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Sperio

An AI board of 8 agents that debates every S&P 500 stock

Eight AI agents research an S&P 500 company in parallel, a devil's advocate attacks the thesis, a portfolio manager decides. Valuations are computed in Python, not written by a model — and it prints n/a when the data can't support one. 10 free, no signup. It also screens on a full cycle: EV/EBIT against the median operating profit of up to 15 fiscal years, not the last twelve months.

Top comment

Hi PH 👋 I built Sperio because every "AI stock analysis" tool I tried was a chatbot that agreed with whatever I asked. This is the opposite. Eight agents look at the same S&P 500 company from different angles, one of them exists only to attack the thesis, and a portfolio manager with a veto makes the final call. You see the whole debate verbatim, including the quant's arithmetic step by step. Two things I care about more than the verdict: It computes, then argues. Earnings power value, a free-cash-flow model and the Graham Number are calculated in Python. The agents read those numbers and argue about them — they can't invent new ones. It refuses. A free-cash-flow valuation on a bank returns n/a. A REIT gets FFO instead. Erratic EPS means no PEG. When the data can't support a method, it says so instead of printing a number anyway. That refusal list is the part I've spent the most time on. One example: the screener ranks on EV/EBIT against the median operating profit of up to 15 fiscal years — a full cycle, not the last twelve months. It put Verizon among the cheapest names in the index at 12.8x. The board then priced the business giving zero credit for growth: $36.58 a share, against about $48 in the market. Cheap on a screen and cheap against what a business actually earns are two different statements, and you can read every step of the arithmetic behind the second one. What it is not: there's no backtest and no performance claim. S&P 500 only, data from yfinance and SEC EDGAR. Every call is timestamped and scored against real prices in your own account, the wrong ones included — the oldest is from July 12, so the track record is five weeks long and I'm not going to dress that up. Free to try: 10 analyses, no signup, no card. The open question I'd most like torn apart: the valuation frame gives zero credit for growth, so every compounder looks expensive. Feature, or cop-out?

About Sperio on Product Hunt

An AI board of 8 agents that debates every S&P 500 stock

Sperio was submitted on Product Hunt and earned 0 upvotes and 1 comments, placing #46 on the daily leaderboard. Eight AI agents research an S&P 500 company in parallel, a devil's advocate attacks the thesis, a portfolio manager decides. Valuations are computed in Python, not written by a model — and it prints n/a when the data can't support one. 10 free, no signup. It also screens on a full cycle: EV/EBIT against the median operating profit of up to 15 fiscal years, not the last twelve months.

On the analytics side, Sperio competes within Fintech, Investing and Artificial Intelligence — topics that collectively have 551.6k followers on Product Hunt. The dashboard above tracks how Sperio performed against the three products that launched closest to it on the same day.

Who hunted Sperio?

Sperio was hunted by Sperio. 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.

For a complete overview of Sperio including community comment highlights and product details, visit the product overview.