Most "signals" advertised on Telegram and X are ungraded picks wrapped in screenshots you can't actually check. Here is how to tell a real track record from a highlight reel — a six-point checklist you can run on any tipster, handicapper, or alert service before you pay a cent. Ours included.
A screenshot of a winning slip, a "12–0 week" graphic, a wall of green checkmarks — none of it is evidence. It's the output of a process you never got to see, presented by the one party with every incentive to show you only the good parts. Before the checklist, understand the four ways a highlight reel lies to you.
An image is trivially cropped, edited, or staged. It has no source you can trace and no way to confirm the pick existed before the outcome. Treat every screenshot as a claim, not a record.
You're shown the picks — and often the accounts — that happened to win. Someone who posts ten contradictory picks and deletes the nine losers looks like a genius on the tenth. You never see the graveyard.
A perfect week is easy to manufacture: post everything, then quietly delete whatever lost before anyone tallies it. If losses can vanish, the "record" is whatever the poster wants it to be that morning.
A pick you can't prove existed before the result is just a story about the past. "We called it" means nothing unless the call was time-stamped and public before the ball was thrown.
Every item on the checklist below exists to close one of these holes. A service that passes all six can't quietly delete a loss, can't backfill a winner after the fact, and can't hide its sample size behind one good week.
Run these on any service — free or paid, sports or markets — that asks you to trust its numbers. None require inside access; every one can be checked by a stranger in an afternoon. If a service fails even one, treat its advertised win rate as decoration.
Why it matters. A track record only means something if each pick was fixed in place before anyone knew how it turned out. Grade the past against itself and every service looks perfect.
How to check. Look for pick times stamped and published before the event started — a public post, a channel message, a dated log. If the only "proof" appears after settlement, it proves nothing.
Why it matters. Anyone can show you winners. The number that decides whether a record is real is the one they'd rather hide: the losses. A win rate you can't pair with a visible loss count is half a sentence.
How to check. Ask to see every graded pick, losers included, in one place. Count the red rows yourself. If losses are missing, summarized, or "available on request," assume the real loss rate is worse than advertised.
Why it matters. A pretty results page can still be hand-curated. Raw, machine-readable data lets you recompute the record yourself instead of trusting their arithmetic.
How to check. Look for a CSV or spreadsheet export of every graded pick — date, side, price, outcome. Open it, filter it, add up the wins and losses on your own. No export means you're being asked to trust a number you can't reproduce.
Why it matters. A win rate is meaningless without the price paid to get it. Winning 80% of the time at heavy odds can still lose you money — a hit rate is not profit. The price at the moment of the pick is what lets you judge the record honestly.
How to check. Every logged pick should show the odds or contract price at the time it fired, not just win or loss. If the price is missing, the win rate is unanchored: impressive-sounding and impossible to evaluate.
Why it matters. "78% win rate" over 9 picks is noise; over 900 it's a signal. A percentage with no denominator is a marketing number, and small samples are exactly where cherry-picked streaks hide.
How to check. Demand the n. Every rate should travel with the count it's built on — "81.6% over 429 graded games," never a bare "81.6%." If the sample size is missing or tiny, the headline number can't be trusted.
Why it matters. The hardest thing for a tout to fake is a public statement made before the result is known and left untouched afterward. Pre-commitment removes the ability to edit history.
How to check. Look for picks posted publicly and time-stamped before the event, then left in place — sealed reveals, a third-party tracker, an append-only channel. If nothing is committed in advance, everything you're shown is a claim about a past only they can edit.
A checklist you only point at other people is just more marketing. So here is DegenHedge run through its own six tests — with the link to check each one yourself. Don't take these as claims. Open them.
| The test | How to check DegenHedge yourself |
|---|---|
| 1 · Timestamps before outcome | Every fired signal is written into the dataset before the game settles; the outcome is filled in only at settlement, and nothing is edited or removed afterward. How grading works is on the method page. |
| 2 · Full loss log | degenhedge.com/results/ is the complete graded log — sortable, filterable, every loss on display. Not a wins-only reel. Count the red rows. |
| 3 · Downloadable raw data | degenhedge.com/results.csv is the full machine-readable export. Recompute the record yourself; the same dataset renders the log, the CSV, and the site tiles. |
| 4 · Price at signal time | Each signal logs the Kalshi contract price of the picked side at the moment it fired — so the win rate can be judged against what was paid. Kalshi Signals breaks down every field. |
| 5 · Rate with sample size | MLB first-signal rate is 81.2% over 432 graded games — 350W–79L, which means about 1 in 5.4 games loses. The rate never travels without its n or its loss count. |
| 6 · Public pre-commitment | t.me/DegenHedgeProof posts every signal sealed — the side hidden while the game is live — then reveals it at settlement, wins and losses both. It has run continuously since June 13, 2026. |
Notice what that structure means: we can't delete a loss (it's already in the CSV and the sealed channel), we can't backfill a winner (the timestamp predates the result), and we can't quote 81.6% without the 79 losses sitting next to it. That's the standard. Hold every service you're paying — this one included — to exactly it.
None of the above is a claim about how the next game goes. Past performance never guarantees future results, any single signal can lose your entire stake, and an 81.6% rate is still roughly one loss in every 5.4 games. The point of verification isn't to promise an outcome — it's to make sure the number you're being sold is one you can actually reproduce.
You usually don't need the full checklist to spot trouble. Any one of these is enough to close the tab.
The entire point of a checklist is that you don't have to take anyone's word — ours least of all. The results log is public and every loss is in it. The proof channel seals each signal before the game ends and reveals it at settlement. Open both, run the six tests, and decide for yourself.
The full graded log — every loss included — and the sealed-then-revealed proof channel. No account, no email, nothing to buy.