AI and data solutions for financial services.

From strategy through production — we design, build, and operationalize AI and data solutions that deliver measurable business outcomes.

Built on 17+ years of engineering mission-critical data infrastructure for the world's top financial institutions — including pension funds, prime brokerages, asset managers, and government-sponsored enterprises.

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17+ Years in cloud data engineering
$200B+ Assets under management at our largest client engagement
Fortune 500 Clients across financial services

"Most organizations are drowning in data but starving for insight. Legacy systems, siloed databases, and fragmented ownership make it nearly impossible to move forward with AI. We fix that."


🔒

Siloed Data

Your data lives in dozens of disconnected systems. No single source of truth. No enterprise visibility.

🧩

Fragmented Ownership

Every team has built their own solution. Reconciliation is manual, slow, and expensive.

🚫

No Path to AI

You can't build AI on a broken data foundation. Legacy systems block every initiative.


How We Help

💡

AI Strategy & Roadmap

We assess your data maturity, identify high-impact AI use cases, and build a phased plan aligned to business goals.

⚙️

AI & Data Solutions

From RAG-powered knowledge systems to intelligent automation to enterprise data lakes — we design and build what you need.

🚀

Production & Scale

We don't stop at prototypes. We engineer AI and data systems for reliability, security, and enterprise-grade performance.

AI Platforms
OpenAIAnthropicAWS BedrockAzure OpenAIGoogle Vertex AI
Cloud & Data
AWSAzureGCPDatabricksSnowflake
Frameworks
LangChainApache SparkApache KafkaApache Iceberg
Data Stores
PostgreSQLMongoDBDelta LakeQdrant

From Idea to Impact

01

Discover

Stakeholder interviews, data audit, opportunity sizing. We find where AI and modern data architecture create the most value.

02

Design

Architecture design, technology selection, security and compliance planning. We design for production from day one.

03

Build

Agile delivery with working demos. Data pipelines, AI applications, cloud migrations — whatever the engagement demands.

04

Deploy

CI/CD, monitoring, access controls, and governance. Production-ready in hours, not months.

05

Optimize

Continuous evaluation, cost optimization, and capability expansion as your AI and data maturity grows.


Proven Results

AI-Powered OpsChat for Enterprise Operations

Built an AI conversational interface that lets L1/L2 support staff diagnose operational issues instantly — ingesting 140,000+ log messages per second into a RAG vector database via a GPU server farm.

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Enterprise Data Lake for a $200B Pension Fund

Built a cloud-based data ecosystem that gave investment teams instant access to hundreds of datasets for analytics-driven decisions.

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Datris.ai — AI Agent-Native Data Platform

Founded and built an open-source data platform where AI agents operate pipelines via MCP — ingestion, validation, transformation, and RAG — all driven by natural language instead of code.

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Freddie MacCitiGoldman SachsJPMorganBank of AmericaBridgewaterCPP InvestmentsCredit Suisse

Latest Thinking

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