... leadership." Copy, paste, post. Zero lived experience, zero original thought. It's just AI slop in a blazer. AI-written emails to people who matter. Your client can tell. Not because the grammar's off because the warmth is. VS GOOD AI JUDGEMENT Using AI to actually look at what a candidate did. Not keyword-matching a CV pulling apart their portfolio, cross-referencing their claims. You still decide. You just decide better. Using AI to draft, then making ... ... students. Approach the findings with a grain of salt of course, as this is a self selected sample at the end of the day rather than a peer review paper, but in a world where we have very limited quantifiable

... drafted change-order email you review before sending. Before I put real time into this, I want to sanity check it with people who've actually run agencies or dealt with scope creep firsthand. Is this a recurring, quantifiable cost for you, or something people grumble about without it ever really hitting the P&L? Would you pay monthly for a tool that reliably caught it, or would it just become one more dashboard to ignore? And is email ...

... made this tool called the Cash Flow risk simulator, from the very obvious name you can tell what it does, it basically takes simple financial records whether tangible or intangible, and quantifies the probability of failure. As a business owner the thought of your business failing is always something that looms overhead of founders alike. With my tool you can better understand the risk of failure, how much runway you have, and how to optimize for the lowest chance ... ... treating every signal as equally trustworthy, because a founder trusting a wrong number is worse than a founder knowing to double check it. Curious if you have thought about a live version that updates as actual numbers come in, versus

... asking users for feedback right after they achieve a small win with the product works best. Instead of asking for a generic "review," we ask: "What problem did this solve for you today?" That usually gives us a specific, quantifiable sentence rather than just "Great tool!" Also, before moving to Trustpilot or G2, embedding real DMs/tweets with permission directly on the landing page has been one of the strongest social proofs for us. Best of luck with your Chrome extension ...

... startup in Kolkata came across two fresher profiles for the same role. Same year of graduation. Similar coursework. On paper, nearly identical. Candidate A had a beautifully designed two-page resume. Every section polished. Every skill listed. Every achievement quantified. The kind of resume that looks like it took hours to format. Candidate B had a simple resume. Nothing fancy. But alongside it, there was a profile. Not a beautifully designed personal website. Just real work, laid out clearly. Projects ... ... would hold their attention for twenty minutes instead of forty seconds. That is the entire premise. Not where you've worked. What you've built. The Real Answer Is Not Either/Or In 2026, the strongest combination is not resume versus

... past 3 months, I ve been building a LinkedIn extension that tracks activity and helps users avoid getting restricted or flagged by LinkedIn by quantifying their actions over time. It s based on a problem I ve experienced myself, and (as bad as this might sound) I m hoping I m not the only one who has this problem. The product isn t fully finished yet, but the core functionality is already working well enough to serve ... ... clarify which user you are protecting. flavor 1: the active recruiter or BD person whose income depends on LinkedIn volume. for them the differentiator is hard safety rails (rate quantification, daily caps, warning state). they will pay because the alternative

... clicks, that's what moves trust from "interesting demo" to "I'll actually use this on a live deal." Diligence and portfolio monitoring feel like the best near-term fit, since the cost of a mistake is immediate and quantifiable. Comment from Michael Zorez(@michael_zorez): @arunabh_dastidar Congratulations on the launch! I ve worked on similar approaches through AI in the past and I can fully support the point that AI investment output that looks good at first glance ...

... tool; they buy the work being done. RFS #11 SaaS Challengers. Intercom is the legacy support stack. We're rebuilding it from the ground up as an AI-native suite. The 10 100x software production cost collapse is quantifiable for us: Lead engineer cost: ~$200/mo (Max's API calls) Customer price: $29/mo Comparable Intercom + Fin AI setup: $1,000+/mo A 30 50x structural unit-economics advantage. Not marketing different cost structure. The new model we're proving: solo human ...

... thought we knew We assumed enterprise customers wanted the same things as our small business users, just more of it. More security. More control. More features. We never talked to them. We read blog posts. We looked at competitor pricing pages. We guessed. Here's what we missed: Procurement cycles. Enterprise deals take 6-12 months. We had 30-day sales cycles. We weren't built for that. Security reviews. We needed SOC2. We didn't have it. Customers asked ... ... using. They "sounded interested." That's not the same thing. Your rule "no enterprise features until someone pays first, not asks" is exactly right, and it applies to every feature at every tier. The 47 API rate limit requests vs

... saves money on wages but destroys immense value in security, customer recognition, and service quality (1:05-2:13). Quantification Bias: Businesses are destroying long-term value because finance departments can easily measure cost savings, but struggle to quantify intangible value like trust or the human element in service (9:16-10:00). Marketing vs

... project management tool for remote design teams. Here's exactly how we work." Feature lists Problem-solution paragraphs Vague benefits Specific outcomes Lesson #2: AI Loves Comparisons Even If You Lose This one hurt. I avoided mentioning competitors. Why give them free airtime? Wrong move. Every AI answer about your category includes comparisons. Always. If you don't provide the comparison, AI finds someone who does and that someone might be your competitor

... toward churn hidden revenue leaks accounts ready for expansion The idea is simple: understand what s happening with your revenue in minutes instead of hours. Time from onboarding to value = 2 3 mins. And the value itself is measurable, quantifiable. We are launching on March 18 (9:00 CET) . If you re curious, here s the launch page Feedback is very welcome. And support on launch day would mean ...

... about your commute below. Comment from Mhastar(@mhastar01): This is a fascinating concept! You're right, the commute is a huge, un-optimized part of the day for so many of us. I love the idea of applying the "quantified self" approach to driving. Here's my honest feedback on your questions: PRIVACY TRADE-OFF: "Always On" GPS is a huge ask. I'd start with a manual "start/stop trip" mode to let users see the value first. Trust ... ... leaderboards...I'd chase that $4 commute win. Leaderboard feels like a fun flex, not stress...top 5% rewards sound legit. Key metric for me: Breakdown of savings by habit (e.g., "braking cost you $1.20") vs

... many options, no one wants to pick and be wrong Starting from scratch - Every meetup requires the same exhausting process What We Built: Instant midpoint preview - Drop locations, see results in seconds (no signup required to try) Fairness scoring - Quantified travel equity so everyone knows it's fair (our avg user: 87% fairness) Guest links - Your friends don't need accounts. Zero friction invites. Analytics - See time saved, fairness trends, and coordination stats Who it's for: Friend groups tired ...

... source Figma-to-React automation tool that focuses on what happens after code generation . Instead of stopping at static output, CodeRio runs the generated project, captures real screenshots, and compares them with the original Figma design. Visual differences are quantified, visual reports are generated, and the system can iteratively optimize layout and styles. GitHub: https://github.com/MigoXLab/code... What CodeRio does Extracts structured design information from Figma Generates production-oriented React + TypeScript + Tailwind CSS projects Runs a real dev server ...

... score based on coverage, pressure, motion, and timing so you always know how well you brushed. FSB (Fully Smart Brushing) Technology BrushO analyzes brushing angles, pressure, zone coverage and guides you toward healthier habits. Rich habit tracking Morning vs. night performance, pressure history, missed zones all fully visualized. Smart LED Ring Feedback Real-time pressure guidance to protect your gums. 45-day battery + wireless charging Travel-friendly and long-lasting. Why we built BrushO Good habits shouldn t be complicated ... ... BrushO helps you build them with simple, actionable insights and makes oral care feel a little more futuristic. Would love your feedback If you re into smart devices, health tech, or quantified

... made us realize we had it backwards. You can't provide effective suggestions without getting accurate measurements first. What makes a PR too large ? When is the context-switching too much ? You can t improve something you can t quantify. So, we created "Weave Hours." Think of them as expert engineer hours. We scan every PR and determine how long it should take an expert engineer (i.e., 5+ years at a top tech company, deeply familiar with the codebase ... ... their craft, it can give insights that actually improve it. Why It Matters Because of AI, we're witnessing the most significant productivity shift in software engineering history. That s what the hype says, at least. But our data quantifiably

... identify: Which countries/regions have higher visitor conversion rates Which traffic sources are worth additional budget promotion Which markets have potential opportunities but have not yet been penetrated This makes cross-border marketing budgets more controllable and delivery effects more quantifiable. 5. Implementation tool recommendation There are many IP identification and detection tools suitable for cross-border e-commerce on the market: IPING : Provides global multi-node Ping test, suitable for verifying whether overseas customer sites can be stably accessed IPNews ...

... more signal at that point. To answer your question however, I used to use an Apple Watch for sleep tracking (and still do occasionally). I had not seen Andrej Karpathy's post but had looked at The Quantified Scientist . Based on his experiments the Apple Watch performed pretty well, but not great. It does seem however that the Apple Watch has one of the best heart rate sensors as far as wrist devices go, which is great for the heart ... ... Comment from Nika(@busmark_w_nika): How precise are all of those health trackers e.g. calorie burners and those apps that reckon approx weight lost? Because even when I do any activity, it doesn't count conditions (hot room vs

... done at faster pace etc. This is something that the founders need to determine, but can significantly ease the decision process, even though it is never accurate. Comment from Nika(@busmark_w_nika): @didiervanh  well, but can we quantify somehow the turnaround or profit? Like when would you hire? When you have 5X of your profit or 10x of your profit? Comment from danzaitsev(@danzaitsev): Well, many solo founders start by side hustling alongside their regular job until they ... ... companies. A very well-defined detailed roadmap and strategy for at least the next 6 months is required in my view (of course longer term as well, but this will be less detailed). This way, the predicted output is quantified

... working on a Cloud Detection & Response (CDR) platform to tackle challenges like alert prioritization and actionable threat metrics to help cybersecurity analysts who work in the cloud. I ve built an interactive mockup of one key feature quantified threat metrics and I m collecting feedback via a brief survey.  Mockup & Survey Link: https://em7aarpywn7.typeform.com... Would love to hear your insights! Let me know how it resonates with your needs ...