Data, Transformation, AI
Atheryon helps organisations modernise data foundations, deliver complex transformation programs and apply AI in environments where governance, evidence and operational performance matter. Experience spans capital markets, banking, wealth and other regulated industries, where technology investments must deliver measurable business outcomes while meeting regulatory expectations.
Data is only valuable when it can be trusted. AI is only valuable when it can be deployed responsibly.
Atheryon helps clients establish the platforms, operating models and delivery disciplines needed to turn data into insight, and insight into action.
What the function does
Data Platforms
Design and delivery of risk, market data, analytics and regulatory platforms that improve decision-making, strengthen governance and support operational performance at scale.
Transformation Delivery
Leadership of complex transformation programs, including mobilisation, recovery, operating model change, business readiness and large-scale delivery execution.
AI & Accelerated Delivery
Practical application of AI to improve productivity, delivery speed and operational insight. Atheryon applies AI within established governance and control frameworks, ensuring accountability, transparency and business ownership remain central to every outcome.
Service lines
- 01
Systems & Platform Delivery
Designing and delivering the systems a markets business runs on, from trading and risk through to operations and reporting.
- Trading, risk, pricing and operations system delivery
- Trade lifecycle automation and confirmation matching
- Exception management and ageing analysis
- Portfolio analytics and P&L attribution
- Platform transition and application rationalisation
- AI agents have been used to migrate from AWS to Azure.
- 02
Market Data & Reference Data Environments
Building market data and reference data environments where every feed is typed and validated on arrival, with lineage back to its source.
- Market data environment design and build
- Reference data platforms, static and dynamic
- Vendor and counterparty feed onboarding
- Typed payload mapping and validation on ingest
- Field-level lineage from origin through every transformation
- Alignment with industry conventions such as ISO 20022 and FpML
- 03
Data Foundations
Rebuilding the operational data foundation that every new markets build depends on.
- Operational data store design and build
- Canonical data model design and governance
- Remediation of vendor-locked and untyped pipelines
- Data quality scoring and monitoring
- Reconciliation and break management
- Schema governance as the model changes
- 04
Regulatory Platforms
Delivering the platforms behind regulatory reporting and trade surveillance, with the records to evidence both.
- Regulatory trade reporting across regimes including EMIR Refit, MiFID II, ASIC and CFTC
- Per-regime completeness and validation rules
- Submission workflows and evidence chains
- Trade surveillance data foundations
- Auditable evidence records for every submission
- Managing schema drift across reporting regimes
- Labs
The working platform and the method that built it
- M&A Transaction Services
The same technique inside a transaction, as service line 04
- Supply Chain
The function applied to physical operations, with a focus on pharmaceutical and health supply chains
Experience in regulated environments
Atheryon has delivered critical data, risk, analytics and regulatory platforms for global investment banks and major Australian financial institutions. Experience includes executive engagement with regulators, regulatory reporting and surveillance capabilities, large-scale data transformations, and the delivery of platforms that withstand the scrutiny of auditors, regulators and business stakeholders alike.
How the function delivers
Atheryon combines strategic advisory, hands-on delivery leadership and deep technical expertise. Senior specialists remain accountable throughout the engagement, ensuring that technology decisions are aligned to business outcomes and that transformation delivers lasting value.
Delivery examples
Program recovery
Re-baseline a stalled data platform, restore delivery, hand to BAU.
Front office risk and market data
Near real-time risk builds with the market data function to sustain them.
Data product acceleration
Modelling, engineering and governance set up to ship at multiples of prior speed.
Regulatory reporting
The function stands up trade reporting across regulatory regimes: validation against each regime’s rules and submissions in the prescribed format, with an audit trail behind every report.
How the work is directed
Five principles govern how the function’s senior specialists direct AI-assisted delivery.
- 01
Controls come first
The work starts with the regulatory obligation and the operational control rather than a feature list. Controls determine what gets built; screens follow.
- 02
The data model is the contract
Delivery starts from the product and event model, and every screen is a projection of it.
- 03
Generate variants, then narrow them
AI produces several candidate implementations for each piece of work. Senior capital-markets judgement rejects the weak ones and corrects what remains before anything ships.
- 04
Every surface is traceable
Each delivered surface must map to a banking function and an operating control. If it cannot be mapped, it does not ship.
- 05
The deliverable is working software
Engagements end in systems a client team can inspect and extend, with the decisions behind them on record.
Embedded delivery
Delivery is embedded: senior specialists alongside your team, with AI agents running on Atheryon infrastructure and outputs surfacing in your tools. The operational-controls baseline is APRA CPS 234-aligned, and every agent decision lands in an auditable archive that can be replayed.
Agents generate candidate outputs against the agreed data model; a senior capital-markets specialist reviews each one, selects the strongest, edits it where judgement is required, and signs it off before it reaches a client system.
How the function engages
The function engages through three paths.
Advisory assessment
A senior-led review of a platform or a data program, producing a clear read of dependencies and execution risk. The assessment stands alone or leads into delivery.
Embedded delivery program
Senior specialists work alongside the client team and lead the program end to end, under the delivery controls described on this page.
Platform licensing
The working reference implementation and its supporting material can be licensed; the function’s depth pages carry the detail.