With AI bots getting harder to detect, there s been growing discussion around platforms using biometric verification (like face scans) to confirm real users.
Cool in theory... Reddit is full of bots, fake accounts and garbage engagement. But let s be real
Hey I'm Nouman Nawaz, building in the AI compliance space.
Before I show what we made, here's what pushed us to build it, because I think a lot of founders here are sitting on the same ticking clock without knowing it.
Three founders. Three different products. Same brutal surprise.
One lost a $120K enterprise deal because procurement asked for an AI risk assessment and they had nothing ready.
I m Handuo, one of Copus s founders. We launched a version of Copus here more than a year ago. That version focuses on content creation and has since become a home for half a million Chinese fanfiction enthusiasts. This time we built a NEW Copus with a different focus: curation .
Let me start from the creator s perspective: I personally don t have a product (apart from hiring people for creative work or offering personal consultations).
But as a creator, I constantly share content, insights, and information, value that helps me build trust (for free). Based on that perceived expertise, people eventually decide to work with me (a paid service).
The EU AI Act isn't just a regulation. It's the biggest compliance liability most AI companies don't have a plan for. Here's what's coming , and how to get ahead of it: By 2026, high-risk AI systems must be:
Registered in the EU database
Fully documented with technical files Human oversight mechanisms in place Compliant with NIST RMF & ISO 42001 Most teams are doing this manually. In spreadsheets. Manual AI compliance fails because: It's slow (audits take weeks, not hours) It's inconsistent (different teams, different standards) It's invisible (no real-time risk monitoring) One missed control can trigger fines up to 30M or 6% of global revenue. AICE Compliance OS was built to fix this. One platform that: Automates EU AI Act, NIST RMF & ISO 42001 compliance Gives you real-time risk dashboards Generates audit-ready documentation automatically Less manual work. Zero compliance gaps.
If you're building or deploying AI in the EU/UK/US, you need a compliance plan now. See how AICE works http://aicepartners.com
The complete infrastructure for EU AI Act & NIST AI RMF compliance automated assessments, continuous monitoring, evidence traceability, and developer-ready SDKs. Built for teams that ship AI.
tldr: yes. Shoutouts are one of the simplest distribution levers on Product Hunt.
Shoutouts are meant to pay it forward and highlight the tools that helped you build. But beyond goodwill, they create durable distribution for your product on Product Hunt and across LLM driven discovery.
When you shout out a product during launch, it becomes a founder review on that product s page. Founder reviews sit above regular reviews and include a link to both your profile and your product. That means your product is now attached to every future visit to that product s review page, long after launch day. For example, check out @timliao s shoutout of @Framer or @guymanzur s shoutout of @Base44
I am a Computer Science student doing research into how solopreneurs and small startups create new apps and what their stack looks like. Particularly, I'm interested in how you handle things like authentication, billing, and permissions/authorization in your apps.
Let me know what you're working on below and how you're going about it -- I'd love to connect for some quick calls to learn about your product and talk about your process in building it!
