... first update post I turned down a suggestion. Someone with nineteen years in banking software asked for control totals, checking that the numbers on a document add up, and I said no. Getting there meant giving fields types, then converting formats, then summing, then comparing, and I thought all four of those belonged to a layer above this one. I have now built the first two, and I want to explain what moved. What moved was not the argument ... ... request in my last post, I put out a call in Japan for developers to build something real with the API. The proposals came back describing completely different businesses and they all ended in the same place. Extract the fields

... Last week I ran space ocr against Mistral's Document AI, and the number that stayed with me afterwards was not the one in the headline. The benchmark. Same document photos, same fields, same scorer, three runs each. Across 463 fields

... only tells you "open" or "paid" overdue is something you have to derive yourself by checking if it's open and past its due date. If you build against the API assuming "overdue" is a real field, you'll confidently tell someone nothing is overdue when their business is full of unpaid invoices. Feels like a small thing, but it's the kind of gap that's easy to miss until it actually costs someone money. Made ... ... more paranoid about assuming any third party API's status fields

... Small one, and it is already live. You can now mark a field as required in a schema. If a read finishes and that field

... pixels. Full shape with a worked example: https://space-ocr.com/docs#post-... The reason is that the old shape put my keys and your keys in the same object. Every value you asked for sat at the top level next to field_bboxes, review_summary, image_size, so knowing which half was yours meant knowing a reserved list that grew every time I shipped something and twice it grew without me noticing, which is a bug I would rather not be able ... ... place and the diagnostics are in another. The review count is now the length of flagged, so there is nothing left to keep in sync. Mapping, if you were reading the old one: values move under values, field

... Product Hunt! Over the past several months, I've been building BONX , a business operations platform designed for installation-led businesses such as solar installers, interior contractors, fabrication companies, EV charging providers, and field service teams. While talking to business owners, I kept seeing the same pattern: Leads scattered across WhatsApp Quotations created manually Site visits tracked in notebooks Installation progress shared over phone calls Payments followed up manually BONX brings these workflows together into a single platform, helping businesses ... ... manage operations from lead to installation. Current features include: CRM & Lead Management Quotations & Invoices Site Visits Orders & Installations Payment Tracking Reports & Analytics Mobile app for field

... talk to anyone who changed industries mid-career and they describe the same weird evaporation. the credibility they earned in field A did not travel to field

... filtering I would want to know which tier caught a given field. type=password is structural and the browser enforces it. autocomplete="cc-number" is a hint the page volunteered. The second tier is cooperative, and breaking it does not take an adversary, just an ordinary badly built checkout shipping a card field

... manual reports, and leadership has little real-time visibility into what's happening on the ground. As businesses grow, these small inefficiencies compound into missed opportunities and slower revenue growth. That's why I'm seeing more companies adopt Field Force Automation alongside their CRM. Instead of focusing only on lead generation, they're improving how field

... rules into a checker, and the list of things that actually go wrong turned out shorter and dumber than I expected. Sharing the categories in case it saves someone a re-import. What keeps showing up: 1. Missing identity field. No email and no record ID means nothing to dedupe against. 2. Mixed date formats inside a single column. One column with 2026/03/11 sitting next to 11-03-2026. 3. Lifecycle stage and lead status values that do not match ... ... portal. These are enum fields

... problem? A better question might be: Who would be best equipped to solve this problem? I recently read The Alter Ego Effect by Todd Herman. One of its central ideas is that we already play different roles across different fields of play. The goal is not to create a fake personality, but to intentionally activate the traits that a specific situation requires. For example: When brainstorming, you may need to become the explorer curious, playful, and willing to suggest ... ... publishing, you may need the shipper decisive, pragmatic, and comfortable with imperfection. When talking to users, you may need the investigator someone who listens, asks simple questions, and avoids defending the product. When facing rejection, you may need the competitor

... tags, sources, and connection counts. More AI languages AI language support is much broader. You can choose from 62 languages for summaries, quizzes, and tags, including Traditional Chinese. Caption and transcript language matching is also more accurate for Simplified versus Traditional Chinese. New AI models More models are now available in the picker on the Max Plan, including GPT-5.6 Terra, GPT-5.6 Luna, and Grok 4.5. We will release more documentation on which model to use when ... ... release notes . Customer story - Ricardo Yule's nine-step trails Ricardo Yule shares how he went from almost abandoning his second brain to chatting with it every day. His Nine Trail Field

... built it. Thermal paper fades in 60-90 days. Retailers print GST invoices in at least a dozen layouts. Some put the warranty period in the footer, some in the line item, some nowhere at all. And the one field you need most, the purchase date, appears as 07/03/25, 7-Mar-2025, or 070325 depending on the billing software. Our first parser got 61% field

... genuinely unsure if this is the right model, or if there's a better approach other builders here have found. A few real questions I'd love this community's take on: If you manage remote or field teams, how do you currently verify attendance or output? Where do you personally draw the line between accountability and surveillance? Has anyone here built something similar and found a different approach that worked better? Comment from Shahroz Siddique(@shahroz_siddique): @galdayan ... ... distrust, not the data point itself. Trackly's check-ins are employee-triggered for exactly that reason, tap in, tap out, visible instantly on both sides, but I hadn't quite put language to why that specific mechanic matters versus

... been chewing on this while building Ulsa, so I wanted to open it up here before we launch. If you work in a fast-moving field, staying current is basically a second job. For years my routine was checking ten different sources every morning, newsletters, X, a pile of news sites, and I still felt like I was missing the things that mattered for my work while drowning in things that didn't. The thing I keep coming back ... ... need completely different takeaways from it. That's the problem we built ULSA around. It reads hundreds of sources and gives you one daily briefing tailored to your industry and role, plus a score for how fast your field

... probably saw the VS Code 1.117 story: "Co-authored-by: Copilot" silently added to commits by default, including for code that Copilot never wrote. Microsoft reverted it in 1.119. Good. But the revert is the wrong ending to the right story. The developer anger was about consent and accuracy both valid. What did not get picked up in the discourse was the architectural question underneath: even when Copilot does write code, a git trailer tells you almost nothing useful ... ... tool existed in this editor." That is not an audit trail. I have been building LineageLens to capture provenance at insertion time before the diff ever hits git. Each insertion generates a structured record with roughly 40 fields

... Mask sensitive fields before screen sharing with scope, partial masking and page-scan controls. Screen Share Privacy Field

... objects box is to give it a SQL-like look and feel, and here is how it's structured: When you expand "DOM" and further expand any element like @a or @div, you get two items: "Scraper Fields" and "Attributes". Under "Attributes", you'll find all the standard HTML attributes for that element Under "Scraper Fields

... needed a simple answer, but nobody was available. A follow-up that slipped because the day got busy. That is the problem Scheduling Studio is being built around. Scheduling Studio is an AI-powered scheduling platform for service professionals, field teams, coaches, consultants, freelancers, and small businesses that need more than a booking link. One area we have been working on is the AI Voice Agent. Businesses can choose from multiple voices and configure the agent persona ... ... real person. Forwarded calls can be recorded and transcribed based on the business settings. Businesses can also create workflows where certain numbers bypass the AI voice agent entirely and go directly to a forwarding number. That is useful for field

... Product Hunt We built Glo Invoice because most invoicing software felt either: * too complicated, * too expensive, * or disconnected from how real service businesses actually work. Many contractors, repair shops, trucking companies, mobile technicians, freelancers, and field service teams still juggle invoices, estimates, payments, expenses, customer notes, and job tracking across multiple apps. So we decided to build one platform that combines everything into a simple mobile-first experience. What Glo Invoice Does Create professional invoices & estimates Accept payments ... ... mileage Upload photos & documents Monitor reports & business insights Manage inventory & parts Run your business from your phone We especially focused on making Glo Invoice useful for businesses that work both: * in the office * and in the field

... browser/OS version, and basic context (for example active tab URL and title for that interaction). That is it unless you opt in under  Settings Privacy  (about:preferences#privacy), where you can turn on personalization and include account fields (email, user_id, locale, opt_in_data_collection_use: true). We also  do not  use this to build ad profiles. No location history for ads, no search or browsing history sold to brokers, no interest ... ... graphs for third-party advertising. The goal is product improvement: quality, latency, bugs, and aggregate feature usage. Not selling your data. You can see side-by-side example payloads (default vs

... thing: translating the messy, chaotic reality of business processes into software that actually works. No consultant army. No 6-month implementations. Just: here's the problem, here's the fix. QuotaHack started from something I kept watching happen. Field reps the ones selling industrial equipment, construction materials, medical supplies, wholesale goods were quoting deals from memory. Not because they were careless. Because the tools built for this job cost $40,000/year and require a specialist to configure. So they ... ... SaaS demo. I've created a chrome extension version to make sure it sits next to the other tools you already use. But it's a starting point, not the destination. The bigger vision: give non-technical solopreneurs, traders, field

... thread is empty, you get a  typewriter-style rotating hint  with  example prompts  so you are not staring at a blank box. After you start chatting,  inline suggestion chips  can appear under the field. Tap one to send that prompt immediately. How to use it: Type a request and press  Enter  (or use the send control). Click a  chip  when you want a one-tap follow ... ... arrow  in the field

... Transform messy and unstructured data from a supplier or website into complete, ready-to-publish product listing drafts in seconds. Filleo AI Product Builder automates the generation of titles, descriptions, SEO fields, weight, HS codes, categories, variants, tags and much more while maintaining brand consistency. It analyzes store historical patterns to create new listings matching your existing style and SKU structures. Every field

... built iQuelo Lead Prospector to help field sales teams prospect smarter, prioritize better, and reduce the cost of selling. Instead of using disconnected tools for lead discovery, routing, and follow-up, we wanted one workflow that actually helps teams execute. Would love your feedback from the Product Hunt community. https://leadsprospector.iquelo.com ...