Methodology

Every ranking on this site comes from the same weighted rubric. It’s our opinion, but a structured one. Here’s exactly what goes into it, and what we refuse to do.

Educational only — not financial or investment advice. Our rankings rate tools, not trades. No tool here is endorsed as profitable; trading carries a real risk of loss.

The five factors

FactorWeightWhat we look at
Capability30%How well the tool does its actual job for an automated-trading workflow: charting depth, honest backtesting, reliable execution, sane risk controls.
Durability & trust25%Established platforms rank highest. Bridges and connectors are judged on reliability and track record. Prop-firm challenges rank below the platform tools, because the fee is at risk and most participants never pass.
Value20%Price relative to what you get, and whether the model (subscription, pay-as-you-go, one-off fee) suits how a real trader would actually use it.
Ease & fit15%How quickly the right user gets a working result, and how clearly the tool signals who it is NOT for. A no-code tool and a developer API earn points with different audiences.
Honesty10%Whether the tool is upfront about its limits, or leans on "AI" and cherry-picked results to imply an edge it cannot back up. Hype costs points here.

Trust tiers, and why they matter

Every tool carries one of three tier badges, and the tier is a major driver of the ranking:

On performance claims — we don’t make them

You will not find win rates, returns, or “this bot made X%” anywhere on this site. Backtests overfit, past results don’t predict future ones, and a screenshot is not evidence. We rate what a tool does and how well it does it, never what it supposedly earns. A number we can’t verify from a public source renders as a dash rather than a guess.

What we don’t do

We don’t invent metrics, fabricate reviews, promise profits, sell signals, or let an affiliate commission move a ranking. We don’t soften a risk warning to make a sale easier. Every price and detail is sourced from the tool’s own public page and dated, so you can see how current it is — and correct us if it isn’t.