Data & AI Advisory
Services
AI has the ability to move your business from keeping up to setting the pace, but only when built on a solid foundation.
From data collection to enterprise-wide AI adoption, we ensure every step is purposefully aligned with your objectives, delivering measurable, meaningful results.
Your Roadmap to AI Success
Data Collection and Integration
Data Integration Services
- Data collection from multiple, disconnected sources.
- Data integration from cloud platforms, on-premise systems, and external datasets.
- Seamless data flow across diverse environments for enhanced insights.
Data Pipelines Setup
- Scalable data pipeline design for real-time data flow.
- Implementation of robust data pipelines tailored for high-performance processing.
- Continuous real-time data flow for immediate insights and decision-making.
Data Lake & Data Warehouse Solutions
- Development of cloud or on-premise data lakes for centralized data storage.
- Development of efficient data warehouses for streamlined data management.
- Centralized, scalable solutions for optimal data storage and accessibility.
Core Technologies
Data Collection & Integration Tools : Apache Nifi, Talend, Informatica, AWS Glue, Salesforce Data Cloud, MuleSoft
,Salesforce Connect ,Data Loader, Omnistudio
Data Lakes/Warehousing : Snowflake, Google BigQuery, Amazon Redshift, Azure Data Lake
Data Pipelines : Apache Airflow, Google Dataflow, Azure Data Factory
Data Quality and Cleansing
Data Quality and Cleansing
Use advanced profiling and cleansing techniques.
Data Enrichment
Enhance the accuracy of your analytics and AI models.
Data Quality Monitoring
Ensure compliance and ongoing data integrity.
Core Technologies
Data Quality Tools : Great Expectations, Talend Data Quality, Informatica, Trifacta, Apache Griffin ,Salesforce Data Cloud, Einstein Data Detect
Validation & Cleansing : Ataccama, Collibra, SAS Data Quality
Data Quality and Cleansing
Data Quality and Cleansing
Use advanced profiling and cleansing techniques.
Data Enrichment
Enhance the accuracy of your analytics and AI models.
Data Quality Monitoring
Ensure compliance and ongoing data integrity.
Core Technologies
Data Quality Tools : Great Expectations, Talend Data Quality, Informatica, Trifacta, Apache Griffin ,Salesforce Data Cloud, Einstein Data Detect
Validation & Cleansing : Ataccama, Collibra, SAS Data Quality
Data Strategy Development
AI-Driven Data Strategy
Data Governance Frameworks
Ensure compliance, security, and consistency across the organization.
KPI Definition and Metrics Analysis
Core Technologies
Data Strategy Tools : Alteryx, Databricks, Cloudera , Salesforce Einstein Analytics, Tableau CRM
Data Governanc : Collibra, Alation, Informatica, Immuta
Data Infrastructure and Tools Setup
Cloud and On-Premise Data Infrastructure
Design scalable data infrastructures for cloud or on-premise environments.
Data Warehousing
Solutions
Build high-performance data warehouses to store, process, and analyze data.
Real-time
Analytics Tools
Implement real-time analytics tools for quick responses to data changes.
Core Technologies
Cloud Infrastructure : AWS, Google Cloud Platform (GCP), Microsoft Azure ,Appexchange Solutions ,Heroku
,Salesforce Shield, Salesforce Hyperforce ,Appexchange Solutions
Data Storage : Snowflake, Google BigQuery, Azure Synapse
Analytics ML Infrastructure : Kubeflow, MLflow, AWS SageMaker
Exploratory Data Analysis (EDA)
Data Visualization and Reporting
Use advanced data visualization tools to uncover trends and insights.
Statistical Data Analysis
Apply statistical techniques for AI model development.
Key Metric Identification
Help businesses define critical metrics for AI decision-making.
Core Technologies
Cloud Infrastructure: AWS, Google Cloud Platform (GCP), Microsoft Azure
Data Visualization : Tableau, Power BI, Looker ,Einstein Discovery
EDA Tools : Python (Pandas, Matplotlib, Seaborn), R (ggplot2, Shiny)
Machine Learning Model Development
Custom Machine Learning Models
Model Training and Validation
Advanced AI Techniques
Core Technologies
ML Model Development: TensorFlow, PyTorch, Scikit-learn, H2O.ai, AWS Sagemaker, Azure ML, Google Vertex AI ,Einstein Platform Services, Salesforce CRM Analytics
AutoML: Google AutoML, Azure AutoML, DataRobot
AI Deployment and Workflow Integration
AI Model Deployment
Deploy machine learning models in production environments (cloud or on-premise).
AI Workflow Integration
Integrate AI insights directly into business processes for automation and efficiency.
Real-time AI Decision Systems
Implement AI systems for real-time decision-making.
Core Technologies
AI Deployment & Workflow Tools : Kubernetes, Docker, Jenkins, Apache Airflow,Salesforce Flow, Einstein Next Best Action, MuleSoft Anypoint Platform
AI Monitoring & Optimization
AI Model Monitoring and Maintenance
Model Retraining and Fine-Tuning
Optimization and Feedback Loops
Core Technologies
Model Monitoring Tools : Arize AI, Domino Data Lab, Prometheus, Grafana ,Einstein Analytics Monitoring, Salesforce DevOps Center
Optimization Tools : Optuna, Ray Tune, SigOpt
AI Governance and Ethics
AI Governance Frameworks
Implement governance frameworks for responsible AI use.
Compliance with Regulations
Ensure AI models comply with regulations (GDPR, HIPAA, CCPA).
Bias Detection and Mitigation
Monitor for potential AI bias and implement strategies to mitigate it.
Core Technologies
AI Governance : IBM OpenScale, Fiddler AI, Fairness Indicators by Google, Microsoft Fairlearn ,Salesforce Ethical AI Framework, Einstein GPT Trust Layer
Scaling AI Across the Enterprise
AI at Scale
Scale AI initiatives across departments and business units.
AI Center of Excellence (CoE)
Establish an internal AI CoE to drive AI adoption and governance.
Cross-Department AI Implementation
Expand AI use across multiple functions for maximum ROI.
Core Technologies
AI at Scale Tools : Dataiku, AWS SageMaker, Google AI Platform, Industry Agents ,Salesforce AI Center of Excellence, Einstein Automate
Partner with Teqfocus for End-to-End AI Transformation
Teqfocus is your trusted partner in data engineering, data science, machine learning, and enterprise AI services. Whether you are just starting your data journey or ready to deploy AI at scale, our experts are here to ensure your success every step of the way.
