Atheryon - a Direct2Client Company

Using AI to Make Your Data AI-Ready

A Microsoft partner, leveraging S&P Global’s TeraHelix to deliver governed, AI‑ready data foundations for leading banks and financial institutions.

Made for you

Who We Help

Financial Markets

Transform trade, risk, and pricing data into AI‑ready pipelines for analytics and automation.

Treasury

Deliver trusted data for treasury operations, liquidity optimization, and balance sheet intelligence.

Risk & Compliance

Ensure clean, trusted data to strengthen governance and meet regulatory obligations.

The Problem

The world is moving fast. Your data isn’t.

As financial institutions race to innovate with AI, fragmented and misgoverned data is becoming an existential risk. AI systems don’t work on bad data — and organisations that fail to fix their foundations will be left behind.

AI Is an Accelerant. Good Data Takes You Forward. Bad Data Gets You Fined.

Regulatory bodies are already holding banks accountable for fragile data. In the AI era, bad data isn’t just a technical risk — it’s existential.

The Solution

Data Foundations for Every Critical Outcome

We deliver high‑quality, governed, and audit‑ready data platforms that power everything from regulatory compliance and analytics to AI and automation.

Data Migration

“Migrate faster. Trust sooner.” We use AI agents and schema intelligence to migrate legacy data into compliant, modern architectures. Automated mapping, lineage tracking, and validation mean faster cutovers, lower risk, and audit-ready confidence from day one.

Data Platform Delivery

“Deliver governed data. Power critical outcomes.” We design and build modern data platforms that produce high-quality, governed, and audit-ready assets. These platforms directly support core use cases like regulatory reporting, trade surveillance, and real-time risk management.

Capital Markets Expertise

“Product fluency meets platform thinking.” With deep experience across asset classes—from Commodities and Rates to Flow and Exotic Derivatives—we bridge the gap between quants, risk, compliance, and technology to deliver unified, AI‑ready platforms.

Trade Surveillance, Reimagined

“A strategic foundation for compliance and insight.” Our trade surveillance solutions aren’t just isolated fixes—they’re the first step in building strategic data platforms that strengthen compliance, unlock insights, and scale with your ambitions.

How It Works

A Proven 3-Step Approach

This is the only way!

1

Model Your Data

Using global standards and AI, we create your Canonical Data Model — a unified blueprint of your enterprise data landscape.

2

Map & Convert

We map and transform data from all your source systems into the Canonical Data Model, ensuring consistency and governance.

3

Activate & Scale

Enable a single version of the truth across your organisation. Power AI, analytics, and operational systems with trusted, governed data.

The Results

What do clients think?

  • When a global bank’s data migration was years behind schedule, Atheryon stepped in to stabilise delivery, restructure governance, and achieve regulatory sign‑off within 6 months.

    Australian Bank

    Rescuing a Stalled Data Platform

    For a leading capital markets team, we built a unified data foundation that powered real‑time risk analytics and unlocked AI‑driven product workflows.

    Australian Bank

    Accelerating Financial Innovation

    They defined and delivered the data strategy aligning governance, architecture, and analytics initiatives to business outcomes.

    Austrlian Bank

    Strategic Data Leadership

    They delivered an Automated Trade Surveillance solution meeting FX Enforceable Undertaking and MAR obligations, and built a Markets big-data store supporting MiFID Trade Reporting. 

    Institutional Banking

    Automated Trade Surveillance

    They built the only real-time analytics platform, enabling traders and risk managers to make faster, more informed decisions.

    Top-Tier Global Investment Bank

    Commodities Real-Time Analytics

FAQ

questions you're probably asking

If you've made it this far you're either very interested, or have questions. Here are a few frequently asked questions.

What makes Atheryon different from other data platform providers?

Atheryon combines deep financial services expertise with cutting-edge engineering. We don’t just apply AI to workflows—we rebuild the data platforms that banks depend on, ensuring clarity, compliance, and operational resilience

Do you only focus on AI initiatives?

No. While we deliver AI-ready data platforms, our solutions support all critical use cases, including regulatory reporting, trade surveillance, real-time risk management, and treasury operations

Can you help if we’ve had failed data programmes before?

Yes. Many of our clients come to us after years and millions spent on failed initiatives. We specialise in rescuing stalled programmes and delivering results with governance and engineering discipline

How does Atheryon address regulatory compliance?

Our approach embeds, Critical Data Elements (CDEs) data lineage, traceability, and data quality.

Which banking functions do you work with?

We partner with teams across financial markets, treasury, risk, compliance, and operations to deliver governed, AI-ready data foundations that accelerate innovation and reduce risk

What’s your experience with Tier-1 financial institutions?

Atheryon has led mission-critical programmes for Credit Suisse, Barclays, Westpac, and CBA—building real-time risk systems, trade surveillance platforms, and data strategies at scale

How do you make data AI-ready?

We clean, unify, and govern fragmented data into canonical models, ensuring it’s accurate, auditable, and primed for advanced AI and analytics across the organisation

Still need help? Reach out to us at

Founders Letter

Why I Built Atheryon

From Industrial Automation to Financial Intelligence

I began my career automating factories.

As a mechanical engineer turned entrepreneur, I built high-precision manufacturing systems — including automated assembly machines for Siemens and Telstra — bringing industrial-grade accuracy to complex physical processes.
That instinct to simplify complexity through systems became the thread that wove through everything I would do.

In the decades that followed, I took that mindset to the heart of global finance.

At institutions like Barclays, Credit Suisse, Westpac, and CBA, I led and rescued global programs across data, risk, and surveillance. I delivered the first near real-time front-office risk system at Credit Suisse, rebuilt trust between business and technology, and embedded regulatory resilience into some of the most critical parts of global capital markets.

But as I climbed higher in finance, I saw a deeper truth:

The financial system doesn’t just run on money.
It runs on data.

And when that data is fragmented, opaque, or misgoverned — the entire system becomes fragile.

That fragility isn’t just technical — it’s existential.
It risks reputations. It invites regulatory scrutiny. It slows innovation.

That’s why I created Atheryon.

Atheryon is built on the belief that well-governed, auditable data is the foundation of successful outcomes — and that the future belongs to institutions that can move fast and stay trusted.

We start by simplifying and securing the data layer — delivering clarity, compliance, and operational strength.
Then we go further, using intelligent, agentic systems to accelerate your institution into a new era of financial operations:
- Self-optimising processes
- Autonomous monitoring
- Faster product delivery
- Higher integrity with lower overhead

Atheryon isn’t just another AI company.
It’s a financial architecture firm — one that understands that resilience and agility are two sides of the same coin.

We work with banks, asset managers, capital markets teams, and trustees — the stewards of the financial system — to help them build faster, leaner, and safer organisations.

Because in a world of exponential complexity,
the winners won’t be those with more code — but those with cleaner data and smarter systems.

Terry Tsakiris

Founder, Atheryon (a Direct2Client company)

Atheryon - a Direct2Client Company

Using AI to Make Your Data AI-Ready

A Microsoft partner, leveraging S&P Global’s TeraHelix to deliver governed, AI‑ready data foundations for leading banks and financial institutions.

Made for you

Who We Help

Financial Markets

Transform trade, risk, and pricing data into AI‑ready pipelines for analytics and automation.

Treasury

Deliver trusted data for treasury operations, liquidity optimization, and balance sheet intelligence.

Risk & Compliance

Ensure clean, trusted data to strengthen governance and meet regulatory obligations.

The Problem

The world is moving fast. Your data isn’t.

As financial institutions race to innovate with AI, fragmented and misgoverned data is becoming an existential risk. AI systems don’t work on bad data — and organisations that fail to fix their foundations will be left behind.

AI Is an Accelerant. Good Data Takes You Forward. Bad Data Gets You Fined.

Regulatory bodies are already holding banks accountable for fragile data. In the AI era, bad data isn’t just a technical risk — it’s existential.

The Solution

Data Foundations for Every Critical Outcome

We deliver high‑quality, governed, and audit‑ready data platforms that power everything from regulatory compliance and analytics to AI and automation.

Data Migration

“Migrate faster. Trust sooner.” We use AI agents and schema intelligence to migrate legacy data into compliant, modern architectures. Automated mapping, lineage tracking, and validation mean faster cutovers, lower risk, and audit-ready confidence from day one.

Data Platform Delivery

“Deliver governed data. Power critical outcomes.” We design and build modern data platforms that produce high-quality, governed, and audit-ready assets. These platforms directly support core use cases like regulatory reporting, trade surveillance, and real-time risk management.

Capital Markets Expertise

“Product fluency meets platform thinking.” With deep experience across asset classes—from Commodities and Rates to Flow and Exotic Derivatives—we bridge the gap between quants, risk, compliance, and technology to deliver unified, AI‑ready platforms.

Trade Surveillance, Reimagined

“A strategic foundation for compliance and insight.” Our trade surveillance solutions aren’t just isolated fixes—they’re the first step in building strategic data platforms that strengthen compliance, unlock insights, and scale with your ambitions.

How It Works

A Proven 3-Step Approach

This is the only way!

1

Model Your Data

Using global standards and AI, we create your Canonical Data Model — a unified blueprint of your enterprise data landscape.

2

Map & Convert

We map and transform data from all your source systems into the Canonical Data Model, ensuring consistency and governance.

3

Activate & Scale

Enable a single version of the truth across your organisation. Power AI, analytics, and operational systems with trusted, governed data.

The Results

What do clients think?

  • When a global bank’s data migration was years behind schedule, Atheryon stepped in to stabilise delivery, restructure governance, and achieve regulatory sign‑off within 6 months.

    Australian Bank

    Rescuing a Stalled Data Platform

    For a leading capital markets team, we built a unified data foundation that powered real‑time risk analytics and unlocked AI‑driven product workflows.

    Australian Bank

    Accelerating Financial Innovation

    They defined and delivered the data strategy aligning governance, architecture, and analytics initiatives to business outcomes.

    Austrlian Bank

    Strategic Data Leadership

    They delivered an Automated Trade Surveillance solution meeting FX Enforceable Undertaking and MAR obligations, and built a Markets big-data store supporting MiFID Trade Reporting. 

    Institutional Banking

    Automated Trade Surveillance

    They built the only real-time analytics platform, enabling traders and risk managers to make faster, more informed decisions.

    Top-Tier Global Investment Bank

    Commodities Real-Time Analytics

FAQ

questions you're probably asking

If you've made it this far you're either very interested, or have questions. Here are a few frequently asked questions.

What makes Atheryon different from other data platform providers?

Atheryon combines deep financial services expertise with cutting-edge engineering. We don’t just apply AI to workflows—we rebuild the data platforms that banks depend on, ensuring clarity, compliance, and operational resilience

Do you only focus on AI initiatives?

No. While we deliver AI-ready data platforms, our solutions support all critical use cases, including regulatory reporting, trade surveillance, real-time risk management, and treasury operations

Can you help if we’ve had failed data programmes before?

Yes. Many of our clients come to us after years and millions spent on failed initiatives. We specialise in rescuing stalled programmes and delivering results with governance and engineering discipline

How does Atheryon address regulatory compliance?

Our approach embeds, Critical Data Elements (CDEs) data lineage, traceability, and data quality.

Which banking functions do you work with?

We partner with teams across financial markets, treasury, risk, compliance, and operations to deliver governed, AI-ready data foundations that accelerate innovation and reduce risk

What’s your experience with Tier-1 financial institutions?

Atheryon has led mission-critical programmes for Credit Suisse, Barclays, Westpac, and CBA—building real-time risk systems, trade surveillance platforms, and data strategies at scale

How do you make data AI-ready?

We clean, unify, and govern fragmented data into canonical models, ensuring it’s accurate, auditable, and primed for advanced AI and analytics across the organisation

Still need help? Reach out to us at

Founders Letter

Why I Built Atheryon

From Industrial Automation to Financial Intelligence

I began my career automating factories.

As a mechanical engineer turned entrepreneur, I built high-precision manufacturing systems — including automated assembly machines for Siemens and Telstra — bringing industrial-grade accuracy to complex physical processes.
That instinct to simplify complexity through systems became the thread that wove through everything I would do.

In the decades that followed, I took that mindset to the heart of global finance.

At institutions like Barclays, Credit Suisse, Westpac, and CBA, I led and rescued global programs across data, risk, and surveillance. I delivered the first near real-time front-office risk system at Credit Suisse, rebuilt trust between business and technology, and embedded regulatory resilience into some of the most critical parts of global capital markets.

But as I climbed higher in finance, I saw a deeper truth:

The financial system doesn’t just run on money.
It runs on data.

And when that data is fragmented, opaque, or misgoverned — the entire system becomes fragile.

That fragility isn’t just technical — it’s existential.
It risks reputations. It invites regulatory scrutiny. It slows innovation.

That’s why I created Atheryon.

Atheryon is built on the belief that well-governed, auditable data is the foundation of successful outcomes — and that the future belongs to institutions that can move fast and stay trusted.

We start by simplifying and securing the data layer — delivering clarity, compliance, and operational strength.
Then we go further, using intelligent, agentic systems to accelerate your institution into a new era of financial operations:
- Self-optimising processes
- Autonomous monitoring
- Faster product delivery
- Higher integrity with lower overhead

Atheryon isn’t just another AI company.
It’s a financial architecture firm — one that understands that resilience and agility are two sides of the same coin.

We work with banks, asset managers, capital markets teams, and trustees — the stewards of the financial system — to help them build faster, leaner, and safer organisations.

Because in a world of exponential complexity,
the winners won’t be those with more code — but those with cleaner data and smarter systems.

Terry Tsakiris

Founder, Atheryon (a Direct2Client company)

Atheryon - a Direct2Client Company

Using AI to Make Your Data AI-Ready

A Microsoft partner, leveraging S&P Global’s TeraHelix to deliver governed, AI‑ready data foundations for leading banks and financial institutions.

Made for you

Who We Help

Financial Markets

Transform trade, risk, and pricing data into AI‑ready pipelines for analytics and automation.

Treasury

Deliver trusted data for treasury operations, liquidity optimization, and balance sheet intelligence.

Risk & Compliance

Ensure clean, trusted data to strengthen governance and meet regulatory obligations.

The Problem

The world is moving fast. Your data isn’t.

As financial institutions race to innovate with AI, fragmented and misgoverned data is becoming an existential risk. AI systems don’t work on bad data — and organisations that fail to fix their foundations will be left behind.

AI Is an Accelerant. Good Data Takes You Forward. Bad Data Gets You Fined.

Regulatory bodies are already holding banks accountable for fragile data. In the AI era, bad data isn’t just a technical risk — it’s existential.

The Solution

Data Foundations for Every Critical Outcome

We deliver high‑quality, governed, and audit‑ready data platforms that power everything from regulatory compliance and analytics to AI and automation.

Data Migration

“Migrate faster. Trust sooner.” We use AI agents and schema intelligence to migrate legacy data into compliant, modern architectures. Automated mapping, lineage tracking, and validation mean faster cutovers, lower risk, and audit-ready confidence from day one.

Data Platform Delivery

“Deliver governed data. Power critical outcomes.” We design and build modern data platforms that produce high-quality, governed, and audit-ready assets. These platforms directly support core use cases like regulatory reporting, trade surveillance, and real-time risk management.

Capital Markets Expertise

“Product fluency meets platform thinking.” With deep experience across asset classes—from Commodities and Rates to Flow and Exotic Derivatives—we bridge the gap between quants, risk, compliance, and technology to deliver unified, AI‑ready platforms.

Trade Surveillance, Reimagined

“A strategic foundation for compliance and insight.” Our trade surveillance solutions aren’t just isolated fixes—they’re the first step in building strategic data platforms that strengthen compliance, unlock insights, and scale with your ambitions.

How It Works

A Proven 3-Step Approach

This is the only way!

1

Model Your Data

Using global standards and AI, we create your Canonical Data Model — a unified blueprint of your enterprise data landscape.

2

Map & Convert

We map and transform data from all your source systems into the Canonical Data Model, ensuring consistency and governance.

3

Activate & Scale

Enable a single version of the truth across your organisation. Power AI, analytics, and operational systems with trusted, governed data.

The Results

What do clients think?

  • When a global bank’s data migration was years behind schedule, Atheryon stepped in to stabilise delivery, restructure governance, and achieve regulatory sign‑off within 6 months.

    Australian Bank

    Rescuing a Stalled Data Platform

    For a leading capital markets team, we built a unified data foundation that powered real‑time risk analytics and unlocked AI‑driven product workflows.

    Australian Bank

    Accelerating Financial Innovation

    They defined and delivered the data strategy aligning governance, architecture, and analytics initiatives to business outcomes.

    Austrlian Bank

    Strategic Data Leadership

    They delivered an Automated Trade Surveillance solution meeting FX Enforceable Undertaking and MAR obligations, and built a Markets big-data store supporting MiFID Trade Reporting. 

    Institutional Banking

    Automated Trade Surveillance

    They built the only real-time analytics platform, enabling traders and risk managers to make faster, more informed decisions.

    Top-Tier Global Investment Bank

    Commodities Real-Time Analytics

FAQ

questions you're probably asking

If you've made it this far you're either very interested, or have questions. Here are a few frequently asked questions.

What makes Atheryon different from other data platform providers?

Atheryon combines deep financial services expertise with cutting-edge engineering. We don’t just apply AI to workflows—we rebuild the data platforms that banks depend on, ensuring clarity, compliance, and operational resilience

Do you only focus on AI initiatives?

No. While we deliver AI-ready data platforms, our solutions support all critical use cases, including regulatory reporting, trade surveillance, real-time risk management, and treasury operations

Can you help if we’ve had failed data programmes before?

Yes. Many of our clients come to us after years and millions spent on failed initiatives. We specialise in rescuing stalled programmes and delivering results with governance and engineering discipline

How does Atheryon address regulatory compliance?

Our approach embeds, Critical Data Elements (CDEs) data lineage, traceability, and data quality.

Which banking functions do you work with?

We partner with teams across financial markets, treasury, risk, compliance, and operations to deliver governed, AI-ready data foundations that accelerate innovation and reduce risk

What’s your experience with Tier-1 financial institutions?

Atheryon has led mission-critical programmes for Credit Suisse, Barclays, Westpac, and CBA—building real-time risk systems, trade surveillance platforms, and data strategies at scale

How do you make data AI-ready?

We clean, unify, and govern fragmented data into canonical models, ensuring it’s accurate, auditable, and primed for advanced AI and analytics across the organisation

Still need help? Reach out to us at

Founders Letter

Why I Built Atheryon

From Industrial Automation to Financial Intelligence

I began my career automating factories.

As a mechanical engineer turned entrepreneur, I built high-precision manufacturing systems — including automated assembly machines for Siemens and Telstra — bringing industrial-grade accuracy to complex physical processes.
That instinct to simplify complexity through systems became the thread that wove through everything I would do.

In the decades that followed, I took that mindset to the heart of global finance.

At institutions like Barclays, Credit Suisse, Westpac, and CBA, I led and rescued global programs across data, risk, and surveillance. I delivered the first near real-time front-office risk system at Credit Suisse, rebuilt trust between business and technology, and embedded regulatory resilience into some of the most critical parts of global capital markets.

But as I climbed higher in finance, I saw a deeper truth:

The financial system doesn’t just run on money.
It runs on data.

And when that data is fragmented, opaque, or misgoverned — the entire system becomes fragile.

That fragility isn’t just technical — it’s existential.
It risks reputations. It invites regulatory scrutiny. It slows innovation.

That’s why I created Atheryon.

Atheryon is built on the belief that well-governed, auditable data is the foundation of successful outcomes — and that the future belongs to institutions that can move fast and stay trusted.

We start by simplifying and securing the data layer — delivering clarity, compliance, and operational strength.
Then we go further, using intelligent, agentic systems to accelerate your institution into a new era of financial operations:
- Self-optimising processes
- Autonomous monitoring
- Faster product delivery
- Higher integrity with lower overhead

Atheryon isn’t just another AI company.
It’s a financial architecture firm — one that understands that resilience and agility are two sides of the same coin.

We work with banks, asset managers, capital markets teams, and trustees — the stewards of the financial system — to help them build faster, leaner, and safer organisations.

Because in a world of exponential complexity,
the winners won’t be those with more code — but those with cleaner data and smarter systems.

Terry Tsakiris

Founder, Atheryon (a Direct2Client company)