Coverage depth
Long-tail ready
Designed to handle more than top-merchant scenarios.
TX Enrichment
Transform messy transactions into actionable information
Understand any transaction with superhuman accuracy but 10,000x cheaper.
Built for teams that need reliable transaction context for underwriting, compliance reviews, and operational forecasting.
TX Signal Board
Unified transaction intelligence
Entity, category, and recurrence outputs aligned in one operational surface.
Entity MatchCategory ConfidencePattern Detected
EntityNorthline Utilities
CategoryBills · Essential
RecurrenceMonthly cadence
Audit-ready fields structured for risk and operations workflows.
Explore the powerful features that make up our enrichment product
Each capability is built to work together while still remaining modular enough to slot into your existing data stack.
The challenge is in the long tail
Coverage only matters if it holds up beyond the top merchants. Mazerik is designed to stay useful when transaction volume shifts toward the real long tail.
Move beyond top-merchant coverage into messy real-world descriptors.
Keep review teams focused on high-ambiguity edge cases instead of repetitive cleanup.
Maintain one enrichment layer as new data sources and payment flows are introduced.
Your modular enrichment partner
Use a shared enrichment core for product, risk, and operations while exposing the fields each workflow needs.
Start with one capability, then expand into adjacent workflows without rebuilding ingestion.
Support API and dashboard adoption paths in parallel.
Keep downstream systems stable while improving transaction intelligence upstream.
Operational proof built into your enrichment workflow
TX Enrichment helps teams replace ad hoc interpretation with structured context that stays usable across products and regions.
Decision clarity
Traceable outputs
Every field is produced with context teams can inspect.
Adoption model
Modular rollout
Deploy by workflow instead of replacing your stack.
Where teams apply TX Enrichment first
Most teams begin with high-friction workflows where cleaner transaction context immediately improves speed and quality.
Risk
Underwriting review acceleration
Use standardized transaction context to speed policy checks and reduce back-and-forth on ambiguous records.
Operations
Exception triage prioritization
Route manual review toward the cases that actually need intervention and de-prioritize low-risk noise.
Finance
Reporting consistency
Build internal reporting on normalized outputs so teams align on one transaction understanding layer.
A controlled path from ingestion to production decisions
Adopt enrichment through a staged workflow so teams validate quality before expanding automation scope.
Ingest source transaction streams
Bring in data from bank feeds, ledgers, or uploads into a single intake path.
Normalize and enrich signals
Resolve entities, categories, and recurring behavior with structured context attached.
Apply policy-driven decision logic
Route outputs into downstream systems with confidence and review thresholds.
Workflow view
Decision routing cockpit
Signals grouped by review state before entering policy engines.
Workflow view
Decision routing cockpit
Signals grouped by review state before entering policy engines.
Auto-routeManual reviewApproved schema
QueueUnderwriting triage
PriorityHigh confidence first
FallbackException handling lane
Teams can scale automation while preserving governed review paths.
Architecture and API surfaces designed for operational teams
Use one enrichment layer while exposing purpose-built fields for each product workflow.
Enrichment core
A shared processing layer ensures entity, category, and recurrence outputs stay consistent across products.
Policy adapter layer
Map enriched outputs into your internal business rules without rebuilding ingestion pipelines.
Delivery channels
Access outputs through API integrations or dashboard workflows depending on team setup.
API field sample
transaction_id
string
Unique record key from your source system.
entity.name
string
Resolved merchant or counterparty name.
category.primary
string
Top-level transaction category label.
recurrence.status
enum
Current recurrence classification state.
Frequently asked questions about TX Enrichment
Answers to common implementation and operating questions teams ask while evaluating transaction enrichment.
Can we adopt TX Enrichment without replacing existing systems?
Yes. Most teams keep existing systems and progressively route enriched outputs into current workflows.
How quickly can teams validate output quality?
Teams typically validate through targeted pilot workflows, then scale once confidence and review alignment are established.
Does this support both product and operations use cases?
Yes. The same enrichment layer can serve user-facing products, internal risk workflows, and reporting use cases.
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.