35 solutions · 6 categories

AI Innovation catalog

Productized engagements with fixed pricing and clear timelines. Take the assessment if you want a personalised shortlist instead.

AI Strategy & Planning

quick win·low

AI Strategy Workshop

Half-day executive workshop to define AI vision, identify top use cases, and create a prioritized roadmap.

· AI opportunity assessment
· Use case prioritization
· Roadmap development
· Executive alignment

quick win·medium

AI Readiness Assessment Deep Dive

Comprehensive assessment of organizational AI readiness with detailed recommendations and action plan.

· Data maturity assessment
· Technology gap analysis
· Skills inventory
· Process evaluation

quick win·low

AI Use Case Discovery & Prioritization

Structured process to discover, evaluate, and prioritize AI use cases based on business value and feasibility.

· Use case discovery workshops
· Value assessment framework
· Feasibility analysis
· Prioritization matrix

strategic·high

AI Governance Framework

Comprehensive AI governance framework with policies, ethics guidelines, and risk management processes.

· AI policy framework
· Ethics guidelines
· Risk management processes
· Model governance

Data Foundation

quick win·medium

Data Quality Assessment

Assess data quality across key systems and create improvement roadmap for AI readiness.

· Data profiling
· Quality metrics
· Issue identification
· Improvement plan

medium term·high

Data Platform Implementation

Design and implement modern data platform for AI/ML workloads with data lake, warehouse, and pipelines.

· Data lake/warehouse
· ETL pipelines
· Data catalog
· Access controls

medium term·medium

Data Pipeline Automation

Automated data pipelines for ingestion, transformation, and loading to support AI/ML workflows.

· ETL/ELT pipelines
· Data transformation
· Scheduling automation
· Error handling

quick win·medium

Data Catalog & Discovery

Comprehensive data catalog with discovery, lineage, and governance to make data findable and trustworthy.

· Automated discovery
· Data lineage
· Quality scoring
· Usage tracking

strategic·high

Feature Store Implementation

Feature store for centralized feature management, versioning, and serving to accelerate ML development.

· Feature registry
· Version control
· Feature serving
· Online/offline storage

medium term·medium

Vector Database Implementation

Vector database for storing and querying embeddings to power semantic search, RAG, and similarity matching.

· High-dimensional vectors
· Similarity search
· Scalable architecture
· Real-time updates

ML Platform & Infrastructure

quick win·medium

Cloud ML Environment Setup

Set up cloud ML environment with Jupyter, MLflow, and basic infrastructure for immediate productivity.

· Jupyter Hub
· MLflow tracking
· Cloud compute
· GPU access

medium term·medium

ML Infrastructure as Code

Infrastructure as code for ML environments to ensure reproducibility, scalability, and cost optimization.

· Terraform/CloudFormation
· Environment templates
· Auto-scaling
· Cost optimization

AI/ML Development

quick win·medium

AI Proof of Concept

Develop AI PoC for a specific use case to demonstrate value and validate feasibility before full implementation.

· Use case implementation
· Model development
· Results presentation
· Business impact analysis

strategic·high

Production AI System

Full production AI/ML system with integration, monitoring, and maintenance for enterprise deployment.

· Production deployment
· API integration
· Monitoring & alerting
· Performance optimization

strategic·high

Custom LLM Application

Custom large language model application with fine-tuning, RAG, and enterprise integration for specific business needs.

· LLM fine-tuning
· RAG implementation
· Enterprise integration
· Prompt engineering

medium term·medium

Computer Vision Solution

Custom computer vision solution for image/video analysis, object detection, or quality inspection.

· Model development
· Image/video processing
· Real-time inference
· Integration APIs

medium term·medium

NLP & Text Analytics Solution

Natural language processing solution for text analysis, sentiment, classification, or extraction tasks.

· Text classification
· Sentiment analysis
· Entity extraction
· Document processing

strategic·high

Knowledge Graph Platform

Enterprise knowledge graph platform to connect and query organizational knowledge for intelligent insights.

· Entity extraction and linking
· Relationship mapping
· Graph database
· Semantic querying

strategic·high

RAG (Retrieval-Augmented Generation) System

RAG system combining vector search with LLMs to provide accurate, context-aware responses from your knowledge base.

· Vector embeddings
· Semantic search
· LLM integration
· Citation and sources

medium term·medium

Semantic Search Platform

Semantic search platform using embeddings to find relevant content based on meaning, not just keywords.

· Vector embeddings
· Semantic similarity
· Hybrid search (keyword + semantic)
· Multi-language support

medium term·high

Document Intelligence Platform

AI-powered document processing platform to extract, classify, and analyze information from unstructured documents.

· OCR and text extraction
· Document classification
· Entity extraction
· Form understanding

strategic·high

Conversational AI Platform

Enterprise conversational AI platform with chatbots, virtual assistants, and voice interfaces for customer and employee interactions.

· Multi-channel support
· Intent recognition
· Context management
· Voice integration

quick win·medium

AI-Powered Analytics Dashboard

Intelligent analytics dashboard with AI-powered insights, anomaly detection, and predictive analytics.

· Automated insights
· Anomaly detection
· Predictive analytics
· Natural language queries

medium term·medium

Recommendation Engine

Personalized recommendation engine using collaborative filtering and content-based methods to suggest relevant items.

· Collaborative filtering
· Content-based filtering
· Hybrid approaches
· Real-time recommendations

medium term·medium

Anomaly Detection System

Real-time anomaly detection system to identify unusual patterns, fraud, or operational issues across your data.

· Real-time monitoring
· Multiple detection methods
· Alerting system
· False positive reduction

medium term·medium

Time Series Forecasting Platform

Time series forecasting platform for demand prediction, resource planning, and trend analysis.

· Multiple forecasting models
· Seasonality handling
· Confidence intervals
· Automated model selection

AI Training & Enablement

quick win·low

AI Literacy Program

Organization-wide AI literacy training for non-technical staff to build awareness and understanding.

· AI fundamentals
· Use case examples
· Ethics & risks
· Interactive workshops

medium term·medium

ML Engineering Bootcamp

Intensive ML engineering training for technical team members to transform engineers into ML practitioners.

· Python for ML
· Model development
· MLOps basics
· Cloud ML platforms

strategic·high

Data Science Team Enablement

Comprehensive enablement program to build or enhance data science team capabilities with best practices.

· Team assessment
· Skills development plan
· Best practices training
· Tool and platform training

medium term·medium

AI Product Management Training

Specialized training for product managers on managing AI products, measuring success, and handling unique challenges.

· AI product lifecycle
· Success metrics
· Stakeholder management
· Risk management

MLOps & Automation

strategic·high

MLOps Pipeline Implementation

End-to-end MLOps pipeline with CI/CD, monitoring, and model registry for operationalizing ML at scale.

· CI/CD for ML
· Model registry
· A/B testing
· Drift detection

medium term·medium

Model Monitoring & Observability

Comprehensive model monitoring solution to track performance, detect drift, and ensure model reliability.

· Performance monitoring
· Data drift detection
· Model drift detection
· Alerting

strategic·high

Automated Model Retraining Pipeline

Automated pipeline for model retraining based on performance degradation or schedule to maintain model accuracy.

· Automated triggers
· Data pipeline integration
· Model versioning
· A/B testing

medium term·medium

Model Serving Infrastructure

Scalable model serving infrastructure with load balancing, auto-scaling, and high availability for production workloads.

· API serving
· Load balancing
· Auto-scaling
· High availability

quick win·low

ML Experiment Tracking & Management

Centralized experiment tracking system to log, compare, and manage ML experiments for better reproducibility.

· Experiment logging
· Parameter tracking
· Metric comparison
· Artifact storage