Transaction standardization
We transform fragmented transaction inputs into consistent, queryable records that teams can trust across workflows.
About
Mazerik is the most accurate financial data standardization and enrichment API. We build language models to understand financial data at scale, regardless of source, format, geo or language.
Mission
We are changing how financial data becomes usable intelligence
The data behind financial transactions is the biggest leverage to create better lives globally. Today this data is in silos, messy and difficult to work with. We are changing that.
Financial data standardizationExplainable AI workflowsDecision-ready transaction intelligence
Founder note
“The hardest part of financial intelligence is not building another dashboard. It is building trust in the layer that turns messy records into decisions teams can stand behind.”
David Campton · Founder & CEO
Our journey
How the platform evolved from normalization to decision intelligence
We built Mazerik in stages so each layer adds practical value for teams operating in real financial systems.
Stage 01
Decode fragmented transaction language
We started by focusing on the core problem teams face daily: inconsistent raw transaction text that slows every downstream decision.
Stage 02
Build reliable enrichment foundations
We developed a pipeline that turns raw transaction inputs into standardized entities, categories, and behavioral context.
Stage 03
Expand into intelligence workflows
With reliable enrichment in place, we introduced AI-assisted experiences that help teams move from data cleaning to confident action.
What we build
Core capabilities designed for high-trust financial workflows
Our product architecture helps teams adopt structured intelligence in ways that are practical, observable, and scalable.
AI-assisted analysis
Our agent experience helps teams ask high-value business questions and receive structured, auditable outputs.
Operational deployment
From API integrations to dashboard-first adoption, we support practical rollout paths for teams with different technical maturity.
Principles
How we operate as a team and partner with customers
Our principles shape product decisions, implementation choices, and the way we collaborate with customers.
Clarity over complexity
Financial workflows are already complex enough. We design products that simplify decision-making without hiding essential detail.
Trust is a product feature
Explainability, traceability, and operator controls are first-class concerns in every enrichment and AI surface we ship.
Global by default
We build for multi-market transaction data so teams can maintain consistent standards across languages, formats, and geographies.
Partnership in execution
We work closely with operators, risk teams, and engineers to ensure the product fits real production constraints.
Meet the team
The people building practical intelligence for financial operators
We combine product, engineering, and financial workflow expertise to ship high-trust systems teams can use every day.
Founder & CEO
David Campton
Leads product direction and partner strategy, focused on building trusted financial intelligence systems teams can deploy with confidence.
Fort Worth, TXStrategyProduct visionCustomer partnership
Head of AI Systems
Emily Sinclair
Drives model quality and evaluation workflows across enrichment pipelines, balancing precision, explainability, and operational reliability.
Austin, TXLLM evaluationModel qualityInference design
Staff Engineer, Platform
Ryan Whitaker
Builds the core transaction processing foundation and API experience that powers high-scale ingestion and structured output delivery.
Dallas, TXAPI architectureData pipelinesReliability
Director of Customer Solutions
Claire Brooks
Partners with risk, ops, and finance leaders to map real workflows into measurable rollout plans and production-ready implementations.
Chicago, ILImplementationWorkflow designEnablement
Lead Product Designer
Ethan Parker
Shapes the operator experience across dashboard and API surfaces, emphasizing clarity, auditability, and calm decision-first interfaces.
New York, NYDesign systemsUX strategyAccessibility
Head of Trust & Governance
Sophie Bennett
Owns governance frameworks and operational controls that keep financial AI workflows transparent, accountable, and enterprise-ready.
San Francisco, CAGovernanceAuditabilityCompliance operations
Work with us
Building a new standard for financial intelligence infrastructure
We collaborate with teams that care deeply about decision quality, compliance rigor, and operational speed. If that sounds like your environment, we should talk.
Supported by
QED Investors
QED Investors
Lake Star
Lake Star
Cash App
Cash App
ComplyAdvantage
ComplyAdvantage
Ramp
Ramp
Mazerik news
Fresh thinking on enrichment and fintech AI
Build with confidence
Join hundreds of companies taking control of their transactions
Mazerik is the most accurate financial data standardization and enrichment API. Any data source, any geography.