... Today I read in TechCrunch that Airbnb says a third of its customer support in the US and Canada is now handled by AI . Many CRM-focused platforms are following suit, automating support with their own AI bots for example, Crisp, Chatbase, and others. From a business perspective , it makes perfect sense: lower costs, faster responses, and fewer lost customers. From a customer perspective: I remember the situations where you just can t reach a real human ... ... needed to provide statements from an old bank account I had closed three years ago. I was redirected to a bank chatbot that couldn t help, and the general email gave me an automatic reply saying it couldn t handle

... teams spending more time stitching together LangChain, vector databases, LLM APIs, and deployment pipelines than actually building their product. Curious to hear from others: how are you managing the AI tooling sprawl in your stack right now? Are you handling it in-house or outsourcing the integration layer ...

... compete category-by-category, but to aggregate demand and standardize the shopping experience across local retailers. From a system design standpoint, this is a harder problem than building a single food or grocery app. It requires handling multiple inventories, fulfillment methods, and store policies without exposing that complexity to the user. This Idea Usher review examines how effectively Limitless manages that abstraction. Idea Origination and Product Intent The concept behind Limitless originated from the observation that shopping has become ... ... feedback loop that surfaces reliability over time. This Idea Usher review finds ratings essential for marketplace health and long-term trust. Technical and Operational Considerations While the case emphasizes features, several operational requirements are implied: Multi-vendor inventory handling

... Implement 4 async methods and pass it to BridgesProvider. WebSocket Fixes - Subscriptions no longer override each other when multiple hooks are active - No more duplicate connections on rapid mounts - Manual disconnect is now respected - no reconnect loops Unified Error Handling Single `onError` callback with a discriminated union. Use `error.source` to distinguish bridge errors from storage errors. New in useBridges() - persistenceStatus track initial load state - persistenceError surface load failures - isCustomStorage detect active storage layer Docs: https://cntrl.pw/docs/sdk/gettin... Changelog: https://cntrl.pw ...

... Risk Without Slowing People Down The stated goal was not growth or engagement. It was reliability . The platform needed to: Support home-based and on-site services Enforce manual document verification Respect service boundaries by location Prevent booking conflicts Handle refunds without subjective decisions In this Idea Usher review , the most interesting part is how these constraints were handled

... makers & developers While building MotionFlow , I noticed most projects handle animations in very different (and often messy) ways. I m curious in real production projects , what do you usually do? Use one big library (GSAP / custom timelines) Combine multiple small libraries (AOS + counter + custom JS) Copy-paste snippets from older projects Avoid animations completely Something else? MotionFlow is built around a single attribute-based system that handles

... When Browsers Gain Task Orchestration: Your Browser Is Becoming a True Workspace For the past twenty years, the browser's role has been clear: access websites, consume information, and handle simple interactions. But today, this definition is being completely overturned. As large language models and tool systems mature, when browsers begin to possess Task Orchestration capabilities, they are no longer just 'entry points' but are evolving into true digital workspaces. This change is particularly significant for creators. 1. From 'Information ... ... Browser' to 'Task Executor' Traditional browsers have only three core capabilities: All complex work requires human effort: you read, judge, organize, copy, and write. Browsers with task orchestration work differently: You describe the goal; the browser handles

... ecosystem. From a business standpoint, this diversified revenue. From a user standpoint, it felt natural. Payments: Security and Familiarity Matter More Than Novelty Fitness apps deal with subscriptions, one-time purchases, and recurring plans. RBT focused on: Secure payment handling Familiar payment options for U.S. users Smooth checkout experiences No experimental payment logic. No friction. If payments feel risky or confusing, users leave especially in subscription products. Smart Search and Filters: Content Discovery at Scale As content grew, discovery became ... ... Integration: Always-On Support Without Human Burnout To maintain 24/7 engagement and support, a chatbot was integrated for: Common questions Basic guidance Issue resolution This reduced support load while keeping users from feeling stuck. Chatbots work best when they handle

... Express apps often end up with scattered error handling. Try catch in routes, inconsistent responses, duplicated logic. Centralizing this logic can make apps more predictable and easier to maintain. I published a open source error handling

... want another quiz app. They wanted a learning system that people would actually return to . That s where this project got interesting. The Real Problem: Engagement + Trust at Scale Most apps focus on engagement or security. Very few handle both well. If you push gamification too hard, users find loopholes. If you lock everything down too tightly, the experience feels restrictive. If you ignore performance, growth kills you. Quaha needed to solve six problems at the same time : Keep learners ... ... engaged without gimmicks Make progress visible and meaningful Protect premium content from abuse Prevent reward manipulation Handle

... 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 directories send unqualified traffic. We send conversion-ready prospects who have already articulated their buying criteria and timeline ... ... 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

... arrive We realized that AI shouldn't just be a tool; it should be the buffer . Think of the AI as the "pre-clean" before the guests (The Seniors) arrive. When our AI agent reviews a PR first, it handles the awkward stuff privately: "Hey, this variable name x is unclear." "You handled

... attract attention because it offers great value at an affordable cost, making it easier for farmers to mechanize their work without going beyond budget. Why Trakstar Tractors Are Popular Among Farmers Farmers in India appreciate tractors that can handle different kinds of fieldwork while still being fuel-efficient and easy to maintain. Trakstar tractors meet these expectations with their practical design and durability. They are manufactured with powerful engines that perform well in all soil types, whether it is ploughing ... ... also the features that add value to daily farming. Most models come with strong and fuel-efficient engines, ensuring that farmers spend less on diesel while working longer hours in the field. The tractors are designed with easy handling

... When you run a small business, handling payments smoothly is one of the most important parts of daily operations. Whether you accept recurring customer payments, pay suppliers, or manage employee salaries, you need a fast, affordable, and reliable method. That s where ACH comes in. But what does ACH stand for in banking, and why is it becoming such an essential tool for modern businesses? ACH stands for Automated Clearing House , which is the network that transfers money electronically between ... ... moves money directly between bank accounts, it has become one of the most trusted payment methods for small businesses and customers alike. ACH payments were created to replace paper checks, reduce processing time, and offer a more secure alternative

... Product Hunt! I m the Project Lead for Lensmor . We ve all been there: You have a folder full of competitor screenshots or a spreadsheet of pricing changes. But the tricky part isn t collecting the data it s knowing what to do with it (and doing it fast enough to matter). That s why we are building Lensmor. It s the first AI agent that doesn't just alert you to competitor

... tested them all building the same "Todo" app from scratch using identical prompts, requirements, and a stopwatch. The goal: Which AI tool actually delivers production-ready output, not just pretty demos? Watch the full head-to-heads: JustCopy.ai vs Base44: https://youtu.be/c79HJaWz6Y8 JustCopy.ai vs

... Context Sync previously had ONE global "current project" in the database. Switching projects in ANY platform would break ALL other sessions. The Solution: Each MCP server instance now maintains its own session state in memory: Claude Desktop Cursor IDE VS Code Copilot MCP Instance 1 MCP Instance 2 MCP Instance 3 Project A Project B Project A Shared Database (decisions, todos, context) What this means: Work on multiple projects simultaneously across ANY AI platform Each tool (Claude, Cursor, Copilot ... ... independent session Switch projects mid-conversation without affecting other tools All platforms still share the same project data 2 Smart File Skimming for Large Codebases Big files matter too - Context Sync now handles

... noticed two main narratives in how companies view their competitors. Either it s a fight to the death approach exactly like what we see between Replit and Lovable (though it seems Replit does more of the provoking ) basically: We speak badly about our competition. Or it s more motivational: We speak positively about our competition. Tho I do not know whether I have seen some example of this competition, I can see it only in terms of personal branding when ... ... people do not want to say bad things about someone, even when they are competitors

... sound bad, but I feel like Adobe is asking quite a lot of money for something that other tools do the same (if not better) with a better user experience and sometimes even cheaper. For example, Adobe XD vs. Figma Adobe Premiere vs

... sure was even possible building a complete 3D roguelike game entirely through AI collaboration. The result is Duckov Explorer , a fully AI-made WebGL game where every stage from concept art and modeling to logic and interactivity was handled by different AI tools. Here s how the whole process came together https://escapefromduckov.xyz/ Stage 1: Visual concept generating the look with GPT I started by defining the visual style. I collected a few reference screenshots from the web, then ... ... result was a fully textured model with a basic rig, ready to be imported into a WebGL scene. While this stage only produced the protagonist model, it became the anchor point for the entire game. > Summary: Fast3D handled

... That frustration is actually what led me to start building Cadence a simple async tool that lets teams record short video updates, stay in sync, and skip the meeting fatigue altogether. I d love to hear how your team handles this do you use Loom, Slack clips, or something custom? What s worked (or hasn t) for you in replacing daily meetings? Always curious to learn from other builders! Theo Comment from Ghost Kitty(@ghost-kitty-9070630): Comment Deleted Comment ...

... Product Hunt! I'm Prakhar, cofounder at Quash we're building an AI-powered Devtool to automate mobile QA and testing. I handle Marketing and Growth here. I come from a design background (ex-Product Designer), but at Quash, I've jumped into the world of Marketing and Growth. When it came time to choose roles with my cofounders, I consciously picked Growth so I could challenge myself to step out of my comfort zone and learn ...

... gains are insane), but we might be accidentally breaking the entire profession. Here's the problem: Traditional sales was like learning piano - you start with simple scales, work through basic songs, then eventually tackle complex pieces. Cold calls objection handling product demos enterprise deals. But now? AI is eating all the "easy" interactions. The simple inquiries, basic qualification calls, straightforward demos. Basically everything that used to train new reps. I talked to a sales director last month whose team implemented ... ... SDRs six months ago. Results looked amazing - 70% more demos booked, way lower costs. But their junior reps started failing at an alarming rate. Why? They never learned to handle

... Makers I m exploring options for managing subscriptions, payments, and authentication in a super simple way. Ideally, something that s: 1. No-code / low-code friendly 2. Easy to integrate without a ton of setup 3. Handles the boring stuff like billing, invoicing, cancellations, and user access automatically I ve looked at a few tools, but many feel too heavy for a small MVP. Curious to know: What are you using right now? Any lightweight tools that worked really well ... ... impressive! Do you have a quick getting-started guide for me to test this? Comment from Sanskar Yadav(@sanskarix): Lots of good options here! For a pure no-code setup, try Paddle, Lemon Squeezy, or Gumroad. Each of these handles

... Bannify. It s under 25KB, works on any CMS, has AI assist, and agencies can even white-label it. But rather than just showing off, I d love to open this up as a discussion: How do you currently handle urgent promo requests in your company? Do you usually build in-house, use tools, or just wait for dev cycles? What s the biggest bottleneck you ve seen when it comes to speed in marketing ops? Would really appreciate your ...