For most teams, it stops being optional the moment support volume grows faster than the team can scale. When repetitive questions start taking up the majority of agent time, response times slip, costs rise, and hiring becomes a constant reaction instead of a plan. That s usually the tipping point.

AI becomes a necessity when customers expect instant answers across channels, when agents spend more time copy-pasting than solving real problems, and when managers lose visibility because tickets pile up faster than they can be triaged. At that stage, automation isn t about replacing people, it s about keeping quality and consistency under control as the business grows.

Huge thanks to everyone who supported, tried, upvoted, or shared feedback during the launch. This community is incredible, and we re genuinely grateful for the love.
I m also happy to share anything I learned from the experience if it s helpful to others planning launches.
Congrats to all the other makers who shipped something this week

We re currently building a new capability in SuperIntern:
turning real meeting conversations into MCP-powered automation.

The idea is simple:
SuperIntern listens to the meeting, understands what people say, and then uses Model Context Protocol (MCP) to orchestrate other tools and agents.

Meow world, welcome back to The Breakpoint, a weekly thread on all things dev tools on Product Hunt.

The latest

Recent dev-first products launched on the site

I keep going back and forth on this, so I m curious how others think about it.

At what point do you start taking non-English markets seriously?

• only after you feel solid PMF in English?

• when inbound users from certain regions show up?

• by picking one market early (Japan, LatAm, etc.) and committing?

• or do you just keep pushing it off to stay focused?

New in Mockin: Job Match Score
Looking for a job as a UX/UI or Product Designer? Here's a feature that helps you save time, reduce application anxiety, and apply with confidence.
What is Job Match Score?
A feature that analyzes how well your resume aligns with any job description. We evaluate Skill Match, Domain Match, and Role and Level Match to show how closely your resume aligns with the job description.
How it works:
1. Upload your resume
2. Paste the job description
3. Get a detailed match report with strengths and gaps
4. Improve your resume directly in the Resume Builder
5. Track all analyzed jobs and focus on where you actually have strong chances
Why Mockin is different:
Built specifically for UX/UI and Product Designers, we understand your craft
I'm a designer and hiring manager myself, no compromises, only tools I would want to use
Evolving with the design community, every feature is shaped by real needs
Try it free https://mockin.work/
P.S. Your feedback makes this better.

Hi PH! :) We ve launched on Product Hunt twice now.

• Our first launch was a few months ago.

• Our second launch happened more recently.

As of today, we re at $5.1k MRR.

That didn t happen overnight.

Hey makers!

2025 has been a massive year for shipping. Whether you launched 10 products or spent the year supporting others, the hustle was real.

We ve just shipped one of our most requested features: Dark Mode for Bult.ai.

You can now work comfortably day or night with reduced eye strain and the same fast deployment experience.

What s included:
Clean and modern dark UI
Automatic theme switching
Available across the entire platform

: '

Ever asked ChatGPT about "the login system" and watched it confidently mix up three different projects?

That's memory bleed i.e. when your AI assistant can't separate your contexts. Your healthcare client's specs bleed into your fintech code.

Your Python project gets Node.js suggestions from yesterday's conversation. Your personal writing style contaminates professional emails.

Imagine taking your entire AI conversation history and context with you, across every platform you use.
That's what we've built with AI Context Flow. We already support ChatGPT, Claude, Grok, Gemini, and Perplexity. What more should we support?
Vote and drop a comment if you have specific platforms in mind. Your input directly shapes our roadmap.

Dub.co launched Partners, an affiliate marketing platform, on Product Hunt 4 months ago, and they just announced a major milestone: $10,000,000 in payouts sent to creators worldwide.

Even simple commands become a negotiation between :

intent,
interpretation,
context,
and constraints.

Interfaces aren t static ,
they re conversational.

Most developers who work with calendars eventually hit the same strange bug. Someone subscribes to your ICS feed. Everything looks fine. Then a day or two later nothing updates. Events go missing. Times drift. Outlook users swear the feed is frozen. Google polls whenever it feels like it. Apple refreshes until it doesn t.

You debug your code. You check the ICS. You regenerate the file. You wonder if you broke SEQUENCE again.

None of it fixes the problem.

Hey Product Hunt

We just launched a Christmas-limited plan for SuperIntern: 90% off your first month, available until Dec 25, PST.

Managing a hybrid team shouldn't require 5 different apps. You have one tool for time tracking. One for tasks. Another for chat. And zero clue how your team is actually feeling. The fragmentation is killing your productivity.

Meet Asa.Team. We've built the first "Workplace OS" that combines hard metrics (time & tasks) with soft management (wellness & culture). Everything your team needs, in one unified dashboard.

Hey PH!

We just shipped something we've been wanting forever: Email Design Checker

We just launched CogniMemo an AI memory layer that lets your tools remember who you are, what you do, and what matters.
Now I d love your real feedback.

What s the FIRST thing that confused you?
What feels magical?
What feels unnecessary?
What would make you use this daily?

Drop any thoughts even 1 sentence helps us improve fast.
Thank you

#producthunt #feedback #AI #memory #cognimemo #buildinpublic

Real-time session status monitoring inspired by claude-squad. Track Claude Code sessions with visual indicators in the sidebar.

https://www.solhun.com/changelog

The old sequence looks like this:

Profile Paywall Lost in a Catalog Investor List Cold Outreach

It s a storefront, not a strategy.

Platforms like Fundable has no personalized matching,

BOOM! Expense management startup @Ramp acqui-hired @Jolt AI to "help its engineers build faster."

@karimatiyeh on X:

"Build faster." Yep, that about sums it up. We want Ramp engineers to be as productive as possible, firing on all cylinders. Jolt is pushing us even further in that direction. High. Speed. Development. Velocity. That's the move here.

A new version is about to drop with a ton of new features. Stay tuned!

One of the biggest blockers to building agents is getting the data 'agent-ready'. Teams spend months building pipelines, wiring up sources, cleaning data, and centralizing it - before an agent can even ask its first question.
Pylar now does this out of the box.
We re source-agnostic. Whether your data lives across multiple databases and warehouses (Supabase, Snowflake, MySQL, etc.), you can connect one or many instantly, no re-architecture required.
If you don't have a warehouse yet, we ve got you covered. Pylar ships with 100+ built-in integrations across marketing tools, CRMs, support platforms, product databases, and billing systems. Data comes in cleaned, transformed, and centralized, ready for agents to work with.
Next up is agent views - once you've connected to your sources, you can write SQL across or within to create precise, sanitized, sandboxed views purpose built for specific agents.
Agents don t roam your databases arbitrarily. You deterministically scope exactly what fields they can access, so they do their job well, without hallucinating or giving you different answers for the same/similar questions.
Give it a try and let me know what you think!

Huge thanks for the love, sharp questions, and thoughtful feedback. For us this wasn t a threw it together in a month launch. Mujo AI is years of work by people who believe product cards for marketplaces can be fast, beautiful, and scalable.

Under the hood it s agents, pipelines, our own tables and templates a lot of machinery. We worked hard so all that complexity feels like a simple Generate button and the output is ready for production.

I juggle Claude Code, Gemini CLI, and Codex daily. Here's what actually works:

• The secret is context engineering feed AI code that works, it writes code that works

• Use open-source aggressively. Load proven repos with /add-dir as context

• Debugging servers? Let AI call your APIs directly it catches errors in real-time, not you describing symptoms for hours

• Stuck with one agent? Switch mid-task without losing context