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Rerun

The easiest way to build AI agents for all your tasks

Tech
Marketing automation
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Hunted byClément JanssensClément Janssens

Most AI agents are black boxes. Rerun isn't. Build no-code agents that run 24/7, chasing invoices, qualifying leads, clearing your inbox, and watch every step in real time. They pause for approval before anything sensitive. Each workspace gets its own private server. Start with the included model, or connect your own API key or subscription

Top comment

Hey Product Hunt 👋 I'm Clément, founder of Rerun. We built Rerun because every "AI agent" tool felt like a black box. You fire it off and just hope it did the right thing. We wanted agents you could actually watch work, step by step, that pause before doing anything sensitive. Rerun lets you build no-code AI agents that run 24/7 (chasing invoices, qualifying leads, clearing your inbox), connected to the tools you already use. Live dashboards show every run, token, and decision. Each workspace gets its own private server, no shared tenancy. We'll be here all day. We'd genuinely love your feedback, questions, and ideas on what to automate next.

Comment highlights

Real-time step logs, approval gates, and a private server per workspace make always-on agents much easier to trust. Could teams set per-agent token budgets or automatic stop thresholds so a looping workflow cannot burn through connected model credits?

the live dashboard showing every run/token/decision is the part I'd actually use daily, most agent tools just give you a final log line and nothing in between. how configurable is the 'pause for approval on anything sensitive' rule - is that a fixed list of action types you ship with, or can you define per-workflow what counts as sensitive for your own use case?

I feel like debugging AI agents is becoming as important as building them. Have you found that users spend more time creating agents or understanding why they failed?

the pause for approval before anything sensitive part is the right call. i live in coding agents all day and the failure mode is never the work, it's the thing it does confidently that you didn't want. how do you decide what counts as sensitive, is that configurable per agent?

Real-time visibility is a huge plus here, love that. One thing I'd love is the ability to set custom approval thresholds per agent, so something like "auto-approve invoices under $500 but ping me for anything above that." Would save a lot of clicks on the routine stuff while still keeping the safety net for the bigger decisions.

One thing that would really help me trust the agents even more is a simple replay button for past runs, so I can scrub through and see exactly what decisions were made when something went sideways. Live monitoring is great, but most of my debugging happens after the fact and right now I'd have to dig through logs to piece it together. A timeline-style playback view per run would make audits and post-mortems so much easier.

honestly the real-time step view is genuinely cool, but i think a simple way to export the full run log as csv or json would be super useful for auditing later on

honestly the live step viewer sounds super useful for debugging agents. one thing i'd love is the ability to rewind and replay a specific portion of an agent run instead of just watching it forward, especially when something weird happens and you wanna trace back what triggered it

The live step viewing is genuinely useful, way more transparent than other agent builders I've tried. One thing that would seal the deal for me is a simple test mode where I can replay a past run with tweaked inputs, so I can fine tune prompts without spinning up real tasks each time.

Love that I can actually see what the agent is doing in real time, that's the missing piece in most no-code tools. One idea: add a way to export the full execution log as a shareable link so I can send a client a recap of what the agent did without screen recording. Would save a ton of back and forth.

Love how every workspace gets its own private server, that kind of isolation is honestly rare for no-code tools and shows you clearly thought through real business use cases, not just the demo.

I follow the founders on X and they’re both very inspiring and creative

I already created my account on their platform and it’s a gem

Go go guys

honestly the step-by-step visibility is what sold me, like finally i can see what the agent is actually doing instead of just hoping it works. the approval pause before sensitive stuff feels solid too

the live step-by-step view is genuinely useful, you can actually see what the agent is doing instead of guessing. pausing for approval before sensitive actions feels like the right default.

One thing I'd love is the ability to set custom rules for when an agent should pause for approval, beyond just "sensitive" actions. For example, letting me define thresholds like "pause if this invoice is over $500" or "ask before sending to a contact I haven't emailed before" would make the approval flow way more useful for my actual workflows.

The live step-by-step view is genuinely useful, but it would be great to have a simple way to roll back or replay a specific run if something goes wrong mid-task. Right now if an agent gets stuck or makes a bad call early on, I have to start the whole thing over. A "restart from step 3" button or a rewind slider would save a lot of time when debugging automations.

honestly the live step-by-step view is kind of addictive, like watching a little worker do my tasks in real time. the approval pause thing also feels genuinely thoughtful rather than just bolted on.

The pause-for-approval step before sensitive actions is such a smart call, honestly. A lot of no-code agent builders skip that and just let things rip, so it feels like the team actually thought through what people would be nervous about handing over to automation.

About Rerun on Product Hunt

The easiest way to build AI agents for all your tasks

Rerun launched on Product Hunt on July 21st, 2026 and earned 290 upvotes and 61 comments, placing #4 on the daily leaderboard. Most AI agents are black boxes. Rerun isn't. Build no-code agents that run 24/7, chasing invoices, qualifying leads, clearing your inbox, and watch every step in real time. They pause for approval before anything sensitive. Each workspace gets its own private server. Start with the included model, or connect your own API key or subscription

Rerun was featured in Tech (628.3k followers) and Marketing automation (4.1k followers) on Product Hunt. Together, these topics include over 168.1k products, making this a competitive space to launch in.

Who hunted Rerun?

Rerun was hunted by Clément Janssens. A “hunter” on Product Hunt is the community member who submits a product to the platform — uploading the images, the link, and tagging the makers behind it. Hunters typically write the first comment explaining why a product is worth attention, and their followers are notified the moment they post. Around 79% of featured launches on Product Hunt are self-hunted by their makers, but a well-known hunter still acts as a signal of quality to the rest of the community. See the full all-time top hunters leaderboard to discover who is shaping the Product Hunt ecosystem.

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