An AI assistant that negs you
gm legends. Itâs Sunday.
This week: Amazon uploads a new personality for Alexa, why bots are stealing your clicks, how to choose between paywalls and freemium models, and what people are saying about Claude Code Review. Plus, five of our favorite launches from the past week.Â
No paywall here, legend. Enjoy.
P.S. Launching soon? Weâd love to hear about it â editorial@producthunt.co đŤś
Mindless clicks
By Nkosilathi Nyoni of Linkb.ee
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So here's what happened. We were running campaigns, watching our click metrics climb, feeling pretty good about performance. Then we started digging into where those clicks actually came from.
Half of them were bots.
Not simple ones either. Headless browsers mimicking human behavior perfectly. Selenium scripts automating clicks at scale. Click farms using mobile devices.Â
Advanced stuff. Rotating IPs, spoofing geolocation, faking mouse movements, generating realistic referrer patterns. Fingerprinting evasion. Timing tricks. Some were so good they looked completely human.
We realized most link tools just count clicks. They don't ask if those clicks are real.
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Tear down that paywall?
Youâve built a product, youâre ready to launch it, and youâre hoping to convince people to pay for it. What do you choose?
- Hard paywall
- Freemium
Chris Messina brings some new data to the convo: According to RevenueCat, the former converts 5x better than the latter. But is that the whole story? And which one is better for a Product Hunt launch?
The forum is absolutely popping as people consider the differences between mobile and desktop, where different product categories fall, and whether correlation v. causation might be in play.Â
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Build a working voice agent before lunch

AssemblyAI's new Voice Agent API turns the usual STT + LLM + TTS stack into a single WebSocket. Stream audio in, get audio back. ~1s latency, the most accurate speech recognition on the market (the kind that actually hears 16-digit order numbers), and tool calls that stay conversational instead of going silent. $4.50/hr flat. No per-token.
Most devs ship a working agent the same day.
Claude Code ReviewâŚreviews

Anthropic dropped Claude Code Review this week. Itâs a cluster of AI agents that look for bugs in codeâcode that itself has been developed by AI. Since Anthropic is getting meta, so will we. Letâs do a quick review of early user reviews on Claude Code Reviewâs launch.Â
- Jarmo Tuisk thinks this solves a real problem: âBeen building with Claude Code for months now, and the âquick skimâ problem is very real. Agents write code fast, but the subtle bugs pile up â especially when one agent changes something another agent built two weeks ago. Multi-agent review makes a lot of sense here. [Iâm] curious how it handles context across larger PRs where the full picture only emerges from reading multiple files together.â
- Roop Reddy forecasts carnage: âSeems like Caude killed a lot of code review products from YC. They may have to pivot.â
- Kostia Novofastovskyi finds it all a little too ironic (donât ya think): âSo we have AI writing the code, and now a team of AI agents reviewing the code. Are we humans just here to pay the AWS server bills now?â
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Itâs Alexa and sh*t

Amazon unleashed a new personality for its Alexa+ AI assistant on Thursday. Alexa, the sweet yet slightly monotone voice behind such classic lines as âThe current weather is 71 degreesâ and âYour next meeting is with Cynthia at 1:00,â now comes in an adults-only version.
âSassyâ Alexa curses and makes fun of you, kind of like Jeff Ross at a Comedy Central roast. If youâve always wanted a sarcastic teenager in your living room, nowâs your chance.
But before you go thinking this is like Grok, Amazon wants you to know that it doesnât do sexual content â and itâs not pulling from X threads, so hate speech shouldnât pop up.
In case you donât like being lightly mocked while getting the weather, there are other personalities you can select:Â
- Brief, if you want less talking in your life
- Chill, if you want to match the yoga (or stoner) vibe
- Sweet, if you accidentally toggled to Sassy and need to rebuild your confidence
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Every Sunday
Everything you missed this past week on Product Hunt: Top products, spicy community discourse, key trends on the site, and long-form pieces weâve recently published.
