... GEOScore, we've noticed a lot of discussion lately about how difficult it s becoming to decode why certain pages dominate search results while others, which seem just as good, get buried.   We built the Competitors feature in GEOScore specifically to take the guesswork out of that process, changing how you approach competitor

... wrote to me who is going to relaunch a product after a year and a half. (Yes, I do not have anything to work on Friday night, don't blame me, I do not have a social life) :D Needless to say, a lot has changed on this platform in a year. He asked how he could repeat his success, because then he effortlessly gained over 200 upvotes. First of all, you need to understand that the rules have changed ... ... Featured vs

... Angelina. I m not here to "do content" or tell brand fairytales. I build marketing systems that bring order to chaos and make marketing actually move the needle, instead of just burning budget. Over the past 8+ years, I ve: 1. Built and led a 14-person content team 2. Turned SEO, PR, and brand into real lead engines 3. Helped recover organic traffic after messy Google updates 4. Integrated AI into workflows long before ChatGPT went mainstream 5. Ghostwrote ... ... work with: - Founders and CMOs with great products but messy marketing - Teams that want clarity and systems, not more "inspiration" - Companies ready to grow smarter, not louder What I help with: - Understanding your real audience and segments - Spotting what competitors

... organizing the surrounding information, rather than the prompt itself. Last week, I came to know that it's called Context Engineering. I am curious how others here approach it: How do you decide what information is essential vs noise when building AI workflows? Have you noticed cases where too much context actually weakens the model s output? Would love to know about strategies or templates that worked for you while engineering the model context. Comment from Jan Heimes(@jan_heimes ... ... ashok_nayak creator of @Needle

... everyone We re launching Needle AI Agents tomorrow! Our goal is to help teams automate processes and build AI Agents with context of their own data sources (Google Drive, Notion, Slack, etc.). I d love to hear just one and only thing... What s your biggest pain point when setting up AI workflows? We re happy to answer any questions about the tech, roadmap, or how we built it! Comment from Jan Heimes(@jan_heimes): @priyankamandal  Appreciate the message ...

... been around $2k but we had to refund some because product wasn't ready yet) In the past month I tried almost every growth tactic I could think of. Some were huge time sinks, some actually moved the needle. Writing this out so others don t waste time on the same dead ends I did. For context: My app is a no-code tool that helps non-technical people build apps. Think Cursor or Bolt .new, but way simpler ... ... extra mile: completed all the fields, did my best on the graphics, made a personalized video for PH, added a discount, and most importantly - replied to all comments INSTANTLY!! The hilarious twist: the very next day, a VC-backed competitor

... took us 3+ years to reach meaningful traction, and we were making $2k MRR in the first 2 years. Unfortunately, there's no formula to know whether you are on the right track or running a zombie. Sunk cost vs. strategic persistence. You bet with your time. 9. SaaS multiples are often fantasy, especially for smaller businesses. If you are below $1M ARR and/or have no aggressive growth potential, do not expect 7-12x multipliers. 10. Lifetime deal buyers ... ... positioned when the market had a gap. 13. Frugality is a competitive advantage, not just survival. We stayed profitable by being super frugal. This wasn't just about bootstrapping, it forced us to focus on what actually moved the needle

... probably nuance I haven t seen yet, and I m curious how other makers filter the noise. If you ve navigated this dance kept it clean, kept it effective how did you do it? What actually moved the needle for you on launch day (or the week after)? Comment from Oksana Chyketa(@oksana_ch): We re in the middle of our launch right now, and it s been a huge learning curve. Thanks for sharing this perspective ... ... Comment from Sheraz Abdul Hayee(@sheraz_abdul_hayee): This is helpful, will keep an eye on these Linkedin Boosting Favours as we prepare to launch next week. Quick question: if you had to pick one thing that moved the needle

... flagged? (We re telling folks to set up PH accounts first and leave thoughtful comments on launch day no vote-asking. Anything else to avoid, like VPNs, account history, or sudden single-burst traffic?) 3. Balancing PH-native reach vs. our own community How do you split energy between introducing your product to the PH community and activating your existing users? What tactics actually moved the needle

... system and turned the dev exhaust (tests, Git commits, CLI docs) into a free ebook. It s not theory: it documents the architecture, failures, refactors and ops decisions that made it production-ready. 5 lessons that actually moved the needle 1. Architecture > prompts. The wins came from memory, quality gates, orchestration, and service layers not better prompts . 2. Hire teams dynamically. A Recruiter AI assembles the right agent team per goal/domain; hard-coding roles doesn t scale. 3. Unify ... ... performance beyond it works on dev . 5. Load reveals truth. A load-testing shock forced pragmatic quality thresholds and better prioritization systems get smarter under stress. Questions for the community How are you deciding when to use structured vs

... replies, retweets and DMs to harvest the language your audience actually uses. 2. Rapid-fire experiments We never waited for launch day. Instead, we treated our entire buildup as a real-time lab: Email CTA swaps ( Try Chronicle Pro vs. See Cursor in action ) Slack micro-polls in our beta channel ( Which benefit would you tweet? ) Tweet thread formats (numbered list vs

... part-time drummer. About two years ago I had an idea to use AI to inspect fast food products during assembly to lower the chances of mistakes. I hit up my best friend from college and we began working. Needless to say the restaurant industry is not what we thought it was, and we decided to re-focus our efforts. Eventually after several failed attempts in the tech industry, we began working on an app we call Critify. Eight months ... ... later, we are about to launch the app. Critify is an app that can scan products for online reviews, price comparisons, alternative

... seen so much advice about partnering with well-known Hunters for your PH launch. But does it really move the needle? Anyone have real numbers or war stories? Also, how to find and approach them? Comment from fmerian(@fmerian): imho you should take into account the target audience, too. different interests, different followers. Comment from Artin Bogdanov(@artinbogdanov): @cristian_stoian_urzica why 150 KC? And what would happen PH will show it to more people? Comment from Artin Bogdanov(@artinbogdanov ...

... oversaturated. Twitter is either dead or thriving depending on who you ask. Then there are the newer approaches: building in public, community-driven growth, AI-generated content at scale. But it's hard to tell what's actually working vs what just gets talked about a lot. For solo devs with limited budgets and time, it feels like you need to pick your battles carefully. You can't be everywhere at once, but choosing wrong means missing your entire audience ... ... What's actually moving the needle

... insights without getting distracted? And once you find those ideas, how do you translate them effectively into your own product context without overcomplicating things? I d love to hear from product builders who have intentionally looked outside their direct competitors What specific problems were you trying to solve by exploring other industries? Which unrelated product or industry inspired a change in your product strategy or design? How did you test and adapt those ideas to fit your users needs without ... ... losing focus? Did this approach help you move the needle

... Comment from Matt Carroll(@catt_marroll): @taniabell  Dang, well i'll tear up this 10k a month influencer check in that case! just kidding, I really appreciate your feedback! I do think excel will always be the strongest competitor in the finance space! Comment from Matt Carroll(@catt_marroll): great feedback from both of you, thanks! i think putting the actual landing page as the landing page (vs

... been searching for a smarter way to manage and interact with my data across tools, and automate a few workflows. I have used Zapier, Make, BoostSpace, etc. in the past and they are great! However, I recently also discovered Needle when their founder reached out to me seeking feedback for their product. What I was impressed with was their API and ability to build context-aware agents. I also hunted Needle