Research benchmark only. Not financial advice. Crypto trading can lose all capital.
AI Trading XRP: 24 LLMs, 351 Trades, 5 Seasons
XRP has passed through more books than it has stayed in. Nothing was holding it when this page was built, and the record left behind is wide and shallow: a long list of model versions, plenty of activity, and a realized total close to flat.
Gemini 3 Pro holds the strongest aggregate realized result on XRP: $544.05 across 9 closed trades. That is one asset's record, not an overall ranking — 24 models have traded an XRP position here, over 5 seasons whose trade log survives.
- 351XRP trades on record (floor)
- 182closed with a realized result
- $119.27realized, all models combined
- 0open positions in the live season
Best LLM for Trading XRP
The result at the top of the XRP ranking comes from one model's early season. It is far larger than the realized total for XRP across every model, because the rest of the field lost money on XRP overall.
Gemini 3 Pro — $544.05 realized on XRP
9 closed legs of 15 trades, in Season 1.
Nemotron 3 Ultra — $333.71 realized on XRP
3 closed legs of 6 trades, in Seasons 6 and 8.
Gemini 2.5 Flash — $46.84 realized on XRP
6 closed legs of 12 trades, in Season 1.
Ranked by aggregate realized profit and loss on XRP alone, over the seasons whose trade log survives. Equal results are joint, never ordered. Open positions carry no realized figure and are excluded.
Can AI Trade XRP?
They can and they have. Most of the XRP exits quoted below follow a stated rule: a daily trend turning against the position, a target reached, or a stop coming into range.
24 model versions have executed an XRP trade in TradeRank, and 40 versions have traded it or written about it in their decisions. The realized total across every closed leg is $119.27, and that total is a floor rather than a count.
Every Model's XRP Record
One row per model version. A cell reads n/a where the answer is unknown: the trade log for those seasons did not survive. A known zero is shown as a zero instead — a row that traded and closed nothing realized nothing, which is a measurement rather than a gap.
| Model | Provider | Trades | Closed | Realized P&L | Seasons |
|---|---|---|---|---|---|
| Gemini 3 Pro | 15 | 9 | $544.05 | Season 1 | |
| Nemotron 3 Ultra | NVIDIA | 6 | 3 | $333.71 | Seasons 6 and 8 |
| Gemini 2.5 Flash | 12 | 6 | $46.84 | Season 1 | |
| DeepSeek V4 Pro | DeepSeek | 4 | 2 | $27.67 | Season 6 |
| Qwen 3.7 Plus | Alibaba | 4 | 2 | $23.50 | Season 6 |
| Claude Opus 4.8 | Anthropic | 1 | 0 | $0.00 | Season 6 |
| Claude Sonnet 4.5 | Anthropic | 0 | 0 | $0.00 | — |
| Gemini 3.0 Pro | 1 | 0 | $0.00 | Season 1 | |
| Grok 4-1 Fast | xAI | 31 | 16 | -$14.06 | Season 1 |
| Claude Haiku 4.5 | Anthropic | 47 | 25 | -$14.88 | Seasons 0 and 1 |
| GPT-5.6 | OpenAI | 1 | 1 | -$15.51 | Season 6 |
| Gemini 3.5 Flash | 2 | 1 | -$21.45 | Season 6 | |
| GPT-5.5 | OpenAI | 3 | 1 | -$21.45 | Season 6 |
| Mistral Medium 3.5 | Mistral AI | 2 | 1 | -$26.91 | Season 6 |
| MiniMax M3 | MiniMax | 2 | 1 | -$29.03 | Season 6 |
| Grok 4.3 | xAI | 3 | 1 | -$32.18 | Season 6 |
| Grok 4.5 | xAI | 3 | 2 | -$39.79 | Season 6 |
| o4-mini | OpenAI | 29 | 15 | -$40.86 | Season 1 |
| GLM-5.2 | Zhipu AI | 4 | 2 | -$47.44 | Season 6 |
| GPT-5 Mini | OpenAI | 49 | 26 | -$57.63 | Seasons 0, 1 and 2 |
| Kimi K2.7 Code | Moonshot | 4 | 2 | -$58.64 | Season 6 |
| DeepSeek R1 | DeepSeek | 43 | 23 | -$77.78 | Season 1 |
| Qwen3 | Alibaba | 50 | 27 | -$100.08 | Season 1 |
| Kimi K2 | Moonshot | 30 | 13 | -$128.98 | Season 1 |
| Claude Fable 5 | Anthropic | 5 | 3 | -$129.82 | Seasons 6 and 8 |
| Claude Opus 4.6 | Anthropic | n/a | n/a | n/a | Season 3 |
| Claude Opus 4.7 | Anthropic | n/a | n/a | n/a | Seasons 4 and 5 |
| DeepSeek V3.2 | DeepSeek | n/a | n/a | n/a | Season 3 |
| Gemini 3.1 Pro | n/a | n/a | n/a | Seasons 3 and 4 | |
| GLM-5 | Zhipu AI | n/a | n/a | n/a | Season 3 |
| GLM-5.1 | Zhipu AI | n/a | n/a | n/a | Seasons 4 and 5 |
| GPT-5.4 | OpenAI | n/a | n/a | n/a | Season 3 |
| Grok 4.20 | xAI | n/a | n/a | n/a | Season 3 |
| Grok 4.20 MA | xAI | n/a | n/a | n/a | Season 4 |
| Kimi K2.5 | Moonshot | n/a | n/a | n/a | Season 3 |
| Kimi K2.6 | Moonshot | n/a | n/a | n/a | Seasons 4 and 5 |
| MiniMax M2.5 | MiniMax | n/a | n/a | n/a | Season 3 |
| MiniMax M2.7 | MiniMax | n/a | n/a | n/a | Seasons 4 and 5 |
| Qwen 3.5 Plus | Alibaba | n/a | n/a | n/a | Season 3 |
| Qwen 3.6 Plus | Alibaba | n/a | n/a | n/a | Seasons 4 and 5 |
XRP AI Trading Performance by Season
The XRP record finished ahead across the early seasons. Later, one logged season lost money on XRP and a following one won nearly all of it back. The seasons whose trade log did not survive left decisions about XRP and no recoverable fills at all.
Trade counts are not comparable across the whole column: the early seasons ran several decision cycles a day and the later ones settle everything at one fixed hour, so the Cycle column states which regime each row belongs to.
| Season | Cycle | Trades | Closed | Realized P&L | Models trading |
|---|---|---|---|---|---|
| Season 0 | intraday | 7 | 4 | $3.69 | 2 |
| Season 1 | intraday | 298 | 155 | $157.90 | 10 |
| Season 2 | intraday | 2 | 1 | -$4.96 | 1 |
| Season 3 | once daily | n/a | n/a | n/a | n/a |
| Season 4 | once daily | n/a | n/a | n/a | n/a |
| Season 5 | once daily | n/a | n/a | n/a | n/a |
| Season 6 | once daily | 40 | 20 | -$391.69 | 14 |
| Season 8 | once daily | 4 | 2 | $354.34 | 2 |
A cell reads n/a where the answer is unknown: the trade log for those seasons did not survive. A known zero is shown as a zero instead — a row that traded and closed nothing realized nothing, which is a measurement rather than a gap.
Who Holds XRP Right Now
The season now running, as of the last completed cycle. Every table above this block is frozen archive; this block and the fourth figure in the hero are the only parts that move.
No model is holding XRP in the current season. That is a real reading of the book, not a missing feed: the season has recorded 0 XRP trades so far.
Season so far: 0 trades, 0 closed legs, realized n/a. The live leaderboard carries the current standings.
The Best and Worst XRP Calls
Selected deterministically from the trade log: the strongest and weakest closed XRP legs that carry a written rationale, whichever model made them. A larger leg with no reasoning attached to it is not shown here, because the section exists to publish the reasoning.
Largest quoted XRP leg: $379.13, Nemotron 3 Ultra
Target $1.10-1.15 exceeded at $1.26; 4h/1d RSI extremely overbought (91/77); thesis complete.
Weakest quoted XRP leg: -$68.54, Claude Fable 5
Daily flipped above EMA-26 with a powerful breakout (daily closes 1.088→1.135→1.172, 4h RSI 82). Short structure broken; exit before further squeeze.
What the Models Said About XRP
Every quote below is a model's own reasoning for an XRP decision, unedited apart from length. Selection is deterministic and recorded in the pack.
Target $1.10-1.15 exceeded at $1.26; 4h/1d RSI extremely overbought (91/77); thesis complete.
Best fresh risk/reward in the crypto complex: bought the pullback base, not the extension, with a tight defined stop.
Daily flipped above EMA-26 with a powerful breakout (daily closes 1.088→1.135→1.172, 4h RSI 82). Short structure broken; exit before further squeeze.
Short thesis no longer holds: XRP weekly RSI at 31.6 indicates deeply oversold conditions, increasing the risk of a sharp bounce. Lock in +5.1% profit.
Daily trend reversing up for 2+ candles against the short; composite score < 50 mandates staying flat.
Daily trend has turned and held bullish against the short for 2+ candles, weekly and daily disagree, and the composite score is only 10 — exiting the losing short per exit rules.
Daily trend has been bullish (above EMA-26) for 2+ candles against the short, triggering exit rule. Price rallied from 1.04 to 1.17 over recent days with strong momentum.
Short thesis invalidated by persistently low weekly RSI and price action lacking follow-through to the downside.
Daily trend flipped bullish (▲25 per scorecard) and held for 3+ consecutive daily closes (Day 12: 1.0881, Day 13: 1.1348, Day 14: 1.1724) - violates strategy exit rule requiring close when daily reverses and holds for…
Close approaching stop-loss level ($1.12 invalidation) and showing weak momentum
Weekly RSI 31.6 extremely oversold; short thesis invalidated by high probability of counter-trend bounce
XRP short no longer has daily confirmation: weekly remains bearish but daily and 4h have flipped bullish, so the short violates the exit rule after the daily reversal held against the position.
Position closed to protect equity as the daily trend reverses sharply and invalidates the bearish regime.
Weekly and daily both below EMA-26 (bearish), composite 70, daily RSI 41.4 supports dip in downtrend
Composite 70 BEARISH, breaking below 1.10 with all timeframes aligned down; daily RSI 36 leaves some downside room.
XRP continues to trade below 1.13-1.16 resistance with weak daily and weekly momentum, supporting the short.
Weekly, daily, and 4h all aligned bearish with composite 70/100; max trend score of -70 despite neutral RSI quality gives high-confidence continuation entry
70/100 bearish, daily RSI 41.6 not signaling reversal; adding to capitalize on continued trend.
Composite 70 bearish with perfect timeframe alignment (1w▼, 1d▼, 4h▼), weekly trend strongly bearish from 1.55 highs. Small loss (-1.2%) tolerable given trend strength.
XRP remains fully bearish across weekly, daily and 4h with composite score 70; continue holding the short despite minor unrealized loss.
XRP composite score of 70/100 confirms structural alignment. Weekly and daily EMA-26 indicate persistent downside momentum, triggering a valid short entry.
XRP short slightly underwater at -2%. Weekly and daily trends remain firmly bearish. Daily RSI at 41.6 has room to decline further before oversold. Maintaining position as trend direction hasn't reversed.
Daily trend reversed to bullish, conflicting with short thesis and warranting closure per strategy guidelines.
Daily closed +7% with RSI rebounding to 54, 4h bullish. Daily trend reversing against short — close +5.2%.
What This Page Does and Does Not Measure
- Trade records cover Seasons 0, 1, 2, 6 and 8. Seasons 3, 4 and 5 ran XRP but their trade logs are unrecoverable, so those rows read n/a.
- Season 1 survives only as a partial log, so every all-time total on this page is a floor rather than a count.
- Decision reasoning covers Seasons 1, 2, 3, 4, 5, 6 and 8, which is why a model can be quoted in a season with no trades beside it.
- 33.5% of the 182 closed XRP legs finished positive. This is a closed-trade rate on this asset only. It is not the standings win rate, which counts open positions too, and the two are not comparable in either direction.
- Everything here is paper trading. Each model starts from the same simulated balance, pays a fee on every fill, and risks no capital. How the competition works.
XRP AI Trading — FAQ
What is the best LLM for trading XRP?
Gemini 3 Pro holds the strongest aggregate realized result on XRP: $544.05 across 9 closed trades. That is one asset's record, not an overall ranking, and it covers only the seasons whose trade log survives.
Can AI trade XRP?
They already do. 24 models have executed 351 XRP trades in TradeRank, 182 of them closed with a realized result.
How many AI models have traded XRP?
24 model versions have executed an XRP trade. A wider set — 40 versions — traded it or wrote about it in their decisions, including seasons whose trade log did not survive.
Did the models make or lose money on XRP?
Across the closed XRP trades on record the realized total is $119.27. Season 1 survives only as a partial log, so that is a floor. Open positions carry no realized figure and are not in that total.
Which seasons does this XRP record cover?
Trades: Seasons 0, 1, 2, 6 and 8. Seasons 3, 4 and 5 ran the asset but their trade logs are unrecoverable, so those rows read n/a rather than zero.
Are the XRP results on this page live trades?
No. TradeRank is a paper-trading benchmark: each model starts from the same simulated balance, pays fees on every fill, and risks no capital.