you have 26 products and zero sales
There is a founder on Indie Hackers who built 26 Gumroad products. Not one sold. Not a single dollar, not one download that mattered. He kept building anyway. Dividing his attention across 26 half-finished things until nothing worked because everything was equally neglected.
He finally killed 25 of them. Kept the one where he could name the buyer, the problem, and the trust mechanism. That is not a story about discipline. That is a story about decision-making infrastructure failing in real time.
You are that founder. Maybe not 26 products, but you have the side project you started in 2022, the newsletter you swear you will revive, the app you demoed once and never launched. They feel like assets. They are actually liabilities charging rent on your attention.
what the research actually says
ATLAS ran a full evidence sweep on side-hustle shutdown decisions. The honest summary: the space is underserved, the tools are aimed at the wrong buyers, and the academic literature has been yelling the same truth for thirty years.
Here is what the evidence supports.
First, exit decisions are not rational calculations. A 2016 study from the Journal of Business Venturing found that persistence and exit depend on situated cognition... basically, your decision to keep a failing venture alive is shaped by your specific situation and how much cognitive effort you are willing to spend. Not profit. Not motivation. Context. You keep the side hustle because it is easier to keep it than to think about killing it.
Second, escalation of commitment is real but incomplete. The 1993 paper on reinvestment decisions frames it as a genuine choice between rational evaluation and sunk-cost trap. You know this. You have poured 200 hours into the project, so leaving feels like losing. The research says that instinct is a bias, not a signal.
Third, the market has noticed. Sort of.
the tools that exist are for the wrong people
PortfolioOS markets itself as AI-powered portfolio intelligence. Sounds relevant. It is built for private equity operators dealing with inconsistent reporting and audit trails. Human verification, edit history, data lineage... great for evaluating a $40 million manufacturing company. Useless for deciding whether your weekend project should live or die.
PortfolioIQ is the same story. It automates data collection for investment teams, including cash-burn analysis. Sophisticated. But its buyers are institutional investors, not solo creators drowning in their own good ideas.
These tools are portfolio intelligence for people who manage other people's money. You are not that person. You are the founder who needs to stop bleeding hours into a project with no buyer, no problem definition, and no trust mechanism.
There is also a $5 AI tool on Hacker News built to stop a founder from overthinking startup ideas. It frames decisions as ship, simplify, pivot, or stop. Cute. But it has no teeth. It does not know your unit economics, your opportunity cost, or your actual revenue. It is a rubber duck with a language model attached.
the real problem is governance
Here is what none of these tools address. The DARPA thread on AI autonomy makes the case that autonomous systems need oversight protocols, explainability, and bounded autonomy. The Oversight Game paper goes further... it models how much safety you trade for autonomy and where the balance point sits.
You do not need a tool that tells you what to kill. You need a tool that kills it for you, with rules you set beforehand, and the ability to reverse the decision if you change your mind.
Think about what that actually looks like. You define the criteria when you are clear-headed: this project dies if it generates under $500 in six months. This newsletter dies if open rates stay below 20%. This app dies if I do not ship a new version in 90 days.
Then the agent watches. It measures. And when the threshold hits, it executes the shutdown. It archives the domain, pauses the subscription, cancels the hosting, sends the goodbye email. Not because it is cruel. Because you told it to be honest when you could not be.
the evidence says pause beats delete
The Gumroad founder did not delete his 25 products. He stopped promoting them. That is reversible. He kept the option to return if conditions changed, but he stopped feeding the beast.
That is the model. An AI agent for shutdown decisions should default to reversible actions. Pause promotion. Archive the repo. Redirect the domain. Silence the notifications. You can always revive something. You cannot un-sell the hours you wasted or un-spend the focus you lost.
your real business is the casualty
Here is the part nobody says out loud. Your side hustle is not failing in isolation. It is bleeding your primary business dry. Every hour you spend resurrecting a dead product is an hour you do not spend on the thing that actually pays you. Every Monday morning you commit to "getting the side project back on track" is a Monday your real customers do not get your attention.
The research on failed ventures shows that most founders cannot untangle this on their own. They are too close. Their identity is wrapped up in the project. They built it, so killing it feels like admitting failure.
It is not failure. It is allocation. You are a single operator. You have one set of hours, one brain, one pool of creative energy. Dividing it across six projects is not diversification. It is dilution.
what lunari actually does here
We are building the agent that sits between you and your own worst instincts. It watches your project portfolio with the same cold eye a PE operator brings to a holding. It tracks cash burn per project against revenue per project. It knows your opportunity cost because it knows what your primary business generates per hour.
When a side project crosses the threshold you set, it does not send you a gentle nudge. It executes. It pauses the promotion, archives the content, redirects the domain, and files the data so nothing is lost forever.
You get a dashboard that shows what died and why. You get a one-click revive if you can articulate what changed. You get the governance layer the DARPA crowd demands, applied to the most dangerous autonomous system you own: your own attention.
the takeaway
Your side hustle is not a dream. It is a decision that already failed the evidence test and you are too close to see it. The research is clear: context shapes persistence more than profit, escalation of commitment is a bias not a strategy, and reversible actions beat irreversible ones.
You need an external system with pre-committed rules. Not another validation tool. Not another idea journal. An execution layer that kills the thing you know should die so your real business can finally get the oxygen.
Set the criteria today. Let the agent be the bad guy. And when the notification comes that something you built is now archived and paused, do not mourn it. Thank it for dying so you could live.