AI Ran 10,000 Simulations on XRP Through 2027: Here’s the Most Likely Price

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By Sam Daodu Published

Quick Read

  • We built a probability-weighted Monte Carlo model running 10,000 simulations, with six branches covering CLARITY Act passage (65%) versus failure (35%), ETF inflows scaling versus stalling, and ODL corridor conversion versus stalling. These simulations put XRP’s most likely price at $1.36 by December 2026 and $1.46 by December 2027, starting from a $1.33 baseline.

  • The model splits into two main branches: if the CLARITY Act passes, the median across those 65% of paths rises to $1.56 in 2026 and $1.85 in 2027. If it fails, the median across the remaining 35% drops to $0.99 in 2026 and $0.74 in 2027

  • The top 10% of weighted paths place XRP above $5.28 by December 2026 and above $8.30 by December 2027. The bottom 10% drops below $0.26 in 2026 and below $0.10 in 2027. The biggest variable separating those two outcomes is the CLARITY Act Senate floor vote.

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AI Ran 10,000 Simulations on XRP Through 2027: Here’s the Most Likely Price

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Most XRP price predictions give you one target, with barely any explanation of what has to go right for that to happen, or what happens if it doesn’t. So, we ran something different.

We built a model that generated 10,000 possible futures for XRP (CRYPTO: XRP), each one playing out differently depending on three events: whether the CLARITY Act becomes law, whether institutional ETF money accelerates, and whether more banks start using XRP for payments.

Instead of one guess, the model maps the full range, the most likely outcome, the best 10% of scenarios, and the worst 10%. Here is what 10,000 simulated futures show from here.

What Price Did the Simulations Produce?

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The most likely price the model produced is $1.36 by December 2026, the probability-weighted median across all 10,000 paths. For December 2027, that median rises to $1.46. If you lined up all 10,000 simulated paths from lowest to highest, $1.36 is the price that falls exactly in the middle for 2026, and $1.46 is the middle for 2027.

Both medians fall well below the $5 and $10 targets most bullish analysts project for end of 2026 and end of 2027. From the $1.33 baseline, the 2026 median is a 2% gain and the 2027 median is a 10% gain. The mean across all paths is higher, at $2.06 in 2026 and $3.28 in 2027, but only because the bullish scenarios skew the average upward.

What Inputs and Assumptions Did the Model Use?

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The model runs on geometric Brownian motion, generating 365 daily steps per path and repeating across 10,000 paths, starting from XRP’s $1.33 baseline price. The base parameters, 35% annual drift and 90% annual volatility, come from XRP’s verified trading history, including its 570% rally from $0.50 to $3.40 between November 2024 and January 2025.

What makes this model different is how those parameters evolve across six probability-weighted branches. Three catalyst variables drive the branching. The first is the CLARITY Act, with a 65% probability of passage and a 35% probability of failure. This probability falls between Polymarket’s current 61% reading and Galaxy Research’s 75% projection, with 65% as the working midpoint.

The second is XRP ETF inflows, which depend on the CLARITY Act passing. There is a 70% probability that inflows scale past $4 billion and a 30% probability that they stall near May’s $118 million monthly run-rate. 

The third is ODL corridor conversion, with a 60% probability that Ripple’s messaging-rail partners accelerate conversion to On-Demand Liquidity following commodity classification, and a 40% probability they stay put.

The Six Scenarios the Model Tested

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Each scenario combines the three catalysts in a different way, producing different drift, volatility, and median outcomes.

Scenario A: All Three Catalysts Hit (27.3% of paths)

If the CLARITY Act passes, ETF inflows scale past $4 billion, and Ripple’s banking partners convert from messaging rails to ODL, the simulated drift jumps to 65% and volatility eases to 85% as steady institutional buying calms the price action. The median price the model produced under this scenario is $1.78 in 2026 and $2.37 in 2027.

Scenario B: Regulation and ETFs, but No Bank Conversion (18.2% of paths)

If the CLARITY Act passes and ETF inflows accelerate, but Ripple’s messaging-rail partners do not convert to ODL, the simulated drift rises to 50%, and volatility stays at 90%. The median price under this scenario is $1.46 in 2026 and $1.61 in 2027.

Scenario C: Regulation Wins, but ETFs Disappoint (11.7% of paths)

If the CLARITY Act passes but institutional ETF inflows fall short of the $4 billion threshold, ODL conversion still brings in some base demand on its own. The simulated drift rises to 45%, and volatility stays at the base 90%. The median price under this scenario is $1.39 in 2026 and $1.45 in 2027.

Scenario D: The Bill Passes, but Nothing Else Does (7.8% of paths)

If the bill passes but neither ETF inflows nor ODL conversion follow through, the simulated drift only rises to 40%, and volatility climbs to 95%. The median price under this scenario is $1.26 in 2026 and $1.20 in 2027.

Scenario E: The Bill Misses the August Recess (12.25% of paths)

If the CLARITY Act fails to pass before the August recess, some ETF inflows continue under the existing approvals and ODL grows modestly without strong tailwinds. The simulated drift falls to 25%, and volatility climbs to 95%. The median price under this scenario is $1.09 in 2026 and $0.89 in 2027.

Scenario F: The Bill Fails Entirely (22.75% of paths)

If the CLARITY Act fails and institutional capital retreats, XRP falls back to tracking Bitcoin with no major moves in the broader market. The simulated drift drops to 15%, and volatility climbs to 100%. The median price under this scenario is $0.94 in 2026 and $0.66 in 2027.

Bullish, Base, and Bearish Scenarios From the Simulations

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The simulations split into three buckets based on where each path ends up: the top 10%, the middle 50%, and the bottom 10%. The 2027 numbers extend each scenario forward a second year using the same drift and volatility settings.

Bullish Scenario: $5.28 in 2026, $8.30 in 2027

The top 10% of all weighted paths place XRP above $5.28 by December 2026 and above $8.30 by December 2027. These outcomes fall almost entirely within Scenario A, which is the 27.3% of paths where all three catalysts hit.

For XRP to reach these prices, ETF inflows would need to stay above $50 million per day throughout 2026, ODL adoption would need to expand beyond today’s 40% of RippleNet partners, and the March 2026 SEC-CFTC commodity classification would need to stay in place. A move to $5.28 from the $1.33 baseline is a 297% gain, within XRP’s historical range but a low-probability outcome based on the model’s weighting.

Base Scenario: Weighted Median $1.36 in 2026, $1.46 in 2027

The probability-weighted median of $1.36 in 2026 and $1.46 in 2027 comes from weighting all six scenarios together. If you look only at the paths where the CLARITY Act passes (65% of all paths), the median rises to $1.56 in 2026 and $1.85 in 2027. If you look only at the paths where it fails (35% of all paths), the median drops to $0.99 in 2026 and $0.74 in 2027.

Scenario F pulls the central price down because it carries 22.75% of all paths, even as the bullish scenarios push it up. The weighted mean of $2.06 in 2026 and $3.28 in 2027 represents what the average path produces, but only because Scenario A’s high-drift outcomes skew the average well above where most paths end up.

Bearish Scenario: $0.26 in 2026, $0.10 in 2027

The bottom 10% of all weighted paths drops below $0.26 by December 2026 and below $0.10 by December 2027. These outcomes fall almost entirely within Scenario F, the 22.75% of paths where the CLARITY Act fails and both ETF inflows and ODL adoption fall short at the same time.

At 15% drift and 100% volatility, losses compound quickly over two years. The current $1.28 to $1.30 technical support is the first level holding XRP above this bearish scenario. Scenario F’s 22.75% weight makes it the most probable single failure scenario the model produced.

Do We Agree With the Model?

The most likely price the model produced is $1.36 in 2026 and $1.46 in 2027. But the market is pricing in the CLARITY Act passage, and in that scenario, the median rises to $1.56 in 2026 and $1.85 in 2027.

However, we think those numbers are slightly low. XRP has front-runned every major regulatory catalyst in recent years, including a 155% rally in two weeks after Trump’s election win and a 23% rally after the SEC settlement. The XRP price has historically moved before the announcement, not after. Buyers who waited for confirmation in past cycles paid more than buyers who positioned earlier in the catalyst cycle.

We disagree with the extreme bearish path. A drop to $0.10 by 2027 is too pessimistic given XRP’s current setup. The median feels about right to us, with a lean toward the $1.56 in 2026 and $1.85 in 2027 the model produces if the CLARITY Act passes. If everything aligns, the model produces $8.30, which we agree is the upside ceiling, and the Senate floor vote could decide where XRP trades from here.

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About the Author Sam Daodu →

Sam Daodu is a crypto analyst who's spent nearly a decade making blockchain understandable—no easy task when most whitepapers read like fever dreams. He writes for 24/7 Wall St., covering Bitcoin, altcoins, and crypto market analysis for investors. Before crypto, he was a tech writer (back when explaining "the cloud" was peak innovation). Since 2018, he's written for CoinTelegraph, Yahoo Finance, The Block, Cryptonews, Zypto, Rain, and more—basically anywhere people want crypto news without the headache. Sam runs MacLabs Marketing, a content agency for crypto brands tired of sounding like AI wrote their website. He also publishes free crypto education on his site for Web3 enthusiasts who think "gas fees" is a typo. When he's not writing or staring at charts, Sam's either: - Watching anime (currently convinced One Piece has better tokenomics than most altcoins) - At the gym sculpting himself into a Greek god - Listening to the music your mum warned you only bad boys listen to Connect: LinkedIn | Email | MacLabs Marketing

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