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CoinSpider Research
We publish the engine's daily data and our methodology: how value depressions are identified, how the AI review council votes and when it vetoes, and how automated trading acts at the key moments.
Methodology

Methodology 1
Value Depressions: How CoinSpider Finds Overlooked Small-Cap Coins
A deep drawdown is not the same as cheap. This paper describes the three-layer framework CoinSpider uses to find what we call value depressions: first confirm a coin is tradable, then measure where its price sits, then check for catalysts and risks. We only study small-cap Binance spot coins that pass all three layers, and we explicitly exclude the rest — above all, coins that are still sliding, which we call abandoned rather than overlooked.

Methodology 2
The AI Brain's Review Council: Why We Ask the AI Four Times, From Four Opposing Roles
When an AI judges a coin in a single pass, the usual problem is not a lack of intelligence but a lack of pushback. CoinSpider's review council has the AI play four roles with different jobs: a fundamentals analyst, a skeptic, a technicals reviewer and a risk officer. Each role is a separate call that reads the same evidence and independently gives a stance, a confidence level and its reasons. The system then counts votes according to the risk level you choose, and the risk officer can veto any trade on a red flag. This paper explains the motivation, the process and the limits of the design.

Methodology 3
Key Moments: How Automated Trading Keeps Discipline at Entries and Exits
Finding a value depression is only the start. Most of the profit and loss in small caps happens at a handful of key moments: the first buy after a coin passes review, the add once it leaves the bottom, the staged sells on the way up, and the exit when a stop is hit or a delisting is announced. This paper describes how CoinSpider turns those moments into rules that the engine carries out around the clock.

Methodology 4
Why We Only Do One Thing: The Boundaries of a Vertical AI Trading System
CoinSpider is not a platform that tries to do everything. We only study small-cap Binance spot coins that sit near their price floor, we only trade in your own account, and we never use leverage. This paper explains where those boundaries come from, what we gave up because of them, and why we believe focus is itself a form of risk control.
