... When we launched Sway here, the idea was simple: To speak out your thoughts and get structure. Since then, a lot has happened. We shipped quite a few features. But what s been more interesting to me is how people actually use it. A few things surprised us. First: People don t speak like they type. Voice is messy, circular, emotional and sometimes contradictory. And when it gets structured

... plays a significant role in how products appear in Google search results. What surprised us was that AI assistants like ChatGPT were rarely citing Product Hunt in product recommendations. AI assistants such as ChatGPT and Gemini rely on reviews, alternative lists, and structured

... just for hero projects. For everything. What makes this different: Most 3D tools treat each project as a one-off custom job. Foursite is designed as infrastructure. You feed it 2D floor plans or blueprints, and it generates structured, reusable 3D models that multiple products can build on top of. The same engine that creates AI virtual staging for one team powers interior design 3D visualization for another. A rental marketplace can use it for basic 3D walkthroughs. A design ... ... firm can use it for interior design photoreal renders. Why we think this matters: PropTech is moving from photos to immersive experiences. But photos only show what is. Floor plans show structure

... Records? Mnexium memories are great for capturing facts, preferences, and context from conversations. But many AI applications also need to manage structured business data events on a calendar, deals in a pipeline, contacts in a CRM, tasks on a board, inventory items, support tickets. Until now, you had two choices: build a separate database and API layer for your structured

... analysis of the product logic, marketplace design, and what makes Studio Tonight interesting from a systems standpoint. At its core, Studio Tonight applies an Airbnb-style marketplace model to creative infrastructure. The Problem It Targets Creative industries face a structural inefficiency: Many artists lack affordable access to professional studios. Many studio owners operate below full capacity. Booking often happens through fragmented channels DMs, calls, spreadsheets. Availability transparency is limited. The result is friction on both sides. Artists lose opportunities. Studio ... ... owners lose revenue. This Idea Usher review identifies Studio Tonight s main insight as simple but powerful: creative spaces are under-digitized assets . Unlike hotels or apartments, studios have not fully adopted structured

... from TutorFlow. We just launched our instant slide creation feature on Product Hunt :) TutorFlow is built for educators, L&D teams, and technical trainers who need speed without sacrificing structure. We designed TutorFlow to turn prompts into structured

... weren t sure how their voice data was handled. So we built a transparent page explaining: How audio is processed What is (and isn t) stored Why privacy matters to us Clarity should start with trust. 2. Smarter Decisions structure Sway now doesn t just summarize thoughts. It helps you move from reflection to decision to action. We refined how key insights and next steps are structured

... extracted from conversations. The SDK can learn memories automatically from chat (learn: true) or you can add them directly via the API. Search is semantic ask in natural language and get the most relevant memories back. Claims Claims are structured, slot-based facts with confidence scores. Think of them as a knowledge graph for each user: favorite_color blue (0.95). Claims support history tracking and retraction, so your AI always has the latest truth. Profiles Profiles are structured

... first platform for turning raw data into usable intelligence for AI agents . Most AI tools break down not because of models, but because of data: Knowledge trapped in PDFs, docs, logs, APIs, and internal tools No clean way to structure, version, or reuse it Agents forgetting context or hallucinating when data gets messy Inflectiv sits between data and agents . What we re building: Data ingestion & structuring

... build for a long time: a local API and Model Context Protocol (MCP) integration for Tana . The short version:  AI tools like Claude Code can now read, reason over, and write back to your actual Tana workspace including structured notes, outlines, prompts, and relationships instead of working on pasted text or one-off prompts. Why we built this Most AI workflows today look like this: Copy something out of your notes Paste it into a chat or terminal Lose ... ... context Start over next time That s not how real work compounds. Tana is designed as a permanent, structured

... plain text The result? Prompts that are hard to understand, impossible to maintain, and risky to change. That s why we built the Flow Builder . Flow Builder Instead of writing long, fragile prompts, you can now design conversations visually structured, scalable, and production-ready. What it lets you do: Visual drag-and-drop builder Design conversation flows like a diagram clear, readable, and easy to reason about. Node-based system (5 node types) Start Speak Prompt Action End Branching logic ... ... more. Auto-layout One click to neatly organize even complex flows. Import / Export JSON Share flows across assistants, environments, or teammates instantly. Why this matters We learned that complex AI conversations don t belong in giant prompts . They need: Structure

... When we talked to our customers at Famulor , we kept seeing the same problem again and again: People struggle with prompts. Some try to write system prompts themselves spending hours tweaking wording, structure, and tone. Others ask ChatGPT: Write me a prompt for my AI agent copy it, paste it, and hope for the best. Both approaches usually fail. Why? Because AI agents aren t static text . They evolve. They need iteration, control, structure

... Embeddings need richer context to match meaningfully. Problem 2: Every query required an LLM pass Just to filter results. Expensive and slow. Problem 3: Reducing everything to facts loses information Tweets, conversations, uploaded docs all flattened into the same structure. The transformation itself was lossy. The rebuild: enrich and expand, don't reduce and replace Now, for every piece of content (tweet, conversation, document), we extract structured

... Prompt beyond the generic ChatGPT world, and stepping into Vibe Coding. Our first stop: Lovable. Pretty Prompt now improves your prompts specifically for vibe coding: Fills in missing context Adds aesthetic details (colors, shapes, layout) Sharpens technical language and structure Turns rough ideas into build-ready instructions So you can take a prompt like this one: Marketplace like Airbnb for a trading cards platform Into a Pretty Prompt like this one: Develop a Trading Card Marketplace application. The core concept ... ... Gathering, sports cards). The aesthetic must be Premium and Developer-Focused. Use a Frosted Metal design language: clean lines, subtle metallic gradients, high-contrast typography, and card elements that appear slightly raised or etched. Ensure the UI is highly structured

... buried under newer but less accurate responses. Performance can degrade as pages grow larger and more complex. And critically, the usefulness of a page often depends on the behavior of a community rather than on intentional editorial structure. Qeeebo takes a different path. A Static, Structured

... serve at least two audiences: patients and providers. Patients: Patients needed simplicity, clarity, and trust. The onboarding flow was designed to be guided and secure, with minimal technical steps required to connect devices or book consultations. Providers: Doctors needed structure and efficiency. Dashboards were built to summarize patient history, recent vitals, and AI-generated pre-assessments before consultations began. Balancing these two perspectives shaped nearly every design decision. Key Features and Why They Matter Wearable and IoT Integration: The platform ... ... integrates with multiple devices, normalizing different data formats into a single health record. This avoids the data silos common in health apps. AI Symptom Pre-Assessment: Before consultations, users complete structured

... hold or use the asset beyond speculation. SALVACoin is a blockchain-based trading and utility token we helped build to address that exact issue. This post breaks down what problem SALVACoin was designed to solve, how the ecosystem was structured, and what lessons emerged while building a utility-driven token platform on the Polygon blockchain. If you re building in Web3, ICOs, or token ecosystems , this may be useful. The Core Problem: Most Tokens Have No Daily Utility One recurring ... ... project with a clear intent: create a utility token that users could actually use inside a platform. The focus was on long-term engagement rather than short-term hype. From the beginning, the scope included: A secure and structured

... time in December to get product feedback that help shaped TypMo's roadmap. It now includes a THINK mode and a BUILD mode. It has evolved as a knowledge-infused AI workspace that converts fragmented ideas and information into structured product intent and then compiles that intent into buildable artefacts. Here's a small video on this update - 1 Start The Chaos You have customer interview notes. Discovery calls. Research scattered everywhere. Ideas forming, but nothing clear ...

... hard for equity they don t understand and founders manage ownership with tools that were never built for how our markets actually move. So I built Equical. Equical helps founders manage cap tables funding timelines compliance documents and equity structures without the usual chaos. Everything lives in one place and you can actually see what is happening to your company ownership as you grow. For employees Equical is about ownership not vibes. RSUs ISOs ESOPs whatever you ve earned across ... ... ownership and access optional liquidity windows when available. No pressure, No false promises, Just choice. For founders optional liquidity and funding flows through Pluto. Pluto is a secondary liquidity layer and how founders on Equical can access funding and structured

... tested a lot of fitness apps from simple workout logs to advanced coaching platforms. What I noticed is that many apps either feel too generic or try to gamify everything, while people who train seriously often just want clarity, structure, and real progress tracking. That s why I decided to build my own app GainTrail. GainTrail is a fitness app focused on structured

... 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 library called ds-express-errors that tries to address these issues in a structured, minimal way. Here is what it provides: Centralized error middleware added after all routes, so error handling logic is not duplicated across the app. Preset standard HTTP error classes like 4xx, 5xx that can be thrown directly from handlers. Automatic ... ... shutdown including cleanup logic and server closure. Basic usage is minimal. Install the package and register a single error middleware at the end of the Express app. Official website & documentation: ds-express-errors I am curious how others structure

... everyone We re working on AV Global Overseas a WordPress-powered education platform that helps Indian students research and apply for MBBS programs abroad in a transparent and structured way. The platform brings together verified university data, country-wise MBBS guides, fee transparency, and admission workflows all designed to reduce confusion and misinformation for students and parents. The site is built using WordPress and Elementor Pro, with a large content architecture to handle hundreds of structured

... Walk into Target or Sephora, and you ll find yourself overwhelmed not because the selection is big, but because the comparison structure is missing . Humans are not wired to process dozens of similar items through packaging, slogans, and fragments of online reviews. What looks like variety is actually an information dump disguised as choice . The Real Problem: Criteria Mismatch Reviews are other people s standards . Ads are the brand s standards . But consumers need their own standards to make ... ... confident decision. The issue isn t the lack of information; It s the lack of structured

... communication style? - How advanced are they in this domain? - What are their stable preferences? - What events in their history actually matter? In other words: I wanted something that looked less like a blob of text and more like a structured, typed profile that evolves over time. So I pivoted GetProfile AI to become exactly that. From profiling API to LLM proxy with memory GetProfile originally started as an AI-powered profiling API: send it raw data (chat logs, onboarding forms ... ... records, game events) and it would return structured

... Product Hunt, I m excited to introduce FakerForge , an AI-powered mock data generator built to solve a common developer frustration: generating realistic, structured test data without writing scripts or manually crafting examples. If you ve ever had to seed a database, test an API, or prepare demo content, you know how time-consuming it can be to create good mock data. FakerForge removes that friction. What FakerForge Does FakerForge uses AI to generate high-quality, schema-accurate mock data ... ... seconds. Describe what you need or provide a data structure