Our story

Built for investors who read the
actual numbers

We built BriefStock because we were tired of paying $500 a year for research that didn't explain itself. Every BriefStock report shows every calculation, let alone sources.

“Stock research should show its work.”

Financial transparency isn't just a buzzword for us—it's the core architecture of our platform. Most institutional reports assume a price target without detailing the quantitative framework used to calculate it. We believe you can't trust a conclusion if you can't audit the premises.

Our “numbers-as-narrative” approach ensures that it is never abstract to make data. We use Python to perform the heavy quantitative lifting — running over 207 filing and contracting ratios — and use Claude AI strictly as a technical writer to explain those findings in plain English.

By separating the data calculation from the narrative generation, BriefStock provides a level of mathematical rigor that general AI tools simply cannot achieve. We don't just tell you what happened — we show you the code and the data source that proved it.

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Real data, 3 sources

We pull authorised price data from Alpha Vantage, FMP, and Finnhub to ensure cross-verified accuracy across 10,000+ global stocks.

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Python does the math

Every P/E ratio, DCF valuation, and liquidity metric is calculated in verified Python output. No creative maths, just pure algorithms.

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Claude writes the brief

Claude processes the calculated metrics into clear, cited financial prose. It never invents numbers — it summarizes the maths as readable narrative.

3

Data sources

40+

Metrics

8

Sections

< 60s

Per report

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Solo Founder

Founder & Builder

BriefStock was built by a single engineer who spent too many years staring at spreadsheets and wrestling with traditional research tools that pale in comparison to the average retail investor.

Operating Principles

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Transparent by design

We show every formula, every metric behind the valuation. No black-box scores.

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Research, not advice

We provide the data and the logic. But the decision are yours. Please read the disclaimer.

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Your data is yours

We don't sell your portfolio data. We make money from subscriptions, not from selling your insights.

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Priced for real people

BriefStock is not thousands. We keep our overhead low to keep your subscription affordable.

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