Officially launched Riftur on Product Hunt!!
Hey everyone! We just launched Riftur on Product Hunt today 🚀 Riftur is a tool that helps you compare any two documents and instantly spot what’s missing, misaligned, or only partially addressed. Whether you're working on proposals, audits, compliance checklists, internal docs, or even essays and rubrics, it highlights the gaps so you don’t have to go line-by-line. We built it because so many...


We’re launching Riftur soon! An AI tool for gap analysis. Early feedback welcome! 🚀
Hey PH community! We’re preparing to launch Riftur, an AI tool within the gap analysis space that helps you compare two documents and instantly see what’s missing, incomplete, or inconsistent. It’s designed for anyone who works with requirements vs. deliverables — proposals, audits, compliance matrices, education materials, internal SOPs, etc. We’ll be going live on Product Hunt soon, but...
Gap analysis is everywhere… so why does it feel stuck in 1998?
Hey everyone 👋! Over the past few months, I’ve been digging deep into how organizations across all kinds of industries handle compliance and operational readiness, everything from regulatory frameworks to internal audits, quality programs, policy requirements, certifications, and vendor assessments. The more teams we talked to, the more obvious it became that gap analysis is still painfully...

👻 Ever wondered what it would look like to have an AI Copilot for Red Team Operator?
We’ve been tinkering with this idea for a while and built Phantomshift! We just published a breakdown — with a full demo video — showing how it plays out in the Recon phase of a red team mission. Instead of spitting out canned “try sudo -l” advice, the AI stays in your terminal, tracks what you’ve already done, and nudges you toward the next logical move. It’s weirdly fun watching it act more...



My best operator on my team doesn't sleep....
You’re midway through a pentest. Recon’s wrapped, two privilege escalation paths have failed. You flip over to ChatGPT hoping for something useful—and it spits out the usual suspects: SUID binaries, kernel exploits, weak folder perms. It doesn’t know your host, it doesn’t know your tools, it doesn’t know what phase you’re in, and that’s the real problem. We asked: what would it take to build an...
Hey I am Sophie - From engineer to traction nerd 🚀🔍
Hey everyone! 👋, I started out as a software engineer with a background in computer engineering, but somewhere along the way I realized I was just as excited about people as I was about tech! That curiosity led me into customer development, early traction work, and helping shape ideas into things real users actually want. I’m especially into cybersecurity, rapid prototyping, AI/ML, and...
