We just wrapped the Orbit Awards for AI Dictation and now we re moving to the next category: AI Automation.

This one is for the tools that actually do work for you clearing chores, running workflows in the background, or quietly taking over a chunk of your week without turning into another dashboard you have to babysit.

@Mnexium AI Now supports all three major AI providers!

OpenAI ChatGPT models

Anthropic Claude Models

Marketing reports in 2026 don t have to be a chore. With ZapDigits, you can build marketing reports faster, use our drag & drop editor to arrange charts and metrics exactly how you want, and get co-pilot support to make reporting smarter. Share client-ready reports with a single link, spend less time on repetetive tasks, and enjoy our new catagorized sidebar and improved dashboards that make tracking and presenting data easier than ever.

With our latest ZapDigits update, you can:

• Build marketing reports faster

• Use Drag & Drop Editor

• Use AI Co-pilot support

• Share client-ready reports with a single link

• Spend less time on repetetive reporting tasks

• New catagorized sidebar

• Improved dashboards

At the beginning, my reason was very simple: I needed a job and I genuinely liked the product.

I graduated with a Marketing degree, but I never felt like I belonged in agencies or similar environments. It just wasn t for me. At the same time, I didn t have much experience in tech either. So I took a leap of faith and applied for a Customer Support role, almost blindly.

The early days were tough. I had no technical background, no real understanding of how apps were built, and everything felt overwhelming. But the product itself became my motivation. I started from the most basic things: learning simple technical terms, understanding how an app is structured, and slowly exploring how everything works behind the scenes.

Most people love vibe coding until the app grows.

At some point, prompts stop being enough and everything starts to break:
features clash, logic leaks everywhere, and just ship it turns into rewrites.

Every AI builder eventually hits the same wall:

the AI builds fast, but it doesn t understand the product.

Hey all,

15 years ago I wrote an article about the rise of a more social web for Huff Post.

This release doesn t add content - it sharpens the chaos.

What s new in v1.1:

• Improved pixel font + larger text for better readability

• Visible mute toggle on home & header (DMCA-safe for streamers)

• New Progressive mode: starts at 20 buttons, adds 15 each round

• Clearer win screen with sarcastic stat microcopy + bigger NEXT ROUND

• Share your shame helper text for easier bragging/suffering

• Short descriptions for modes & difficulty (no instructions, just vibes)

• Explicit disclaimer: this game is intentionally chaotic and unfair

• Per-round variation (movement, timing, micro layouts) without new mechanics

• Faster feedback (75ms transitions) no animations blocking clicks

• Better dark-mode visibility for button numbers

If you played earlier and felt confused in the bad way, v1.1 should feel confusing in the right way.

PRFlow doesn t just comment on a PR.
It explains why something matters.

It s an AI agent that reviews GitHub pull requests
and lets you chat with it about the logic behind each suggestion.

That turns review from a checklist
into a conversation about the code.

We built it so teams can move faster
without losing understanding.

According to @Supabase's State of Startups 2025, founders follow newsletters like TLDR. 

ICYMI Product Hunt isn t just a launch platform. It s also a collective of newsletters. 

With Android coming next, Filo will work across iOS, macOS, Windows, and Android, with the same workflow and the same brain everywhere you open your inbox.

Our north star is still the same: Never miss what matters.

Not by throwing more notifications at you, but by making sure the important things naturally rise to the top, while the noise stays out of your way.

There are plenty of tools that seem useful on paper, yet something makes us close the tab instantly.

Sometimes it s pricing, sometimes messaging, sometimes the onboarding feels unclear.

Often it s a gut feeling that s hard to explain.

The idea is simple: pick a vibe upload a selfie get a consistent pack of share-worthy pics in minutes.

Works great for: profile pics, dating apps, UGC, new year / glow up content, and just having fun.

There s a Free plan, so you can try it instantly.

MUJO Photoshoot is also part of MUJO an AI Visual Studio, where we re building more mini-apps for social + ecommerce.

1. Startup founders get lost in legal, accounting, and administrative tasks after incorporation, leading to stress and risks due to the lack of a clear, step-by-step plan.

2. The owner of a relaunched bar on the French coast cannot attract an audience in the evening due to the legacy of its past format (nightclub) and its isolated location.

Proximity Lock System ranked #4 Product of the Day on Nov 15, really grateful for the support and feedback.

Building this CLI reinforced how much people still value simple, reliable tools that quietly do one thing well.

This was the second launch of Proximity Lock, and I m continuing to iterate based on real usage feedback.

Bult.ai lets you deploy production-ready databases with automated backups and monitoring directly from the Canvas UI using built-in templates or custom images.

Supported out of the box:
PostgreSQL
MySQL
Redis for caching and queues
MongoDB
500+ additional databases available from Docker Hub

Example: Deploy PostgreSQL
Select the PostgreSQL template
Choose compute size and volume
Click Create and get a ready-to-use connection string

No manual server setup. No DevOps overhead.
Databases ready in minutes.

We often see launch posts, milestones, and success stories.
What we don t see as much are honest breakdowns of products that quietly stalled or failed.

I feel there s a lot of learning hidden there about timing, assumptions, and trade-offs.

LinkedIn officially shared the job titles that started appearing more often, and with the rise of AI, the market is restructuring.

The actual top 10 roles that have seen the biggest rise in listings (in the U.S.) are:

1. AI engineers Engineers developing and implementing AI models that perform complex tasks

2. AI consultants and strategists - Helping organisations plan and implement AI technologies to improve operations

3. New home sales specialists Which sounds like a rebranding or real estate agent

4. Data annotators Labelling and reviewing data for AI projects

5. AI/ML researchers Designing new AI models and systems

6. Healthcare reimbursement specialists Ensuring healthcare providers are getting correct and timely payments

7. Strategic advisors and independent consultants Which seems like a pretty broad-ranging segment

8. Advertising sales specialists You re reading a marketing blog, I assume you know this one

9. Founders Not sure this can be listed as a job title in itself, but LinkedIn s keen to highlight how people are shifting to their own businesses

10. Sales executives

Today, I read in the news that OpenAI is considering "expanding its data footprint" and possibly buying Pinterest, as there is a lot of data on it just for the sake of users finding inspiration (which can be key for purchase decision making and understanding personas Pinterest has 600M+ users).

I also take into account how Pinterest started to resent the proliferation of AI content there users do not like it so much (as far as I know, OpenAI also wants to have its own social network, and Sora curation is a bit reminiscent of that)

Most AI apps eventually hit the same wall. They forget users unless you build a ton of infrastructure first. This means every AI dev eventually will end up building this infra to provide the best user experience needs for their agent and app.

What rolling your own really means:

• Vector DBs + embeddings + tuning

• Extracting memories from conversations (and resolving conflicts)

• Designing user profile schemas and keeping them in sync

• Managing long chat history + summarization pipelines

• Juggling different formats across OpenAI, Claude, etc.

• Hosting, scaling, backups, monitoring

Many products start as experiments built at night or on weekends.

At first, there s no pressure just curiosity and momentum.

But at some point, expectations creep in: users, revenue goals, support, roadmap decisions.

Big one this week: Shareable Travel Stats (from timeline)
Want a "countries I've been to" map?

I ve been so heads-down building, I completely lost track of the calendar. I woke up this morning, checked my notifications, and realized Datastripes Lens is live on Product Hunt... and it s actually going super well!

If you haven't seen it yet, Datastripes Lens is your personal data analyst, right in your browser.

1. Recently, several small bloggers have talked about ProblemHunt: a few from the USA, a few from Spain, and one from France. And we noticed an obvious thing: traffic from these countries, although not much, has started to grow.

2. But the most important thing is that people from these countries have started sharing problems more actively. For example, in the last month alone, France has already submitted 4 problems, three of which were published yesterday and today.

One memory across 30+ agents

Switching between different AI models should not force you to endlessly repeat your information again and again.

We decided 2025 would be the last year that people spend 5+ hours/week in endless context repetition loops. Hence emerged AI Context Flow, #1 product of the day with ~2000 users now!

But 2026 is going to be even better. Today, I'm excited to announce our biggest update yet: Pluto (can you guess the wordplay here? )

I'm not actually a user of these glasses, but I'm always interested in what's new, and I have to say that Meta is really putting a lot into this project.

For 2026, it comes with the following:

Glasses are not full AR, but Meta's first with a heads-up display