Aubrant Data & AI Studio
Data and AI Engineering:
Deliver on business insights with data engineering, analytics and Artificial Intelligence
AUBRANT DIGITAL
Data & AI Studio
Our Data & AI team includes AI experts, many with over 10 years' experience, using Proprietary, Platform Agnostic, and Portable tools to accelerate delivery
We serve three main client groups:
- Clients needing help getting data ready and then deploying AI
- Companies that had challenges deploying AI and need expert help to fix things
- AI firms needing our White-Label supporting cast to enhance their efforts

Aubrant Data Science & AI Expertise
Modern ML & Deep Learning
- Advanced expertise in transformers, diffusion models, and large language models (LLMs)
- Time-series forecasting and predictive modeling for complex domains such as patient outcomes
AI Engineering & Deployment
- Scalable ML pipelines with ML Ops, continuous integration, and automated model retraining
- Compliant, cloud-native deployments built with enterprise-grade security and governance best practices
Pushing the Bounds of AI
- Leadership in Model Context Protocol (MCP) adoption for enterprise-scale AI governance and control
- Ongoing research and applied innovation in emerging generative AI applications
Aubrant Data Engineering Expertise
Cloud Data Migration
- Expert-led migration to any public or private cloud, with automated validation and optimization
- Engineered for near-zero downtime and performance at enterprise scale
- Proven patterns for security, reliability, and compliance in mission-critical workloads
Data Warehouse as a Service
- Enterprise-grade, scalable, and highly available SQL data warehouse optimized for advanced analytics
- Pre-built and custom data connectors for seamless integration across platforms
- Granular, role-based security aligned with compliance frameworks (SOC 2, ISO 27001, HIPAA, etc.)
Unstructured Data Engineering
- End-to-end big data architecture design and implementation
- Expertise in NoSQL data models for flexible, high-performance workloads
- Real-time streaming data pipelines for analytics and AI-driven insights
Aubrant AI Workbench
Our Five Core Accelerators

- Cloud-Agnostic AI Environment: Deploy pre-configured, Kubernetes-powered AI environments in any cloud or on-premises environment within minutes, avoiding cloud vendor lock-in.
- Universal Data Integration: Connect to any data source easily, from structured databases to real-time streams with automated SQL generation, data preparation, and integrated Jupyter Labs for collaboration.
- End-to-End Auto ML and Model Deployment: Automate model building, fine-tuning, and deployment (batch or real-time API) without the need for extensive manual coding or DevOps intervention.
- State-of-the-Art Predictive Analytics & LLM Ecosystem: Integrate and optimize open-source and enterprise-grade ML Models & LLMs with under-the-hood GPU tuning for superior inference speed and operational cost control.
- Cost, Drift, and Performance Transparency: Monitor real-time usage, detect model drift early, track model performance, and gain full visibility into operational expenses, ensuring sustainable and measurable AI value.
AUBRANT AI DASHBOARD
AI Analytics Monitoring
AUBRANT AI WORKBENCH
AI Workbench Benefits
Our AI Workbench is a proprietary, platform-agnostic tool designed to accelerate delivery.
It’s portable, reusable, and installed as part of our engagement, enabling clients to continue leveraging its capabilities long after project delivery. With no vendor lock-in and a focus on flexibility, it delivers significant long-term ROI.

Plug and Play
Once customized and configured for your specific use cases, the AI Workbench installs seamlessly into your environment, ready for continued use with minimal setup effort.

Speed to Market
Our streamlined delivery process leverages the Workbench to accelerate deployment, helping you launch solutions faster with reduced complexity.

Pre-Packaged SME Knowledge
Each deployment comes with pre-built modules infused with domain expertise providing ready-to-deploy intelligence for your industry and downstream tasks.

No Data Movement
Integrate effortlessly with your existing workflows. Your data remains securely within your environment while the Workbench operates where you need it most.
INDUSTRIES
AI Use cases across verticals
Banking
- Customer experience & Personalization
- Risk assessment & Credit Underwriting
- Fraud Detection
- Loan Decision Making
- Streamline Ops
Insurance
- Personalized Marketing & Distribution
- Customer facing bots
- Automated service & Claims
- Underwriting support
- Fraud Detection
- Employer facing bots
Healthcare
- Summarize conversation and add to EHR
- Simplify Medical language for patients
- Personalized Medication & Care
- Clinical Decision Making
Wealth Management
- Automated Advisors
- Risk Management
- Insight Generation
- Decision Making
Legal
- Document Automation
- Contract Review
DATA SCIENCE & AI CASE STUDIES
Investment Banking - Finance
Performance Optimization for Investment Professionals

Challenge
A large investment bank needed the ability to query vast amounts of internal data to gain insights quickly and accurately using a RAG chatbot to retrieve answers across various data sources including PDFs, excel files, audio recordings and more.

Solution
We created a dynamic custom vector database to ensure role-based access to information for different users. The tools can transcribe audio files to text documents, embed them and add to the vector DB based on request. This allows for the DB to host data across formats to be included in query results and insights.

Results
50% reduction in time, as reported by investment bankers using the tools, to identify and query relevant data for rapid insights.
Investment Banking - Brokerage
Performance Optimization for Investment Professionals

Challenge
A large investment brokerage needed faster access to real-time data to reduce manual research time for financial news, reports, and more.

Solution
We built a complete system that began by aggregating data collection from vast datasets including financial news outlets, market databases, social media and more. We then applied Natural Language Processing to convert unstructured data to structured data to capture market sentiment in near real-time. Using rigorous back-testing with historical data these tools refine model capability to ensure reliability. The deliverable was a seamless integration of the model into their existing brokerage platform for real-time analysis.

Results
35% reduction in manual research time through automated data collection and integration.
Healthcare
Clinical Decision and Prior Authorization Support

Challenge
Large healthcare provider needed more consistency in clinical decisions and automation help to gain operational efficiencies in prior authorization processes and decisions.

Solution
We built an AI tool that did several critical things for this company: It allowed them to index domain specific documents for easy search and retrieval and identify the HCCs from electronic health records to capture accurate clinical overviews which prompted providers with the necessary HCC codes. These insights also augmented physicians’ clinical decisions by providing evidence-based recommendations about appropriate patient care.

Results
Rapid insights across datasets allows them to reduce excess costs and support real-time authorization of ePA determining medical necessity and patient eligibility based on complete data insights which include Clinical Guidelines, Knowledge Libraries, and Policy Documents.
Metadata.IO – Marketing SaaS Platform
AI-Driven Performance Marketing Product Development

Challenge
Scale performance marketing SAAS B2B product to win new customers, while transitioning to an AI driven Solution for professional advertisers. Complex, dynamic audience segments and campaign refresh cycles created bottlenecks in speed, accuracy, and scalability.

Solution
Developed and enhanced product features including:
- Multichannel Campaign Automation: Enabled marketers to run cost-efficient campaigns across multiple advertising platforms such as Google, LinkedIn, and Meta.
- Campaign Automation: Vastly simplified the workflow for advertisers, including targeting, bidding, creative testing, real time revenue /budget pipeline optimization, reporting and analytics.
- Copilot Experience: Used Large Language Models (LLMs) and a Model Context Protocol (MCP) server to build an intelligent co-pilot that streamlined user workflows and campaign setups. The MCP server incorporated external advertising data and product usage to serve public and internal use cases.

Results
Accelerated product rollout with significant savings and successfully reposition the tool in market as an AI solution capable of automating cost-efficient multichannel ad campaigns.
International Professional Sports League
Performance Optimization for Professional Athletes

Challenge
A premier sports league needed to analyze training and game videos to refine player techniques, track endurance, and mitigate injury risks, turning raw footage into personalized performance insights.

Solution
We built a video analytics platform with temporal tracking and biomechanics evaluation using MediaPipe for pose estimation, incorporating multi-angle views and sensor fusion for rep counting and risk assessment. This provided real-time feedback on speed and symmetry, used for data-driven coaching decisions. Hybrid cloud-edge deployment supported seamless integration with wearables for holistic metrics.

Results
Boosted player performance metrics by 25%, with injury predictions cutting downtime by 15%, leading to more efficient training and competitive advantages.
Highly Competitive Quick Commerce Company
Optimization of Last-Mile Delivery

Challenge
A premier quick commerce company faced significant challenges in operational and cost efficiencies due to long delivery times, inefficient routing, and inventory management issues impeding their growth.

Solution
Using geo-spatial data analysis, we analyzed historical delivery data to predict demand patterns and identify potential delivery hotspots. We then conducted an isochrone analysis alongside customer density and market demand data to identify optimal locations for dark stores. Finally, we conducted simulation testing to validate routes, which we fine-tuned based on traffic conditions and volume fluctuation patterns.

Results
Using our analyses, our client was able to reduce delivery times by 30% and last-mile delivery distances by 40%, resulting in significant cost savings, improved operational efficiencies, and increased customer satisfaction.
Leading Oil & Gas Company
Developing a Demand Forecasting Model

Challenge
A leading Oil & Gas company has significant challenges fine-tuning an LLM model. Due to the sensitivity of their data, they faced large costs to keep model in production, and hallucinations in the data. After receiving a $10 Million quote to fix their issues, they reached out to us.

Solution
Using our AI Workbench tools, we were able to Annotate their data to create a registry of all their datasets, built a specific small-language model to fine-tune specific data, and then reinforced the model learning by implementing a human feedback loop to capture expert insights and improve model performance. We then implemented guardrails to prevent hallucinations and provide ongoing feedback loops for continuous model improvement.

Results
Delivered the LLM fine-tuning the client needed for 1/10th of the cost estimated by their original provider.
OUR RESULTS
Aubrant Digital delivers Value and Confidence
Up to 3x Throughput
AI-assisted engineering reduces cycle times by up to 60%
Rapid MVPs
Delivery in weeks, not months
Seamless SME Integration
Codified expertise ensures scientific and operational rigor
Cost Optimization
Global studios accelerate delivery at lower cost
Sustainable Capability
Clients gain repeatable models for innovation, not just one-off projects
Scale
We build repeatable models for innovation that scale
ENGAGEMENT RESOURCES
The Aubrant Edge
Since 2013, Aubrant has delivered over 500 digital engineering projects with one goal: simplify complexity and accelerate business value.
Our Studios model embeds cross-functional teams into your problem space—delivering scalable, secure, and fast results.
Our Workbench platform empowers your teams to customize and deploy accelerated software with transparency and control—no lock-in, no fluff.