Per-agent? Per-seat? Per-query? Usage-based? Flat rate?

I've changed my pricing model 4 times in 12 months. Not because

I wanted to. Because the market kept telling me I was wrong and

I kept not listening fast enough.

There's a pattern on LinkedIn right now that's hard to miss. Every other post opens with a one-line hook, follows a numbered list, and ends with "What would you add?" You can tell within two sentences whether someone used AI or not.

The problem isn't AI writing it's that most AI tools have no idea who you are. They generate from a blank slate every time.

Hey everyone

We re building Tingu an early-stage app focused on making Indian regional language learning simpler, practical, and fun.

Hey Product Hunt community! My name is Sameer, and I m a college fresher sitting in my dorm room with a massive vision but literally zero dollars in my bank account. Living on campus, I constantly see our favorite local cafes completely drowning during the morning and lunch rush. They miss phone calls, waitstaff get overwhelmed, and customers get ignored. Even worse, when these shops try to send us text-based WhatsApp updates to get us to come back, almost all of us just mute them unseen.

I wanted to give these local spots a superpower, so I dreamed up RestoAI an all-in-one autonomous dining concierge and creative CRM!

Here is the exact vision of how it works: Instead of a boring paper menu, we install low-cost tablets at every table where an AI handles everything. Customers don't just scroll; they can actually talk to a "Craving Decoder" and say something like "Give me something warm, spicy, and low-carb for a rainy day," and the AI instantly pairs the perfect dish! It completely obliterates the language barrier for international tourists using a "Fluid Language Matrix" that instantly translates their native tongue straight into the kitchen staff's language. To make it the ultimate family spot, it even generates custom, interactive digital storybooks on the screen to keep restless kids entertained while they wait for their food! and like if u have a tourist it rather than a language arrier which is most a big problem can solve that they simply have to select their language and it convo with them in their own language and whats the c CATCH HERE . IF U CAN RELATE MOSTLY SOME FOREINGER are usually come to a hotel or somewhere to try something special and unique related to that region or country so this ai can suggest and talk with them in their language and can stop that barrier . and APART FROM JUST BEING A FORMAL TOOL it can also answer someother things like if a normal tourist ask about like while sitting i also want to know about the route or something local area how to get there . this tool can also help with that to them ........ and connect with them when they go home and like not only telling people or update them with offer giving free dish receipe like a foreigner went home . and want to try out something unique the same dish this ai can simply interact and give them receipe and steps how to make their fav dish ....... and tell them when u come back with your family let us know and all this thingssss .....

For the marketing side, we are completely killing boring text spam. RestoAI tracks customer patterns and generates actual interactive experiences. For example, on Valentine's Day, it auto-generates a cute, personalized presentation link celebrating a couple's relationship history that a customer can send to their partner, with a premium restaurant booking voucher beautifully embedded on the final slide! Plus, if a cafe has a super slow Tuesday afternoon or over-ordered an ingredient, the AI automatically designs and launches local social media ads to pull hungry people nearby straight through the door.

Hey! Built Clarity solo in 48 hours. It tracks how much time you actually lose to social media on desktop in real time. No account. No data leaves your device. Free. Would love feedback from this community
https://www.producthunt.com/prod...

Hey everyone

Quick update on VertoX.

We ve made a lot of progress on the backend and core systems. We re building our own open-source ASR NMT TTS pipeline and aiming for ~1 second real-time translation.

Right now, we support 17 output languages and 10 input languages, with plans to expand further.

Something we noticed with publishers, content teams, and marketers - there is a very common blind spot in how digital documents get measured.
Nobody really knows which pages held attention, which sections got skipped, or where most readers actually stopped. The production effort was real. The feedback loop was not.

We spent a lot of time sitting with that problem. The question was not "how do we add analytics" - it was "what would actually help an editor or content lead make a better decision before the next edition?"
What we landed on: page-level data has to be specific enough to act on. Knowing that your document had 400 views is not actionable. Knowing that 60% of readers dropped off at page 4, and that page 4 happens to be the densest text page in the document - that is something you can work with.
That thinking shaped how we built this into ZenFlip. The goal was not a dashboard full of numbers. It was a clear answer to the question: what should we do differently next time?

I ve been running Mazori on itself for the past few days, and here s the feedback so far
181 emails sent autonomously by agents
11 responses total 5 positive, 6 negative
4 tenants signed up for the Starter Pack
Attaching a few screenshots below. Every action taken by either an agent or a human is fully audited and traceable.
One example: the Inbound Message Agent detected a negative response and automatically added the contact to the do-not-contact list.
Another: the Lead Scorer Agent deprioritized a prospect after identifying a vertical mismatch.
This is the core idea behind Mazori specialized agents collaborating across the sales and marketing workflow, while humans stay in control with governance, auditability, and review built in.
If you re a small business juggling multiple tools for prospecting, enrichment, scoring, and outreach, give Mazori a try with the free Starter Pack. Setup takes less than 2 minutes.
No credit card. No long-term contracts. No commitments.

This morning I finished wiring Google Ads conversion tracking trial_start firing server-side, bidding optimized for trials, the whole thing.

Then a new user signed up. And I couldn't tell you where they came from.

Not because GA4 didn't know. It did. But because our users table has no UTM columns.