AI Agent

Pluto AI Agent

Use natural language to work through strategy, backtesting, trading bot, and market-related tasks. AI Agent understands intent, offers guidance, and operates within clearly defined safety boundaries.

With private deployment, your data and conversation context stay in your own environment. The underlying trading engine still enforces all risk and permission checks, so AI cannot bypass limits or safeguards.

System Architecture

AI + Trading Dual Engine

Pluto uses a dual-layer architecture of "AI Agent + Trading System Layer": AI Agent serves as the "brain," understanding natural language, providing analysis and suggestions, and orchestrating capabilities across strategy, backtesting, live bots, market data, analysis, and system configuration. The underlying trading system handles execution and strictly enforces risk control and permission checks—AI cannot bypass position limits, stop-loss protection, or unauthorized fund operations.

AI Agent Decision brain

Interprets natural language, provides analysis and suggestions, and intelligently orchestrates system tools.

Trading engine layer Secure execution

Handles underlying risk validation and real order execution, ensuring fund and permission safety.

💡In short, AI is the interaction and decision layer, while the trading system is the secure and auditable execution layer.
Natural language instruction

AI Agent (Brain)

Intent understanding / Strategy analysis / Task orchestration

Strategy
Backtest
Bot
Market
Risk & permission validation

Trading engine layer (Execution)

Safe isolationPrecise execution
AI Capabilities

Managed Through Conversation

Describe what you want in natural language. AI Agent can understand the request, offer suggestions, and help execute tasks within your permission and risk boundaries. Strategy setup, backtesting, bots, market data, and system configuration can all be handled through conversation.

Strategy

Help with strategy design, entry and exit logic, explanations, and trade-offs; create new strategies and take you directly to the configuration page.

StrategyExample conversation
Q:Create a dual MA golden/death cross strategy
A:AI Agent creates the strategy and takes you to the configuration page, where you can continue refining the parameters.

Backtest & optimization

Run backtests, explain metrics such as return, drawdown, and Sharpe ratio, and suggest improvements to parameters and configuration.

BacktestExample conversation
Q:Run a 30-day backtest on BTC/USDT, 1H
A:AI Agent runs the backtest, returns the results, and explains metrics such as Sharpe ratio and drawdown.

Live bots

Create and configure bots, explain status, query orders and positions, and troubleshoot why positions are not opening.

BotExample conversation
Q:Why hasn't my bot opened any positions?
A:AI Agent walks through a troubleshooting checklist covering signals, symbol, balance, and risk settings.

Market & positions

Query market prices and position data, interpret trends with indicators, and flag potential risk points.

MarketExample conversation
Q:What's the price of BTC right now? What's my P&L today?
A:AI Agent checks price and position data and highlights potential risk points.

System usage

Guide you through exchange setup, notification configuration, and first-time workflows such as your first strategy or first backtest.

ConfigExample conversation
Q:How do I configure an exchange? How do I run my first backtest?
A:AI Agent walks you through exchange setup, notifications, and AI configuration step by step.

Multi-Model Support

Choose a provider and enter your API key and model name in AI config. You can select based on cost, speed, quality, or network conditions, and set primary and backup models for automatic failover.

You can also configure temperature, max tokens, timeout, and streaming. If you use a self-hosted endpoint or proxy, enter the Base URL. See the in-app settings for full details.

OpenAI

GPT series

01
Available

Claude

Anthropic

02
Available

DeepSeek

Cost-friendly

03
Available

Groq

Low-latency inference

04
Available

Gemini

Google

05
Available

Grok

xAI

06
Available
How It Works

From conversation to execution

From one sentence to in-system execution: understand → orchestrate → execute (or confirm) → iterate.

Describe your goal in natural language

e.g. "Create a BTC MACD trend strategy" or "Run 30-day backtest on 1H."

AI Agent parses and orchestrates

AI Agent interprets your intent, selects the right tools for strategy, backtesting, or data queries, and presents intermediate results in tables or cards when helpful.

Engine executes by rules

Orders and configuration changes are carried out by the underlying engine. Any invalid or out-of-bounds action is blocked, and important steps require your confirmation.

Review results and follow up

Refine parameters based on backtest reports and runtime logs. You can also continue the workflow through Telegram if notifications and smart replies are configured.

DisclaimerAI Agent provides analysis, suggestions, and operational support only—no profit guarantees. Not investment advice. Assess risk before going live.

Your own AI Agent

Use AI to access knowledge, market data, and much of the system's operational workflow through conversation, with risk controls and permission safeguards built in.

PLUTO • QUANT • TRADING • PLUTO • QUANT • TRADING •
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PlutoQuant

Turn Strategy Into Execution

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Disclaimer:Nothing provided here should be considered investment advice, a financial recommendation, or a solicitation to buy any digital asset. We make no express or implied representations or warranties regarding the completeness, accuracy, or suitability of the information for any particular purpose. Any images, symbols, or examples are for illustrative purposes only and should not be interpreted as advice to buy, sell, or hold any specific asset. PlutoQuant is a provider of quantitative trading tools and platform services. All features, templates, and technical services offered through the platform are provided as software tools only and do not constitute investment, financial, or trading advice. We make no guarantees regarding trading results, profits, or losses. All trading activity carried out by users is based on their own independent decisions, and users are solely responsible for all related risks and outcomes, including but not limited to capital loss, market volatility, and operational risk. Before using the platform, users should understand the applicable laws, market risks, and platform functionality related to cryptocurrency trading, and ensure that their activities comply with the laws and regulations of their jurisdiction.

Legal Entity:PlutoQuant Pte. Ltd.
Platform Type:Technology Platform Provider