... quick summary, and it confidently hands you data that is completely made up. If a creative writing bot hallucinates, it s fine. But when it happens during document processing like in your RAG pipelines or data

... systems for clients, I noticed many businesses have no idea how easily their public data can be collected through scraping, APIs, and automation tools. So I recently launched DataCrawlPro. We provide: Website Scraping Risk Audits Custom Web Scraping Solutions Data

... Over the years I've helped businesses collect data from websites, automate workflows, and build custom scraping solutions using Python, Scrapy, Playwright, and Selenium. Recently I launched DataCrawlPro, where I provide: Website Scraping Risk Audits Custom Web Scraping Services Data

... everyone Long-time reader, finally jumping in to say hi. I'm a solo dev who's been building ApiTap for the past year a managed dataextraction engine in Rust + Apache DataFusion. The short story: I got hit with a $1,000 Airbyte bill once and thought "there must be a lighter way to do this." So I started building. Currently obsessing over: Making ETL feel like clicking, not coding Squeezing performance out of small workers ... ... Recs for communities or tools I should know about If anyone's been through a PH launch before, would genuinely love to learn from your experience. ApiTap (pre-launch) apitap.dev feedback always welcome Happy to chat about Rust,

... Product Hunt community! I m Lance Liu, an AI developer from China. I m currently leading a tight-knit team of 5 brilliant minds. With over a decade of experience in web scraping and dataextraction under my belt, my co-founders and I decided to team up and build something that solves a real, frustrating problem. We created Transcript365.com . The idea came from talking to countless content creators, digital marketers, and influencers. We noticed they spend hours digging through ... ... from Faysal Fateh(@faysal_fateh): The interesting part to me isn't the transcript itself, it's what people do with it afterwards. I've seen founders, marketers, and researchers spend hours manually

... starts differently: Open the Scraper UI. Load a website you re allowed to access. Click the data you want. Save the workflow as a recipe. Run it again later and export to CSV/JSON. The goal is to make web data

... instant, frictionless, and smart. Here is what you can do with DocuMonk: Instant OCR: Extract text from images and scanned PDFs with high precision. AI Document Analysis: Instantly generate summaries and pull out key info (names, dates, topics). Structured Data

... alongside this), we ve built a multilingual health data pipeline ready to plug into health tools, GEN AI and EHRs Since January 2026, Health Data

... intent, get a draft, edit, send. The human stays in the loop. Here's the rub: Stack Next.js 15 and TypeScript, deployed on Google Cloud Run. Postgres and pgvector via Prisma on Supabase. The core trick is voice fingerprinting: extracting stylometric signals (sentence length, phrasing tendencies, tone, structural patterns) from writing samples and conditioning generation on them. Multiple model providers for embeddings and generation. Heavy RAG. Auth NextAuth v5: Google and Microsoft OAuth for sign-in, plus email/password. Chrome extension ... ... Usage tracked server-side. Permissions Multi-tenant: teams share an org, but voice profiles and drafts are scoped per-user. Row-level enforcement at the query layer. Org admins can manage members without ever touching another user's writing data

... 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 product information gathered across the web. Product Hunt is strong across all three. In theory, this should make Product Hunt a natural source for AI-driven product recommendations and comparisons. In practice, it was not happening ... ... many tools which systematically run prompts against several AI models daily, and measure visibility of a product within prompts. We're using a new tool called @Gauge . We chose because a) their citation tracking is more useful than the alternatives

... signing up to your waitlist. 3. Your job on launch day is to be present and human: respond to every single comment, answer questions, show gratitude. Treat it like a conversation not a campaign. On your question about strategy vs. network effect: it's both, but the network effect is compounding and the strategy is just making sure you don't self-sabotage. Good luck with Curatora next week! I'm also pre-launch with Suitegenie and will be rooting ... ... slow burn of consistent community engagement. Most of my actual signups came from conversations I had in threads like this one, not from the launch page itself. What moved the needle: Being genuinely helpful. I started offering free data

... with databases and the data of our users. One will never know how it can be misused or messed up. Comment from Nika(@busmark_w_nika): @anders_wotzke  What have they managed to mess up in your workflow? :D Comment from Nika(@busmark_w_nika): @spunchev  This is an interesting POV  using Hard data

... There s a big gap in the market: Most email and dataextraction tools are expensive, complex, and inaccessible for new founders and small businesses. So I built an affordable, beginner-friendly scraper that helps users: Paste multiple website URLs

... While You re Still Planning Your Competitors Are Already Launching The Problem Many founders and investors have great ideas and funding but products remain stuck in planning. Meanwhile, competitors

... ProductHunt community! Big news in the tech world! France has officially launched a criminal probe into X (formerly Twitter) for alleged algorithm manipulation and " fraudulent dataextraction ." Prosecutors are investigating whether X has been involved in election interference , even classifying them as an " organized gang " a pretty serious label! X, predictably, is not happy about this, calling it a "politically-motivated" investigation and refusing to cooperate. This is a fascinating and potentially game-changing development for social media platforms ...

... super excited to introduce you to BrowserAI a powerful, serverless platform for AI-driven browser automation, web scraping, and dataextraction at scale. Whether you're a developer,

... time for a change, especially with the rise of natural language interfaces. Chat4Data was born from our belief that web scraping should be as easy as having a conversation . By leveraging AI, we ve made it possible to extract web data

... organize knowledge for doing work more productively, and initial features include: Parsing document files (pdf, docx, md, etc.) using OCR Audio recording and transcription Scrape info from web URL Custom data schemas to represent tasks, events, contacts, etc. Automatic data

... require it. Use the best scraper for each use case and get more accurate structured data with zero code. Why This Matters These updates give you: More control over how URLs are used as API inputs. More reliability in data

... refresh the tool list from the MCP server whenever new tools get added to the server. Interweave MCP Calls in Your Workflows: Prompt rtrvr.ai to leverage these external tools as part of its plan imagine extractingdata with rtrvr.ai and then sending it to an external analysis tool via MCP, all in one flow! User Tools Still Shine: For APIs or services without an exposed MCP server, our robust "User Tools" feature remains, allowing you to generate and execute custom ... ... which specific button to press for your task. Intelligent Planning: Simply describe what you want to achieve in the prompt box. Our new Planning Agent analyzes your request, plans the necessary steps, and orchestrates the underlying actions (Act, Crawl,

... Google Apps Script tools that add functionality to Google Sheets without requiring users to leave the familiar spreadsheet environment. Each tool is a standalone add-on focused on a specific workflow: Content generation (OpenAI/Claude/Gemini integration) WooCommerce/Shopify management Web scraping + dataextraction WordPress site building without code SEO tools (indexing, keyword clustering) The technical approach: We use Google Apps Script as the foundation, with custom JavaScript to handle the various API integrations. For things like AI content generation, we direct ...