In-depth Comparison of Poker Training Sites: Run It Once, Upswing Poker, and GTO Wizard

Definition and Overview

Run It Once (RIO), founded by professional poker player Phil Galfond, is a comprehensive poker training community offering video courses, strategy articles, forum discussions, and a unique training software called "Run It Once Train." Its content covers various game types from low stakes to high stakes, emphasizing balanced strategies and practical thinking.

Upswing Poker, co-founded by top players Doug Polk and Ryan Fee, is known for its systematic courses such as "The Lab" and "Elite Training." Upswing focuses on progressive learning from basics to advanced, particularly skilled at teaching the balance between exploitative play and GTO (Game Theory Optimal strategy).

GTO Wizard is a tool dedicated to GTO solving and analysis. By pre-computing a large number of preflop and postflop scenarios, it provides near real-time optimal strategy references. It is not a traditional training site but a software for practice assistance and strategy validation, favored by high-level players and researchers.

Teaching Principles and Methods

Run It Once's teaching philosophy emphasizes "understanding principles rather than rote memorization." Its video courses are typically explained by professional players, combining real hand analysis to teach how to adjust strategies based on opponent tendencies. The community forum allows students to interact directly with coaches, creating an interactive learning environment. RIO's training software simulates real poker scenarios, randomly generating situations for players to make decisions, then provides GTO recommendations to help build intuition.

Upswing Poker uses a structured curriculum, breaking down complex strategies into manageable modules. For example, "The Lab" contains over 200 videos covering preflop range construction, flop bet sizing, river value and bluff balance, etc. Each module includes exercises and quizzes to ensure knowledge retention. Upswing also regularly publishes "research reports" offering optimized strategies for specific game types (e.g., 6-max, stack depth).

GTO Wizard's core is a pre-computed database. Users input hand parameters (position, stack size, action history, etc.), and the software immediately returns the correct frequencies and EV for each hand and each street. It does not provide theoretical explanations but allows players to internalize GTO-approximate strategies through repeated practice. The latest version supports multi-line analysis, comparing EV differences across different bet sizes.

Practical Examples

Example 1: Using RIO Training Software to Improve Preflop Ranges

Suppose you often feel confused when facing a button raise from the small blind. RIO's training software can be set to "SB vs BTN" scenario, randomly generating hole cards. After you make a decision (fold, call, raise), the software shows the GTO-recommended action and EV loss. Through repeated practice, you gradually master the core of the SB defense range—continuing with about 40% of hands, mixing raises and calls.

Example 2: Using Upswing Courses to Solve Medium-Strength Hand Dilemmas

Many players over-value bet with medium pairs. Upswing's "The Lab" has a section dedicated to "Betting and Checking with Medium-Strength Hands," pointing out that on dry boards, c-betting with top pair medium kicker is often reasonable, but opponent fold equity must be considered. The course provides three typical scenarios and accompanying hand analysis videos.

Example 3: Using GTO Wizard to Verify River Decisions

In a typical hand, you hold A♥K♠, the board is J♦8♣3♠6♥2♠, and the river opponent bets 75% of the pot. You input your range, opponent's range (based on history), and the current bet size. GTO Wizard shows the call frequency should be 38%, with an EV of +1.2bb. If you find your actual call frequency is much higher, it indicates a potential over-calling leak.

Common Misconceptions

Misconception 1: Thinking GTO Wizard Equals "Standard Answer"

GTO Wizard's tools are based on idealized assumptions (e.g., perfectly balanced opponents), while real games involve opponents with leaks. High-level players typically use GTO strategies as a baseline and then exploit based on opponent tendencies. Blindly copying solver results can lead to losses.

Misconception 2: Subscribing to Multiple Platforms Without Consistency

Beginners are often attracted by promotions and buy memberships to several sites simultaneously, ending up not fully learning any. A more efficient approach is to first choose one platform and systematically complete its core courses (e.g., Upswing's "The Lab"), then supplement with other tools. Run It Once suits players who enjoy community interaction and practice training; GTO Wizard is for players with a foundation who want to fine-tune details.

Misconception 3: Skipping Basics and Jumping Straight to Advanced Content

Both Upswing and RIO have tiered content, but some students rush to watch high-stakes videos while neglecting basic ranges and pot odds calculations. In reality, even world-class players repeatedly practice basic scenarios. It is recommended to start with "beginner-intermediate" modules and ensure each concept is thoroughly understood.

Summary

Choosing a training site depends on your poker level and learning preferences:

• Beginners (micro stakes and below): Prioritize Upswing Poker's systematic introductory courses or Run It Once's beginner modules. GTO Wizard is not necessary for now.
• Intermediate players (NL25-NL100): Run It Once's community interaction and training software can help you break through plateaus; Upswing's advanced courses (e.g., "Elite") are also valuable.
• Advanced/professional players: GTO Wizard is an essential tool for precise analysis and adjustment; Run It Once's live courses and high-stakes discussions can provide inspiration.

Ultimately, there is no shortcut to learning poker. No matter which platform you choose, it requires time, repeated practice, and review with reflection. It is recommended to first try free content from each platform before deciding on a long-term subscription.