Hey everyone, David here. Founder of BuiltDiffernt.

I appreciate the hype of AI in the past few years has produced many a "useless" product at least, in my world that being the world of sales-tech.

Hey everyone!

I'm Danish, a software engineer with an MSc from the University of Manchester. For the past 6 months I've been building NeuralShield, a desktop AI research engine for professionals who handle confidential data.

The core idea: lawyers, doctors, and analysts need AI but cannot risk sending client data to cloud servers. A federal judge recently ruled that using cloud AI destroys attorney-client privilege. NeuralShield runs everything locally.
When you ask a question, it decomposes it into sub-queries, detects the professional domain, searches the web in parallel, and verifies every claim through 5 layers before the model generates anything. Every answer comes back with inline citations. All from a local model running on your own hardware.

Upload a legal contract and ask about a specific clause. Upload a medical guideline and ask about a treatment protocol. The system understands document structure and returns section-level answers.

The other day a small DTC founder DM d me:
Revenue looks fine on Shopify, but every month I stare at the numbers and still don t know if I actually made money.
He sent me 2 files:
Shopify Orders CSV
His own COGS spreadsheet (SKU, unit cost)
His routine looked very familiar:
Print Shopify revenue
Open 2 3 Excel files
Manually subtract COGS, ad spend, shipping, random fees
Stay up late, end up with a profit number he doesn t really trust
I asked him to try Okiela the way it is today:
Upload the Shopify Orders CSV
Import his COGS sheet
Add a few big cost buckets (ads, payroll, apps)
Maybe 30 seconds later, the dashboard showed:
The SKUs that are actually paying the bills
Two best sellers that are basically breakeven once all costs are in
A bunch of small fees adding up to a bit over 10% of revenue
He opened the AI chat on the side and asked:
What should I fix first?
The AI didn t give a TED talk.
It just said things like:
These SKUs can handle a small price increase
This one has been unprofitable for 3 months even with decent ROAS
Shipping to these regions is way more expensive than the rest
His reply was: I don t need another shiny dashboard. I just need something that tells me what s feeding me and what s bleeding me.
That s pretty much what Okiela does right now.
Nothing fancy:
Take your Shopify Orders export
Add COGS and a few main costs
Show you SKU level profit and a couple of straightforward moves
The bigger stuff is still in the oven, so I d rather earn trust with this first.
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#buildinpublic #analytics #data #shopify #ecommerce #saas #solofounder #okiela
*(Note: illustrative image)

Hey Product Hunt community!

I'm a solo maker from Sweden, currently building agentfarm.se. I ve spent the last few months exploring how to make AI agents more accessible and secure for businesses.

I'm a big fan of rapid iteration (yay vibe coding!), but I'm now focusing on the infrastructure needed to actually run these agents reliably and locally. To be honest, I don't have all the answers yet. I see this as a collective exploration into how we ll actually work with AI in the near future.

I m launching tomorrow (Tuesday!), but I m looking for more than just upvotes. I m looking for beta operators curious builders who want to test the limits of these agents with me and help shape the roadmap.

Hey Product Hunt!

I'm Jun Young, AI Product Manager.

For the past 2+ years, I ve been building this project nights and weekends.
It started from frustration with existing CMS platforms - I appreciated tools like WordPress, but I didn t want to deal with legacy code, performance trade-offs, and architectural decisions made over a decade ago.

So I decided to build a modern alternative.

Right now I m in the final pre-launch sprint:

I help organizations be discovered, cited, and trusted in the AI search era where answers are generated by ChatGPT, Gemini, Copilot, Claude, Perplexity, and other AI systems.

I m the Founder of NeuralBubble the Global AI Visibility Engine.

At NeuralBubble, we built an AI Visibility Infrastructure platform focused on GEO (Generative Engine Optimization). Our system analyzes AI-ready artifacts, structured signals, and citation patterns using proprietary indices the GEO Readiness Index (GRI) and Artifact Coverage Index (ACI) combined with AI-assisted confidence scoring (semantic richness + intent clarity) to generate actionable Confidence Reports.

With 20+ years of business development, sales, and marketing leadership across Asia, I bridge strategy, storytelling, and practical AI execution.

Hey, I'm Sophia. I'm doing growth for an AI research tool called Otio: 200k users, small team, no idea what I'm doing half the time.

I'm not a developer. I didn't build the product. I'm the one trying to get it in front of the right people and then figure out why users stay/leave.

Solving procrastination with real human accountability: we re two people building Focido, a mobile app for the moment you look at a task and freeze.

What procrastinators are up against

Procrastination usually isn t laziness , it s a coping response to stress, fear of failing, or a task that feels too big and fuzzy.
Then the loop hits: you delay, you feel guilty, anxiety spikes, and starting gets even harder.

How Focido helps

I'm Vihaan Kodiganti, a young solo developer from Virginia building after school.

I created LeoIgnite because I wanted a better kind of emotional support. One that actually feels like talking to a real friend. Inspired by Leo Valdez from Percy Jackson, Leo is a warm, witty, and lightly chaotic repair boy who lives in a cozy inventor workshop.

He offers unlimited messages with no paywall, real memory of your conversations, mood awareness, and three distinct modes (Normal, Chaos, and Story). Instead of generic responses, he helps teens navigate school stress, friendship drama, late-night overthinking, and motivation struggles with genuine personality and practical support.

Still very early, but built with care. Would genuinely appreciate your honest feedback and upvotes as I continue improving him.