Our Expertise in Agentic AI Banner

Our Expertise

Our expertise at Geometric Progression is broadly grouped into two key pillars, showcasing our fusion of deep quantitative acumen with the transformative power of Artificial Intelligence:

  1. The Agentic AI Revolution: Focusing on intelligent automation at scale and strategic AI implementation.
  2. Advanced Quantitative & AI-Driven Solutions: Leveraging data science and AI for enhanced analytics, forecasting, and operational efficiency.

1. The Agentic AI Revolution: Intelligent Automation at Scale

We are at the forefront of leveraging Agentic AI to build sophisticated, autonomous systems that redefine efficiency and insight across numerous industries, with notable expertise in financial markets applications.

1.1 Autonomous Agent Teams & Frameworks

Our solutions revolve around creating collaborative, AI-powered agent teams engineered to tackle complex tasks. We leverage a diverse ecosystem of leading frameworks, technologies and models from cutting-edge frontier models (e.g., OpenAI's GPT series, Anthropic's Claude, Google's Gemini) to powerful open-source alternatives (e.g., Llama, Qwen, DeepSeek) to architect the most effective and tailored agentic solutions.

  • Specialized Agent Roles: We design and implement distinct agents, each optimized for specific functions. Examples include:
    • Agentic Coding Frameworks: Comprehensive teams for software development, featuring agents for backend and frontend development, unit testing, and automated evaluation, often operating in containerized environments for robust lifecycle management.
    • Financial Analysis & Research Agents: Autonomous agents performing periodic sentiment analysis on portfolio stocks and collaborative agent teams conducting in-depth stock research, dynamic portfolio allocation, security selection, and strategy optimization.
Interconnected Agent Network Visualization
RAG Process Diagram

1.2 Retrieval-Augmented Generation (RAG) & Advanced Model Adaptation

To ensure our AI solutions are grounded in factual, up-to-date, and domain-specific information, we implement sophisticated Retrieval-Augmented Generation (RAG) pipelines. This allows Large Language Models (LLMs) to access and cite information from your designated knowledge bases, enhancing the accuracy, relevance, and trustworthiness of their outputs for critical applications.

Furthermore, we harness the power of pre-trained foundation models and adapt them to specialized tasks through Transfer Learning and meticulous Model Fine-Tuning. This includes implementing and customizing open-source models, fine-tuned with your proprietary data, which can be deployed locally on your infrastructure or in the cloud for optimal security and performance. Where permissible and advantageous, we also fine-tune frontier models. This flexibility allows us to leverage state-of-the-art LLMs and other AI models, tailoring them to understand the unique nuances of your data, industry context, and specific business objectives for rapid insight discovery and enhanced performance.

1.3 Workflow Automation with Agentic AI

Employing frameworks (such as OpenAI SDK, LangGraph, CrewAI and AutoGen) and leveraging protocols such as the Model Context Protocol (MCP), we develop agents that excel at automating complex and repetitive business workflows across your organization. From intelligent document processing and data extraction to automating decision-making processes and managing end-to-end operational sequences.

1.4 Strategic AI Implementation for Your Edge

Adopting Agentic AI is a strategic imperative. We partner with you through this transformation:

Strategic AI Blueprint

Together, we build an AI think-tank for your business, crafting policies, training teams, and defining a roadmap from quick wins to holistic AI integrations aligned with your overarching goals.

Turnkey & Collaborative Solutions

Whether you need a fully managed turnkey AI solution or prefer a collaborative approach where we co-create and upskill your team, we adapt to your needs. We ensure the developed code and the knowledge remain yours.

2. Advanced Quantitative & AI-Driven Solutions

Our deep-rooted expertise in quantitative methods is now amplified by AI, delivering enhanced precision, foresight, and efficiency across a wide range of business operations and analytical tasks.

2.1 Data Foundation for Success

Robust data preparation is the bedrock of any reliable model. Our processes include:

2.2 Predictive Analytics & Forecasting

We have a strong record in forecasting critical business variables, market dynamics, economic indicators, and asset prices.

  • Time Series Analysis: classical models (e.g., ARIMA, ARIMAX, SARIMAX, VARMA) as baselines and compare the results against advanced machine learning/deep learning models (LSTMs, N-BEATS, TimeGPT etc.). We provide full predictive distributions and key point estimates for robust decision-making.
  • Advanced Machine Learning & Deep Learning: Implementing ensembles (Random Forests, Gradient Boosting etc) and cutting-edge deep learning models (LSTMs, CNNs, ANN's) and generative models we perform predictive analytics. Whether it be factor models, securities classification, financial statement forecasts, econometric forecasts to production outputs we have you covered.
  • Probabilistic Forecasting: Generating full predictive distributions to enable understanding of potential outcomes and most probable scenarios across diverse datasets.
  • Yield Curve Expertise: From sophisticated interpolation to interest rate modelling incorporating Neural networks to predict shifts in yield curve level, slope, and curvature.
Complex Time Series Graph or Neural Network Diagram

2.3 Analytics, Optimisation & Risk Management

We cater to diverse client needs in analytics, process optimisation, and risk management, with strong examples in financial portfolio contexts.

Optimisation & Decision Support:
  • Traditional (e.g., Mean-Variance for portfolios) and advanced optimization methods (Black-Litterman, Risk Parity, CVaR, Hierarchical Risk Parity).
  • Special focus on fixed income portfolio optimization: duration matching, convexity tilting etc.
  • Factor-based strategies and dynamic security classification using ML.
  • Fair allocation principles adhering to mandates, liquidity, and regulatory requirements.
Risk Analytics & Management:
  • Value-at-Risk (VaR) modeling (historical, parametric, Monte Carlo).
  • Expected Tail Loss (ETL), stress testing, and scenario analysis.
  • Regime change detection (Hidden Markov Models, clustering) for adaptive strategies.
  • Dynamic interest rate hedging strategies.

We also provide ESG analytics for responsible investment and detailed performance attribution analysis.

Abstract Market Compliance / Security Shield

2.4 Market Abuse Detection & Advanced Pricing Applications

Ensuring fairness, accuracy, and compliance is paramount in regulated environments, particularly financial institutions.

  • Market Abuse Oversight & Compliance: We develop AI-powered systems for institutions to detect market abuse, including spoofing, layering, and front-running by traders and HFT algorithms.
  • Advanced Valuation & Pricing: We develop bespoke valuation tools. We have expertise in adjusting methodologies for diverse market specifics and providing independent manual and automated valuations.

Partner with Us for Your Quantitative & AI Edge

Our approach combines deep analytical intuition with cutting-edge quantitative methodologies and Agentic AI to deliver actionable insights and robust solutions. We empower your institution to navigate the future with confidence and strategic advantage, whatever your industry.