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BullEdge.ai
AI conviction scores for swing traders, backed by data
Most stock tools give you either raw data or an AI opinion, rarely both done right. BullEdge runs every stock through a deterministic Python engine first, scoring conviction 1 to 5 from real market data: price, volume, momentum, sentiment. Only then does Claude AI step in, limited to a ±1 adjustment, so it can’t override the math. No hallucinated price targets, no black box calls. Built for swing traders who want a real edge on entries and exits.
Hey PH 👋
I'm Brian, solo founder of BullEdge. I built this because every "AI stock picker" I tried was basically an LLM guessing at price targets with nothing real backing it up. That's a fast way to lose money.
So I flipped the order. A deterministic Python engine scores every stock 1 to 5 on conviction using real market data first. Claude AI only gets a ±1 adjustment on top of that. It can add context, but it can't override the numbers.
I built it for swing traders specifically, people holding days to weeks, not day trading and not buy-and-hold investing. That group gets the least tooling built for them, and I wanted to change that.
Would love feedback, especially from other traders on what data points matter most to you. Happy to answer anything about how the scoring actually works under the hood.
Love that the AI is constrained to a ±1 nudge after the deterministic scoring - that constraint alone shows real discipline and respect for the trader using it.
About BullEdge.ai on Product Hunt
“AI conviction scores for swing traders, backed by data”
BullEdge.ai was submitted on Product Hunt and earned 0 upvotes and 2 comments, placing #66 on the daily leaderboard. Most stock tools give you either raw data or an AI opinion, rarely both done right. BullEdge runs every stock through a deterministic Python engine first, scoring conviction 1 to 5 from real market data: price, volume, momentum, sentiment. Only then does Claude AI step in, limited to a ±1 adjustment, so it can’t override the math. No hallucinated price targets, no black box calls. Built for swing traders who want a real edge on entries and exits.
BullEdge.ai was featured in Fintech (47.2k followers), Investing (26.7k followers) and Artificial Intelligence (473.7k followers) on Product Hunt. Together, these topics include over 132.4k products, making this a competitive space to launch in.
Who hunted BullEdge.ai?
BullEdge.ai was hunted by Brian Donaghy. 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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Brian Donaghy