Avalara Business Systems Analyst - AI Automation Flashcards

Comprehensive vocabulary terms based on Avalara's Business Systems Analyst - AI Automation interview guide, covering company products, technical architecture, AI definitions, and Scrum delivery practices.

Avalara

A company that helps businesses calculate taxes, manage tax documents, file returns, handle exemptions, and meet compliance rules across their existing systems.

AvaTax

Avalara's product that calculates the correct tax for transactions across various jurisdictions to ensure high accuracy and reliable data.

Returns

A service that helps prepare, file, and manage tax returns and remittance work, requiring multi-step workflows and approvals.

Exemption Certificate Management

The process of collecting and managing evidence that a customer or transaction is tax exempt, involving document validation and review controls.

E-Invoicing and Live Reporting

A system that creates, validates, and reports invoices according to specific government requirements, focusing on cross-system data quality.

Agentic Tax and Compliance

Avalara's movement toward specialized agents that observe context, advise, and execute compliance tasks directly in connected systems.

ALFA

Avalara's framework for building agentic applications using enterprise models, smaller domain models, tools, and middleware.

Avi

Avalara's public-facing agent orchestrator and agent API layer that routes applications to specialized Avalara capabilities.

MCP (Model Context Protocol)

A standard way for AI applications to connect to tools and business systems via specialized servers.

A2A (Agent-to-Agent)

A communication protocol that allows one AI agent to discover and coordinate with another agent.

Specialized Agents

Purpose-built AI agents designed for specific tasks such as calculation, filing, or classification rather than a single general-purpose model.

n8n

An enterprise orchestration platform used at Avalara to coordinate APIs, events, business rules, and AI calls within workflows.

Boomi

A governed enterprise integration layer used to connect systems like Salesforce and NetSuite, handling data transformations and recovery patterns.

Salesforce

A foundational system of record at Avalara for revenue, customer experience, and workflows across Sales, Service, and Marketing.

RenewalBrief

A project that generates a renewal brief by coordinating data from Salesforce through n8n and Boomi, applying deterministic risk rules and AI narrative.

Corzeni

A private answer engine for document-heavy teams that provides answers grounded in approved company information using vector search and LLMs.

API

A defined way for one system to request data or actions from another system.

REST API

A web API style utilizing standard HTTP methods such as GET, POST, PATCH, and DELETE.

Webhook

An automated event notification sent from one system to another when a specific event occurs.

JSON

A structured text format commonly used to exchange data between different software systems.

OAuth

A delegated authorization method allowing apps to access other systems without sharing user passwords.

JWT (JSON Web Token)

A signed token used to carry identity or authorization claims securely between systems.

Event-driven workflow

A process that triggers or changes based on specific events like record updates or system transactions.

Orchestration

The coordination of multiple steps, systems, rules, and AI actions into a single unified workflow.

System of record

The authoritative system that owns a specific business object or serves as the final status for data.

Data contract

The agreed-upon structure, fields, and validation behavior for data being exchanged between systems.

Field mapping

The definition of how a specific field in one system corresponds to a field in another system.

Validation

The process of checking that data meets required formats, completeness, and established business rules.

Reconciliation

The act of confirming that two systems agree on a final state and resolving any differences found between them.

Idempotency

A design principle where repeating the same request does not create unintended duplicate effects.

Retry

The act of attempting a failed operation again based on controlled, predefined rules.

Dead-letter path

A holding area for failed workflow items that cannot be completed automatically and require human review.

Observability

The use of logs, metrics, and traces to provide visibility into what a workflow is doing and why it might have failed.

Deterministic logic

Fixed rules that always return the same output for a given set of inputs, making them transparent and explainable.

Probabilistic output

Output generated by an AI model that can vary and requires evaluation, grounding, and human controls.

LLM (Large Language Model)

A model used to generate or interpret text and structured content based on instructions and context.

Prompt

The specific instructions and context provided to an AI model to guide its task execution.

Structured output

AI model output that is constrained to a defined schema, such as JSON, for consistent system use.

Grounding

Providing an AI model with approved source information so its responses are based on verifiable context.

RAG (Retrieval-Augmented Generation)

A technique where a system retrieves relevant source content and provides it to a model to use when answering questions.

Hallucination

A model response that appears confident but is actually unsupported by the data or factually incorrect.

Tool calling

The ability of an AI model or agent to request and execute a defined function or an action in an external system.

AI agent

A system capable of interpreting goals, using tools, and making bounded decisions to perform multi-step tasks.

Human in the loop

A mandatory point in an automated workflow where a person must review, approve, correct, or escalate an action.

Guardrail

Technical or process controls designed to limit unsafe or out-of-scope behavior in automated systems.

Evaluation

A repeatable method for measuring whether AI output is correct, safe, useful, and consistent.

Drift

Changes over time in data, model behavior, or output quality that can negatively affect system reliability.

Auditability

The ability to reconstruct exactly what happened in a workflow, including the data used and the decisions made.

Traceability

The documented link connecting a business objective to its requirements, design, test evidence, and final outcome.

Backlog refinement

The practice of clarifying scope, value, and acceptance criteria for tasks before they enter a sprint.

Sprint planning

The process where a delivery team selects work items they understand and can complete within a set timeframe.

User story

A concise statement of who needs a specific feature and why, supported by requirements and testable criteria.

Acceptance criteria

Specific, testable conditions that must be met for a software feature or workflow to be considered complete.

Definition of Ready

The minimum standard of documentation and clarity required for a work item to be eligible for sprint commitment.

Definition of Done

A shared standard for completion that includes build, testing, review, and documentation requirements.

UAT (User Acceptance Testing)

Business validation that ensures a solution supports the intended real-world processes and outcomes.