DeepMiner-Cito Professional Instruction Reasoning Large Model

Solving action space challenges in AI Planning for marketing

Action Space Challenges

DeepMiner-Cito can precisely navigate through 300,000+ action spaces to find the optimal analysis path

300,000+ Action Space Visualization

Action Space Challenges

Cito can find the optimal analysis path in a vast action space composed of 250+ public dimensions × 6 types of private dimensions × 200+ analysis metrics.

Vast Action Space

A 300,000+ action space composed of 250+ public dimensions × 6 types of private dimensions × 200+ analysis metrics, which is difficult to navigate efficiently using traditional methods.

Multi-source Data Integration

Integrates heterogeneous data from e-commerce platforms, advertising platforms, social media, and other sources to form a unified analytical view.

Complex Decision Paths

Among many possible analysis paths, finds the optimal path that best answers business questions, improving analysis efficiency.

Professional Domain Knowledge

Integrates Professional Domain Knowledge in marketing, sales, user behavior, and more to provide in-depth analytical insights.

Core Advantages

DeepMiner-Cito has significant advantages in complex reasoning and decision path optimization

Vast Action Space Navigation

Precisely navigates through 300,000+ action spaces to find the optimal analysis path, significantly improving analysis efficiency.

Professional Reasoning Chain

Builds complex multi-step reasoning processes, ensuring rigorous analytical logic and reliable conclusions.

Decision Path Optimization

Finds the optimal analysis path among many possibilities, avoiding ineffective analysis and improving efficiency.

Automated Data Integration

Seamlessly connects and integrates multi-source heterogeneous data, providing comprehensive analytical perspectives.

Explainable Reports

Generates professional analysis reports with complete reasoning processes, ensuring conclusions are trustworthy and actionable.

Data Source Coverage

DeepMiner-Cito supports multiple data sources, providing comprehensive data analysis capabilities

E-commerce Platforms

80+

Global e-commerce websites and application platforms

Amazon
Taobao/Tmall
JD.com
eBay
Pinduoduo
Shopee/Lazada

Offline Channels

30+

Major physical retail and supermarket data sources

Walmart
Costco
Carrefour
7-11/FamilyMart
Macy's
Intime

Ad Platforms

70+

Global advertising delivery and monitoring platforms

Google Ads
Facebook Ads
YouTube Ads
Instagram Ads
TikTok Ads
Amazon Ads

Social Media Platforms

40+

Major global social media data sources

Facebook
WeChat
Weibo
Douyin/TikTok
YouTube
Xiaohongshu

Third-party Data Platforms

30+

Professional market research and data analysis services

Nielsen
Kantar
SimilarWeb
Semrush
Jungle Scout
Euromonitor

Private Domain Dimensions

6

Enterprise internal core data assets

Store Data
Financial Data
ERP Data
Logistics Data
Tax Data
Customer Service Data

Analysis Metrics System

DeepMiner-Cito supports 200+ professional analysis metrics, covering all aspects of business

Traffic & Engagement (45 metrics)

Includes metrics related to traffic and user engagement such as visits, time on site, bounce rate, page view depth, interaction rate, and more.

Conversion Metrics (35 metrics)

Includes conversion-related metrics at various stages such as conversion rate, add-to-cart rate, order rate, payment completion rate, funnel conversion, and more.

Sales Metrics (40 metrics)

Includes sales-related metrics such as sales revenue, sales volume, average order value, repurchase rate, return rate, sales growth rate, and more.

User Metrics (35 metrics)

Includes user-related metrics such as user growth, activity level, retention rate, lifetime value, churn rate, and more.

Marketing Effectiveness (40 metrics)

Includes marketing-related metrics such as ad click-through rate, impressions, return on investment, customer acquisition cost, attribution analysis, and more.

Product Metrics (40 metrics)

Includes product-related metrics such as product views, favorite rate, ratings, review count, inventory turnover rate, and more.

Technical Features

DeepMiner-Cito uses advanced technology to achieve complex reasoning and decision optimization

Automated Action Selection

Intelligently selects the optimal sequence of analysis actions, avoids ineffective analysis, and improves efficiency.

Context-Aware Reasoning

Adjusts analysis strategies based on business scenarios to ensure analysis results meet actual business needs.

Multi-step Planning Capability

Breaks down complex problems into manageable steps, building a complete analysis path.

Adaptive Learning Mechanism

Continuously optimizes decision paths from successful analysis cases, improving analysis efficiency and accuracy.

Enterprise Knowledge Integration

Integrates enterprise-specific knowledge with industry best practices to provide analysis results that match the actual situation of the enterprise.

Collaborative Relationship with FA

DeepMiner-Cito is responsible for core reasoning and decision-making in multi-agent collaboration

Collaborative Relationship with FA

Professional Capability Provision

Provides FA with professional reasoning and decision path planning capabilities to handle complex data analysis tasks.

Task Coordination

Receives overall task coordination and scenario definition from FA, adjusting analysis strategies according to business requirements.

Analysis Results Provision

Returns complete analysis results and explainable reasoning processes to FA, supporting the completion of the overall task.

Collaborative Role

In multi-agent collaboration, Cito is responsible for core reasoning and decision-making, providing key insights for business analysis.

Application Scenarios

DeepMiner-Cito is applicable to various business analysis scenarios, providing intelligent decision support

Marketing Effectiveness Attribution

Analyze the effectiveness of multi-channel marketing campaigns, identify the most influential channels and touchpoints, and optimize marketing investments.

User Behavior Analysis

Deeply analyze user behavior patterns, identify key decision factors, and optimize user experience and conversion paths.

Sales Forecasting & Planning

Predict sales trends based on multi-factor analysis, supporting inventory planning and production decisions.

Competitive Intelligence Analysis

Analyze competitor strategies and market dynamics, identify opportunities and threats, and develop response strategies.

Product Portfolio Optimization

Analyze product portfolio performance, identify optimal product combinations and pricing strategies, and improve overall profitability.

Learn More

Explore how DeepMiner-Cito can provide professional reasoning and decision support for your business