... selection of colors that our designer Sam formulated. Tonkotsu researched our repo and proposed a plan, covering key decisions like where to store preferences, and how to propagate the setting throughout. I reviewed and gave feedback to cover a case the multi-window case

... Most mobility apps try to do too much. Some overload users with features. Others focus only on growth without solving real transport friction. In both cases, daily commuters eventually stop using them. In this Idea Usher review , an independent technology services reviewer evaluates GURARIDE , a bicycle and e-scooter renting platform operating across Rwanda . The goal is not promotion or hype. Instead, this review looks at the system from a builder s perspective to understand how well the product solves ... ... neighborhoods Campuses Business districts Short errands Daily commutes It s not designed for long-distance transport. It s designed for convenience. This focused scope keeps the system simpler and more reliable. From this Idea Usher review , that narrow use case

... occurred to me that I haven't come across many AI tools on this platform that would solve this issue. Maybe for the following reasons (I think): diversity/complexity of tax entities and legal forms of business international business, accounting cases differ from case

... what it does: takes stock research from hours down to about 15 minutes. You get curated Hot Stocks to Watch (momentum plays worth looking at), plus structured scenario analysis using what I call the 3 B s - bull case, base case

... want the stories behind the automations. Which one is running your daily ops? Which one replaced a dozen tabs and a recurring headache? What workflow did you set up once and never looked back? Drop your real use case in the replies. And if you want to really nudge the results and have your fave walk away with the crown, leave a review on the product s Product Hunt Hub. Comment from Christian(@chrinder): I've used Zapier, Make, Workato ... ... around in just a couple of days. Highly recommend Relay.app. Comment from Tommy Barav(@tommy_bar_av1): I use relay.app and for me it is the go-to app. Love the simplicity of it and how easy to use vs

... officially launched BotCounsel, built to help legal teams work faster on contracts and case materials without sacrificing legal judgment. Before we double down on features or roadmap decisions, I d love honest input from people actually working in legal workflows: Where do AI tools usually fail in contract review or case

... stuck. Not on how to write prompts, but on what prompt to write next . Landing page? Pricing? Copy? Integrations? So we built a Public Prompt Library inside Pretty Prompt. A free collection of battle-tested prompts for specific use cases. We re starting with 40 prompts for Vibe Coding , including: Landing page design Debugging API integrations It saved me hours, and got me an awesome outcome. His website here . We ll keep expanding the Public Prompt Library with more prompts ... ... more use cases

... contractor disappeared halfway through a job. Maybe someone owes you money and won't pay. You're not trying to become a lawyer. You just want answers to basic questions: What actually happened here? Do I have a case, or am I overreacting? What proof do I already have? Is this worth paying a lawyer for? The problem isn't that you can't find information. It's that everything feels like a mess scattered emails, half-remembered conversations, documents ... ... just answering questions, ClariCase helps you see your situation: Plain-English summaries of what happened, what matters, and what's unclear Visual mind maps showing how people, events, and evidence connect Guided conversations that stay grounded in your actual case

... VeriTry is purpose-built for trial optimization, not software discovery. While directories focus on reviews and lead generation, we focus on trial-to-paid conversion. Our platform provides: Pre-qualified trial users with verified intent signals (budget authority, use case validation, timeline) Trial intelligence dashboards showing engagement patterns, feature adoption, and conversion probability scores Automated trial orchestration handling account creation, onboarding automation, and post-trial cleanup Two-sided accountability where both software companies and trial users build reputation scores Traditional ... ... deliver better ROI than paid search, which has become increasingly expensive and competitive. Trial Intelligence : We provide behavioral analytics you can't get from your own trial - comparative shopping patterns, feature prioritization across your category, and benchmarking against competitors

... Sharing a quick case study from my own product journey not a pitch. While building SaaS products, feedback was always fragmented: Slack messages, emails, random screenshots, nothing actionable. So I built Retour to solve my problem first. What changed: Feedback goes straight into selected Slack channels Teams discuss feedback where they already work AI summaries help spot patterns without extra dashboards It s now used by teams at PwC, Vercel, Supabase, and indie builders. If anyone s curious, happy ...

... About a month I m working on my new product: Whoker - Personal Dashboard Portfolio https://whoker.online/halynskyi I made extremely fast-to-fill portfolio , where in just a couple of clicks you can add or completely replace: Case Studies, Profile (Bio), Work Experience, Tech Stack, Availability (Calendar, Contributions, Graphs, Charts). This is useful for PM , Designers , Developers , and anyone who needs to show case

... Custom fields/themes so teams fit it into their UI Zero dashboard babysitting Slack becomes the hub This wasn t meant to be a product initially, but it solved the chaos for us and later for others. Sharing here in case anyone else struggles with feedback is coming in, but it s all over the place happy to answer how teams are using it or what patterns are emerging. If anyone else is dealing with scattered or missing user feedback, here ...

... been building Retour for the last few months, and instead of talking about the product, I wanted to share a small case study about what I learned from integrating a feedback component directly inside apps. When I added an always-visible feedback button inside my own projects, two things happened: Feedback volume increased not because I got more users, but because users finally had a low-friction way to talk. The type of feedback changed instead of love your product ...

... Netflix uses for recommendations). Here's the flow: USER FEEDBACK LOOP Write AI Suggests Accept/Deny/Retry System Learns Model Stats DB Model A: 85% Success rates Model B: 72% Model C: 91% Use this one! Thompson Sampling Algorithm Balances exploration vs exploitation Try new models Use proven models (10% of time) (90% of time) What's Thompson Sampling? Think of it like this: The Casino Analogy: You walk into a casino with 5 slot machines. Some pay out more than others ... ... each machine equally forever Problem: Waste time on bad machines Strategy 3: Thompson Sampling - Try all machines a few times - Figure out which ones pay best - Play the best ones more often - But occasionally try the others (in case

... sales cycles, endless approvals, multi-year vendor contracts. Now I m rethinking direction and trying to understand where smaller firms and individual attorneys actually struggle the most. One thing that keeps coming up in conversations is client intake and case assessment - attorneys spending a decent amount of time on initial conversations with clients, collecting basic info to qualify cases

... This release is all about helping you get more out of Recall. We've created comprehensive use case guides and a detailed tutorial based on your feedback, showing you exactly how to unlock Recall's full potential in your daily life. Use-Cases

... every message with vector embeddings 3. Search naturally - Ask questions in plain language, get instant answers with sources Technical Details - Semantic search using vector embeddings - Real-time indexing of new messages - RESTful API for integrations - Privacy-first architecture Use Cases - Crypto traders - Monitor 30+ signal channels without missing alpha - AI agents - Give your agents contextual knowledge via API - Researchers - Aggregate expert insights across channels - Marketers - Track competitors

... Multimodal Learning Support The automatic inclusion of flowcharts, sequence diagrams, and infographics addresses different learning styles, making complex information accessible to visual, logical, and verbal learners alike. The Teacher's Role Evolution: From Lecturer to Knowledge Architect This case study reveals an important shift in the teaching profession. As AI handles knowledge delivery with unprecedented breadth and availability, this teacher has redefined her role: Traditional Role: Knowledge Transmitter Lectures on content Answers questions Tests retention New Role: Knowledge Architect Designs ... ... hybrid space where: Teachers design and facilitate AI provides personalized support and content Students take ownership of their learning Knowledge exploration continues 24/7 The question isn't whether AI will change education, but how teachers will adapt. This case

... days ago, we discussed how difficult it was for me, for example, to create my first product. In many cases, people struggle with money . But I believe that with the mass adoption of AI, many things can now be done at a relatively low cost. In my case

... Ever wanted to peek behind your competitors ad strategies? Now you can with full transparency. I just launched a free n8n workflow that pulls ad creatives straight from Google s Ads Transparency Center, powered by SerpApi. n8n Template link This workflow does the boring stuff for you: Fetches ads by domain (like nike.com or apple.com ) Filters by region Categorizes creatives into text, image, and video Exports clean CSVs for instant analysis All you need to do is hit Test workflow ... ... google_ads_transparency_center engine Filters exact domain matches only (no messy results) Splits by ad format Exports everything neatly to /files/ as CSVs You ll get: text_{domain}_ads.csv image_{domain}_ads.csv video_{domain}_ads.csv Example use cases

... required. It's as simple as sending an email. We're especially proud of this feature because our newest junior developer delivered it within his first week. It might sound simple, but he tackled all the hidden complexities (edge cases, bugs, and design) to get it done. P.S. Links are generated from your name. Want a custom one like /to/your-brand? DM us. Mariana - Co-founder & CTO Comment from Jerrykerry(@jerry_kerry): Really clever approach I like how you solved ... ... while testing lightweight redirect flows at Inat Bix app and this solution hits the balance between usability and minimalism perfectly. Comment from Abdul Rehman(@abod_rehman): Do users miss features like availability preview, or does email cover 90% of cases

... Product Hunt community! We re part of the Bit.ai team, and we ve compiled a collection of technology use cases that showcase how various tech teams utilize Bit.ai to streamline workflows, enhance documentation, and maintain knowledge accessibility. What you ll find in the Tech Use Cases

... would be to blame? (Is the company running the LLM model? The person who trained the AI in such an insidious way? How can we protect ourselves/prevent this? I just want to remind you that there was already a case where an AI advised/encouraged a teenager to commit suicide, and now his parents are suing the OpenAI company. I would like to know your thoughts. Comment from Ritik Ranjan(@ritik_ranjan): @busmark_w_nika   You re right, companies will ... ... extent, is just the current alignment of LLMs isn't it? They are just built in a way that accomplishing what they are asked for and "returning a helpful output" is essentially their entire purpose. I would assume those cases

... point/problem area in the MarketFit target context box, and get a specific solution with proof points! This was just their third day of using MarketFit. Thinking about it later on, i realized it's actually a big use case! Good selling point...that we got from a customer :) Will keep sharing more stories as I find them! There are a couple of more already! Also excited about Sep 28 when we launch on PH. Comment from Ghost Kitty(@ghost ...

... Notably, ElevenLabs and Cartesia do offer support for more languages than just English and Spanish, but the majority of models are still focusing on English-first. Fwiw we are big fans of Cartesia's price/quality ratio for production use cases. Rime's Arcana model is also excellent and just launched v2 with new more languages. If helpful, here's a table we put together which tracks of languages for a lot of the popular models. If useful, you may find ... ... what you've been building! Can you drop me an email aidan at layercode.com and we can find some time for a quick chat? The real-time models are very impressive, and certainly more than capable for many use cases