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Platform Capabilities

Complete Data Science Platform​

Naukr.ai delivers comprehensive data science capabilities through an integrated suite of AI-powered agents. Our platform combines advanced machine learning algorithms with natural language interfaces to make professional-grade analytics accessible to everyone.

Core Analytical Capabilities​

Data Analyst Agent​

Conversational Data Analysis

  • Natural Language Queries: Ask business questions in plain English and get instant statistical analysis
  • Python Code Generation: Automatic conversion of questions into executable pandas operations
  • Statistical Analysis: Comprehensive analysis using professional libraries (pandas, numpy, scipy)
  • Business Intelligence: Technical results translated into business-relevant insights

Key Features:

  • Descriptive statistics and data profiling
  • Financial analysis (debits, credits, balances)
  • Comparative analysis across regions, products, or time periods
  • Correlation analysis and pattern identification
  • Structured table outputs with download functionality

BI Analyst Agent​

Intelligent Visualization Creation

  • Prompt-Based Charts: Generate professional visualizations through natural language descriptions
  • SAM Framework: Advanced AI system for optimal chart type selection
  • Interactive Charts: Hover functionality and data exploration capabilities
  • Chart Insights: AI-generated explanations of visualization findings

Supported Visualizations:

  • Statistical charts (bar, line, scatter, histogram)
  • Business dashboards and performance tracking
  • Comparative analysis visualizations
  • Pattern recognition charts
  • Professional presentation-ready outputs

Forecasting Agent​

Advanced Time Series Prediction

  • 15+ Algorithms: Comprehensive suite including ARIMA, SARIMA, N-HiTS, TFT, Prophet, XGBoost
  • SAM Intelligence: AI-driven model selection based on data characteristics
  • Multi-Model Approach: Ensemble methods for improved accuracy and reliability
  • Business Forecasting: Professional reports with confidence intervals and growth analysis

Forecasting Features:

  • Automated seasonality and trend detection
  • Hyperparameter optimization with Optuna framework
  • Background processing with real-time status updates
  • Executive reports with business recommendations
  • SPYA analysis and growth rate calculations

Anomaly Detection Agent​

Comprehensive Outlier Identification

  • 6+ Detection Algorithms: Isolation Forest, One-Class SVM, HDBSCAN, LOF, Autoencoder, PCA-based
  • Multi-Algorithm Consensus: Reduced false positives through ensemble agreement
  • Risk Assessment: Severity classification (Critical/High/Medium/Low)
  • Investigation Support: Priority ranking and actionable insights

Detection Capabilities:

  • Fraud detection and security monitoring
  • Quality control and process monitoring
  • Financial risk and compliance analysis
  • Customer behavior analysis
  • Automated scoring and classification

Clustering Agent​

Intelligent Segmentation Analysis

  • Advanced Algorithms: K-means, hierarchical clustering, DBSCAN, and Gaussian mixture models
  • Automatic Optimization: Optimal cluster count determination and validation
  • Business Segmentation: Customer analysis, market segmentation, and behavioral grouping
  • LLM-Enhanced Insights: Meaningful cluster names and strategic recommendations

Clustering Features:

  • Silhouette analysis and cluster validation
  • Feature importance and segment characterization
  • Business-relevant naming and insights
  • Executive summaries with strategic guidance
  • Demographic and behavioral analysis

Marketing Mix Modeling (MMM)​

Attribution and Optimization Analysis

  • Media Attribution: Understanding impact across advertising channels
  • Budget Optimization: Data-driven allocation recommendations
  • Incremental Analysis: Measuring true marketing effectiveness
  • Strategic Planning: Long-term media strategy and planning support

Advanced Features​

SAM (Supervised Agentic Modeling)​

AI-Powered Decision Intelligence

  • Automatic Algorithm Selection: Data-driven choice of optimal analytical approaches
  • Performance Prediction: Expected accuracy and processing time estimation
  • Ensemble Optimization: Intelligent combination of multiple methodologies
  • Quality Assurance: Built-in validation and error handling

Business Intelligence Layer​

  • LLM Integration: Natural language interpretation of technical results
  • Strategic Insights: Business-focused recommendations and action plans
  • Industry Context: Domain-specific analysis and terminology
  • Executive Communication: Leadership-ready reports and presentations

Comprehensive Analytics Made Simple

Our platform delivers enterprise-grade data science capabilities through intuitive conversational interfaces. From basic data exploration to advanced machine learning, every analytical need is addressed through our integrated suite of AI-powered agents.

Professional data science, accessible to everyone.