AI Investing Tools,
Actually Tested.
No gurus. No $2,000 courses. I install the tool, run it with real money on the line, and ship the verdict — pass, fail, or “cool demo, don’t pay for it.”
SKIP — WealthGPT 1.8/5·
PASS — Danelfin 3.9/5·
WAIT — Portfolio Pilot Beta·
PASS — Composer AI 4.2/5·
SKIP — WealthGPT 1.8/5·
PASS — Danelfin 3.9/5·
WAIT — Portfolio Pilot Beta·
I read the fine print
so you don’t have to.
Twenty years of keeping servers up and software honest taught me one thing: marketing copy and actual performance are rarely the same file. Every tool on this site gets installed, run with real money, and judged the same way I’d judge a vendor pitch at 2am during an outage — does it actually work, or does it just look like it does.
Every tool runs the same four checks.
No star ratings pulled from a vibe. Every review follows the same process, so you can compare apples to apples.
Install
Sign up like a real user. No dev sandbox, no vendor demo account. If onboarding is a nightmare, that’s the review.
Run
Real portfolio, real decisions, tracked over time. Backtests are marketing. Live results are the truth.
Debug
Where does it break? Bad data, hallucinated numbers, fees buried in the ToS — I go looking for the failure case.
Ship
A clear verdict: Pass, Skip, or Wait. No 7/10s that mean nothing. You’ll know exactly what to do.
Fresh off the test bench
Composer AI Review: Worth the $29/mo?
I ran a real $5k account through it for 60 days. Here’s what it got right — and where it quietly overtrades.
WealthGPT vs. Just Reading a 10-K Yourself
The demo looks great. The actual output hallucinated a dividend that doesn’t exist. Twice.
Portfolio Pilot: Promising, Not Ready
Solid bones, half-built feature set. Here’s what to watch before it’s worth your subscription.