... Product Hunt! I m the maker of aicostlabs.com . The idea for this project started out of sheer frustration. As I was building my own AI wrappers, I kept hitting the same wall: AI unit economics are hard. API prices change every week, token counting is confusing, and calculating if a feature is actually profitable often feels like guesswork. I got tired of messy spreadsheets, so I built a suite of tools to solve it. What exactly is inside aicostlabs ... ... businesses. I d love to hear your thoughts! Which tool is most useful for your current workflow? What other calculators should I add next? I'll be here all day to answer your questions. Let s make AI economics

... JetBrains coding agent, got to scale it from zero, watch it actually start shaping how teams work, and learn what scaling an agent really takes. Now I'm taking that experience into a different industry: the creator and influencer economy. Two things I'd genuinely love to talk to people here about: The creator economy

... overactive loops easing the speed of extraction reducing harvesting efficiency during stressed conditions temporarily hardening resource generation when volatility is elevated This is not punishment. It is pressure management. 2. Adjust world pacing Blaze Balance Engine is not just economic. It is world-aware. That means it can influence: storm build and decay event cadence cooldown rhythms activity tempo live district pressure contract lane intensity reward timing Instead of treating the economy

... been building something a lot bigger than a token page or a simple browser game. It s called GrowHouse, and the easiest way to describe it is this: an AI-directed game economy running on a hybrid off-chain/on-chain architecture, where gameplay, world-state, progression, and conversion logic are all intentionally separated and controlled instead of being thrown into one fragile pot. Most crypto game projects either go too far into pure speculation, or they over-engineer everything ... ... chain until basic gameplay feels like filing taxes in a thunderstorm. I wanted a different model. What GrowHouse is GrowHouse is a live ecosystem built around: - an island/world setting - wallet-based identity - MMO-style progression - a non-chance gameplay economy

... everyone! I m Mustafa, currently building EconCalendar AI, a tool that helps traders understand economic events that move markets. Most economic

... actually do here Tasks are live across 11 categories. These are real deliverables that agents are good at: Content:  Blog posts, Twitter threads, LinkedIn posts, landing page copy, email newsletters. Typical price: 20 40 Shells. Research:  Competitor analysis, GitHub trending monitoring, product launch checklists, ICP definitions, subreddit mapping. Typical price: 30 50 Shells. Analytics:  SEO audits, LLM pricing comparisons, sentiment analysis, GitHub star growth tracking, structured data reports. Typical price: 30 50 Shells. Development:  GitHub Actions ... ... wallet. No real money. No volatility. Your agent registers and automatically gets  110 Shells  (10 starter + 100 verification bonus). It earns  20 Shells/day  just for being active. Completing tasks earns more on top. The points economy

... monitored and ranked via a proprietary algorithm incorporating all aspects of their code quality and performance, and their rank determines the value of bounties that will be routed their way. To me, this represents a shift in the agent economy from paying for inference to paying for outcomes , and the tiering algorithm represents a shift from benchmarkmaxxing to how well does this agent get real work done . Would love to hear your thoughts ...

... just letting it rip . I m very curious whether others have struggled with free trial versus freemium and whether doing both is a bad idea (I m leaning towards that being a yes by the way). I also wonder if we are giving away too much for free and should be feature gating more. The challenge then shifts from a pricing perspective vs

... utilize VOC results to improve our content and technologies (app and AI) we're building. Current VOC: We re building the 2026 GOTU State of Survivorship Report and we need your help. This year s report focuses on the economic costs of sexual violence : how it impacts survivors careers, finances, healthcare, and long-term stability. To make the report meaningful, we re collecting anonymous responses from primary survivors of sexual violence through a short survey. Takes about 6 minutes Completely ... ... insights from this survey will be analyzed and included in the 2026 GOTU State of Survivorship Report , which will be shared with: Community leaders Lawmakers Multi-state law enforcement agencies Our goal is to increase awareness of the real economic

... from across disciplines and use them simultaneously to analyze any situation: Physics & Systems : Feedback loops, critical mass, entropy, equilibrium Biology & Evolution : Natural selection, adaptation, ecosystems, redundancy Psychology & Behavior : Loss aversion, incentive bias, social proof, psychological denial Economics & Business : Opportunity cost, comparative advantage, creative destruction, moats Mathematics & Logic : Compounding, inversion, Bayesian thinking, power laws Engineering : Margin of safety, root cause analysis, redundancy design History & Philosophy : Second-order effects, Occam's Razor, circle of competence This ... ... disengagement trigger more disengagement? Loss Aversion (Behavioral Psychology) : What psychological threshold are users crossing when they decide the switching cost is worth it? Ecosystem Adaptation (Biology) : Has the product stopped evolving alongside the user's growing sophistication? Opportunity Cost (Economics

... Blockchain gaming has no shortage of ambitious ideas. Almost every play-to-earn project promises real-world value, token ownership, and economic freedom for players. Yet, if you ve followed this space closely, you already know the reality: most blockchain game currencies collapse under volatility, poor UX, or speculative abuse long before gameplay matures. This Idea Usher review breaks down what it actually took to build SteliNovas (Stellar Coliseum Novas SCNV) , a blockchain-based game currency designed to operate across ... ... Ethereum and Polygon , with stability and usability as first-class requirements rather than afterthoughts. If you re building in Web3 gaming, token economies

... than per-report pricing. People don't want to do math before clicking a button. The move: give away enough free value to create habit, then charge a flat rate that feels like a no-brainer compared to the alternative (hiring a consultant or doing 6 hours of manual research). Comment from Landon Reid(@galax): We run a hybrid model and it's working well. Free tier gives you a basic property report. Paid tiers are traditional SaaS (monthly subscription ... ... base platform fee + usage / execution credits + clear limits That keeps onboarding simple, but still aligns pricing with real cost and delivered value. Comment from Umair(@umairnadeem): IMO the entire thread is overthinking this. the real question isn't SaaS vs

... Smart contract logic to avoid idle or stuck states Transparent token pricing and distribution rules Extensive testing to reduce exploit risks The goal was to make the ICO predictable and trustworthy, which is critical for early community confidence. Token Economics: Incentives That Encourage Holding A major design focus was token economics

... living in the age of the "Screenshot Marketer." You ve seen them, posting 50x ROAS screenshots without context, preaching tactics that worked in 2021, and selling "hacks" that break your unit economics. I created the Full Stack Marketing Bootcamp because I was tired of seeing founders burn cash on agencies that didn't understand the engine of the business. This is not a course. This is a 45-Day Live Bootcamp. Most digital marketing courses give you recorded videos ... ... What makes the FSM Bootcamp different? Zero-to-One Execution: We don't just talk about theory. We build a real brand in real-time. No "Fluff": We skip the vanity metrics and go straight to what matters Unit Economics

... DCSocial: anyone with trust. Who captures the value? Right now: banks and shareholders. After DCSocial: communities and participants. Who controls access? Right now: credit bureaus and algorithms. After DCSocial: trust networks and relationships. This is financial democracy. This is economic sovereignty. This is what money should have been all along. WHAT WE WRITE ABOUT We publish on Medium to explore the ideas behind DCSocial: Platform capitalism and why it's broken The creator economy

... real SMBs with just a few clicks. But our long-term direction is much bigger and we wanted to share where we re heading next. 1. True Multi-Asset Experience Investors want one place where they can access real-economy yield, public assets, private deals and alternative

... more creative deals Someone without those words keeps making the same offer in different packages 3. How you evaluate trade-offs Rich vocabulary = you can hold multiple competing values simultaneously Limited vocabulary = you collapse complexity into binary thinking Pragmatism vs idealism. Short-term vs

... Product Hunt community! I'm Priya Shah, and I'm thrilled to be here. My brain lives somewhere between economic models and distant galaxies. As an Economic

... model more ways to fail; too little leaves it without guidance for your use case, so it s a careful ongoing curation process. There's a tension between what seems most helpful to the user and what is economically sustainable for the product. Every free user plays into your business model and conversion rate calculations, dictating how robust your freemium model can be. I m now seeing token management as a core part of UX. There s an article about ...

... Yall, Rishi here with Sinosend. WeTransfer is the GOAT, but their recent terms changes, non-stop ads, and regional blocks in Asia were a dealbreaker for our business. That's why we built Sinosend, a compelling alternative to the grandaddy's of the file transfer industry. The $45k Mistake & The Pivot To validate our product and find Product-Market Fit (PMF), we ran a Lifetime Deal (LTD) campaign. The results were fantastic: over 50 five-star reviews and good ... ... Learned If you're considering an LTD, here are the three major truths we discovered: LTD is a Data Validation Tool, Not a Business Model: The money proved people have the problem and love the solution, but the unit economics

... transform AI creations into real income. Here, your AI-generated images, videos, tools, and agents don t remain as static files. They become AI assets you can own, trade, and monetize powering the next era of the AI creator economy. The Mission: Empower Creators to Make Money with AI StarSphere s mission is simple: help creators and developers earn from AI. Whether you want to: Sell AI-generated videos or images as part of your AI side hustle, Monetize your ... ... developers can unlock new opportunities in the AI content trading market: Monetize AI creations from visual art to generative videos, to autonomous AI tools. Earn fiat and crypto with AI , bridging Web2 users into the Web3 AI monetization economy

... Today, we launch Palify 2.0 The Creator Economy Network on Product Hunt Palify is where creators, professionals, and communities come together to: Share ideas, threads & projects Build meaningful networks Earn fairly through engagement This isn t just another platform. It s a movement to empower creators and communities transparent, fair, and built for growth. Check us out, support us, and join the journey: [Product Hunt Link] #Palify #CreatorEconomy #ProductHuntlaunch #socialmedianetwork ...

... Tracy creates actual useful reports Why I'm here: This community consistently surfaces products that solve real problems instead of creating new ones. I've discovered some of my favorite tools through PH launches. What drives me: The creator economy is still broken. Brands can't find authentic partnerships. Creators can't connect with relevant opportunities. Everyone's drowning in manual processes that AI should handle. Random facts: I drink too much coffee. I believe most SaaS tools are unnecessarily ... ... complicated. I'm convinced the best products feel obvious once they exist. If you're building in marketing, creator economy

... thousands of lightweight queries into real-time load. Travel queries are high-value: each successful conversion drives revenue. SpaceBeacon compresses that load into profitable actions by combining travel-domain signals (GDS, partner rates, booking flows), a multilingual voice stack, and economics-first retrieval engineering so expensive compute is used only where it pays. What it does : Turn natural voice conversations into instant, bookable travel options across languages. Surface precise, up-to-date fares and partner offers using our GDS + consolidator ... ... integrations. Serve high QPS with hierarchical retrieval, warm caches, and model routing to protect unit economics

... entrepreneurship? I usually see a lot of Scandinavian startups, a lot of French tech solo-founders, but yesterday I came across a project taking place in Germany at Schloss B ckeburg . It would make sense that the economically strongest country can become the startup mecca. Comment from Nika(@busmark_w_nika): @borja_diazroig  It's a pity. Beautiful country, also big. Comment from Nika(@busmark_w_nika): @byalexai  You are very proficient in spotting trends, tech and business topics ... ... that for France (I haven't been in the country for so long). :( Comment from Nika(@busmark_w_nika): @viorelmocanu  This is a fact  I hear more often that Poland is nailing it almost in every aspect: economy