but I always try to offer an alternative

... what we learned building VichaarVerse. Hey Product Hunt community! Over the past few months, we ve been building VichaarVerse a student-led digital magazine that explores India s startup scene with a unique twist: > Instead of only covering unicorns and mega-funding rounds, we spotlight early-stage founders, untold student journeys, grassroots ventures, and youth-centric innovation. But here s the deeper mission behind it: We want to spark entrepreneurial thinking in teenagers especially high schoolers not just ... ... Learnings from Launching a Student-Led Startup Magazine This edition was never intended to be just a content release , it was a litmus test. Our goal was to validate whether there is genuine interest in stories that go beyond unicorns

... thesis of a 1-person Unicorn has been going around since the emergence of LLMs and Agents . While I certainly see how an engineer can now do the work of 10, maybe 20 engineers, I'm still not able to see the path to a $1B company. Being a founder of a venture backed startup, I can see how we can grow Mozart AI to $100m+ with < 10 employees. But given the way VC backed companies move ... ... level of interest leads to the need for more than 1 person to be involved, if only to keep one's mental health alive and well. Comment from Kaustubh Katdare(@thebigk): We live in a world where 1-person unicorn

... Unicorns Club , we highlight early-stage startups that show real momentum not just ideas, but teams putting in the work, building, and growing. This week s spotlight goes to Buzzabout an AI-powered insights tool helping marketing agencies decode audience sentiment and pain points through social media. We ve started rolling out new features to better showcase founders like these: A redesigned homepage with curated collections Live gallery of the latest pitch decks and videos And a dynamic top slot ...