01
Autonomous Enterprise
Definition
An organization where agents handle many repeatable tasks within guardrails while humans focus on judgment, exceptions, and relationships.
Back to Agentic AI Glossary
Agentic AI Glossary
Multi-Agent Systems & Orchestration
Multi-Agent Systems & Orchestration terms and explanations from the Agentic AI Glossary.
116 terms in this chapter
02
Autonomous Resolution
Definition
Completing a user or customer task without human intervention while staying within policy.
03
Case Deflection
Definition
Resolving a request before it becomes a support ticket or human case.
04
Conversational AI
Definition
AI systems that interact through natural language in chat, voice, or messaging experiences.
05
CSAT
Definition
Customer Satisfaction Score, a metric that measures how satisfied customers are after an interaction or experience.
06
CX Automation
Definition
Using AI agents and workflows to automate customer experience interactions and related back-office actions.
07
Decision Support
Definition
AI assistance that helps humans analyze options without fully automating the final judgment.
08
FCR
Definition
First Contact Resolution, the percentage of support issues solved in the first interaction.
09
First Contact Resolution
Definition
Resolving a customer issue during the first interaction without follow-up handoffs.
10
Intent Classification
Definition
Assigning a user request to a known category so it can be routed or automated.
11
Natural Language Generation
Definition
Producing clear, coherent, context-appropriate language as an output.
12
Natural Language Understanding
Definition
The process of interpreting intent, entities, meaning, and context from human language.
13
Net Promoter Score
Definition
A loyalty metric based on how likely customers are to recommend a product or company.
14
NLG
Definition
Natural Language Generation, the capability of producing fluent text or speech from context or data.
15
NLU
Definition
Natural Language Understanding, the capability of extracting intent, entities, and meaning from user language.
16
NPS
Definition
Net Promoter Score, a measure of customer loyalty based on willingness to recommend.
17
Operational AI
Definition
AI embedded directly inside recurring business operations and workflows.
18
Proactivity
Definition
The capability of an agent to initiate helpful actions based on triggers, context, or predicted needs.
19
Recommendation Engine
Definition
A system that suggests next-best content, actions, products, or decisions from context and data.
20
Sentiment Analysis
Definition
Detecting emotional tone, urgency, satisfaction, or frustration in user language.
21
Slot Filling
Definition
Extracting structured fields such as date, product, account, location, or issue type from unstructured input.
22
TTV
Definition
Time to Value, the time between adoption and the first meaningful business or user benefit.
23
Alert Triage
Definition
Reviewing security alerts to decide urgency, likely cause, and next action.
24
Attack Path Analysis
Definition
Mapping how an attacker could move through systems to reach a target.
25
Blue Team Agent
Definition
An agent that helps defenders monitor, detect, investigate, and respond to threats.
26
Compliance Agent
Definition
An agent that checks whether systems or processes follow security and regulatory rules.
27
Detection Engineering Agent
Definition
An agent that helps create, test, and improve security detection rules.
28
Log Investigation
Definition
Analyzing logs to understand suspicious activity, errors, or security events.
29
Malware Analysis Agent
Definition
An agent that helps inspect suspicious files, behaviors, indicators, and malware reports.
30
MITRE ATLAS
Definition
A knowledge base that describes threats, techniques, and defenses for AI systems.
31
MITRE ATT\&CK
Definition
A public knowledge base that describes attacker tactics, techniques, and procedures.
32
Phishing Analysis Agent
Definition
An agent that helps inspect suspicious emails, links, attachments, and sender behavior.
33
Purple Team Agent
Definition
An agent that helps connect offensive testing with defensive improvement.
34
Red Team Agent
Definition
An agent that helps simulate attacks to test security controls and find weaknesses.
35
Risk Scoring
Definition
Assigning a severity or priority score to a threat, vulnerability, or finding.
36
Security Agent
Definition
An agent that assists with monitoring, investigation, response, or security decision support.
37
Security Automation
Definition
Using automation and AI to speed up security operations and reduce manual work.
38
Security Policy Agent
Definition
An agent that checks actions, configurations, or content against security policies.
39
SIEM Agent
Definition
An agent that works with SIEM data to search, summarize, and investigate security events.
40
SOAR Agent
Definition
An agent that supports security orchestration, automation, and response workflows.
41
SOC Agent
Definition
An agent that helps a security operations center triage, investigate, and respond to alerts.
42
Threat Intelligence Agent
Definition
An agent that gathers and summarizes threat indicators, actor behavior, and risk context.
43
Vulnerability Agent
Definition
An agent that helps find, prioritize, and explain security vulnerabilities.
44
Anomaly Detection
Definition
Finding unusual patterns or values that may indicate errors, fraud, outages, or business changes.
45
BI Agent
Definition
An agent that helps answer business intelligence questions and explain dashboard metrics.
46
BigQuery Agent
Definition
An agent that queries, explains, or manages data workflows in Google BigQuery.
47
Dashboard Agent
Definition
An agent that creates, explains, or monitors dashboards and business metrics.
48
Data Agent
Definition
An agent that retrieves, validates, transforms, or explains data for users or workflows.
49
Data Analyst Agent
Definition
An agent that answers business questions by querying data and explaining insights.
50
Data Cleaning Agent
Definition
An agent that detects and fixes missing, duplicate, invalid, or inconsistent data.
51
Data Pipeline Agent
Definition
An agent that monitors, explains, or helps repair data movement and transformation workflows.
52
Data Quality Agent
Definition
An agent that checks data accuracy, completeness, freshness, consistency, and validity.
53
Databricks Agent
Definition
An agent that works with Databricks notebooks, jobs, data, and lakehouse workflows.
54
ELT Agent
Definition
An agent that helps load data first and transform it later inside the data platform.
55
ETL Agent
Definition
An agent that helps extract, transform, and load data across systems.
56
Forecasting Agent
Definition
An agent that predicts future values such as demand, revenue, traffic, or risk.
57
Insight Generation
Definition
Turning data patterns into useful explanations, trends, and recommended actions.
58
Metric Explanation
Definition
Explaining what a metric means, why it changed, and what may have caused the change.
59
Notebook Agent
Definition
An agent that assists with analysis, code, charts, and explanations inside notebooks.
60
Pandas Agent
Definition
An agent that uses pandas-style data operations to clean, analyze, and summarize datasets.
61
Query Agent
Definition
An agent that creates, validates, executes, or explains database queries.
62
Query Validation
Definition
Checking that a generated query is safe, correct, efficient, and aligned with user intent.
63
Report Generation
Definition
Creating written summaries, tables, charts, or business reports from data.
64
Safe SQL Execution
Definition
Running SQL with protections such as read-only access, limits, validation, and approval.
65
Snowflake Agent
Definition
An agent that queries, explains, or manages workflows in Snowflake.
66
SQL Agent
Definition
An SQL Agent turns natural-language questions into safe database queries, validates the SQL, runs approved queries, and explains the result.
67
Text-to-SQL
Definition
Text-to-SQL converts a user question into a structured SQL query so databases can be searched without manually writing SQL.
68
Agent Collaboration
Definition
A multi-agent behavior involving collaboration, used when agents need to share work, decisions, or responsibilities.
69
Agent Communication
Definition
A multi-agent behavior involving communication, used when agents need to share work, decisions, or responsibilities.
70
Agent Consensus
Definition
A multi-agent behavior involving consensus, used when agents need to share work, decisions, or responsibilities.
71
Agent Coordination
Definition
A multi-agent behavior involving coordination, used when agents need to share work, decisions, or responsibilities.
72
Agent Delegation
Definition
A multi-agent behavior involving delegation, used when agents need to share work, decisions, or responsibilities.
73
Agent Handoff
Definition
A multi-agent behavior involving handoff, used when agents need to share work, decisions, or responsibilities.
74
Agent Team
Definition
A multi-agent behavior involving team, used when agents need to share work, decisions, or responsibilities.
75
Agent Voting
Definition
A multi-agent behavior involving voting, used when agents need to share work, decisions, or responsibilities.
76
Coding Agent
Definition
A Coding Agent helps create, modify, explain, test, or review software using repository context and developer tools.
77
Debate Agent
Definition
A Debate Agent participates in structured disagreement so different answers, plans, or assumptions can be compared before a decision.
78
Evaluator Agent
Definition
An Evaluator Agent scores answers, plans, tool calls, or task outcomes against criteria such as correctness, safety, and usefulness.
79
Memory Agent
Definition
A Memory Agent manages what information should be stored, retrieved, updated, summarized, or forgotten for future use.
80
Multi-Agent Orchestration
Definition
Coordinating multiple specialized agents, their responsibilities, handoffs, shared tools, and shared state.
81
Multi-Agent System (MAS)
Definition
A multi-agent architecture in which several agents collaborate or specialize to solve problems that are too broad for one agent role.
82
Research Agent
Definition
A Research Agent gathers evidence, compares sources, summarizes findings, and prepares grounded answers or reports.
83
Reviewer Agent
Definition
A Reviewer Agent inspects another agent's work for quality, completeness, factual support, and policy compliance.
84
Router Agent
Definition
A Router Agent sends a request to the best model, tool, workflow, or specialist agent based on intent and context.
85
Shared Memory
Definition
Shared Memory is a memory type focused on shared. It preserves information that may be useful for later turns, tasks, personalization, or reasoning.
86
Shared Tooling
Definition
A common set of tools available to multiple agents, usually controlled by permissions, schemas, and audit logs.
87
Specialist Agent
Definition
A Specialist Agent focuses on one domain or skill area, such as security, finance, testing, legal review, or data analysis.
88
Supervisor Agent
Definition
A Supervisor Agent coordinates worker agents, assigns tasks, monitors progress, and decides when to escalate or revise the plan.
89
Swarm Agent
Definition
A Swarm Agent is part of a large group of simple agents that coordinate to explore options, solve subtasks, or reach consensus.
90
Testing Agent
Definition
A Testing Agent creates, runs, repairs, or analyzes tests to validate software behavior and release quality.
91
Tool Agent
Definition
A Tool Agent specializes in selecting, calling, validating, and recovering from external tool or API actions.
92
Worker Agent
Definition
A Worker Agent performs a specific subtask assigned by a supervisor, planner, or orchestration workflow.
93
AI Test Automation
Definition
Using AI to design, run, analyze, or maintain software tests.
94
API Testing Agent
Definition
An agent that validates API requests, responses, schemas, status codes, and business rules.
95
Autonomous Testing
Definition
A testing approach where AI can create, execute, and analyze tests with limited human help.
96
Bug Report Generation
Definition
Using AI to create clear bug reports from logs, screenshots, traces, and failed test evidence.
97
CI Test Analysis
Definition
Using AI to explain failures and trends from tests running in a CI pipeline.
98
Cypress Agent
Definition
An agent that creates, runs, or debugs Cypress tests for web applications.
99
Defect Prediction
Definition
Using data and AI to estimate where bugs are likely to appear.
100
Failure Classification
Definition
Grouping test failures by likely cause, such as product bug, test issue, data issue, or environment issue.
101
Flaky Test Detection
Definition
Finding tests that pass and fail inconsistently without reliable product changes.
102
Locator Healing
Definition
Automatically updating broken UI selectors when page structure changes.
103
Mobile Testing Agent
Definition
An agent that helps test mobile apps across devices, OS versions, screens, and user flows.
104
Playwright Agent
Definition
An agent that creates, runs, or debugs Playwright tests for browser automation.
105
QA Copilot
Definition
An AI assistant that helps testers write cases, analyze failures, and improve test coverage.
106
Regression Testing
Definition
Testing existing functionality again to ensure new changes did not break it.
107
Release Readiness
Definition
The confidence that a product is stable, tested, and safe enough to release.
108
Selenium Agent
Definition
An agent that creates, runs, or debugs Selenium tests for browser automation.
109
Self-Healing Test
Definition
An automated test that can repair simple failures such as changed locators or timing issues.
110
Test Case Generation
Definition
Using AI to create step-by-step test cases from requirements, stories, or designs.
111
Test Data Generation
Definition
Creating realistic input data needed to test features, APIs, or edge cases.
112
Test Generation
Definition
Using AI to create tests, scenarios, or validation checks from requirements or code.
113
Test Impact Analysis
Definition
Identifying which tests are most affected by a code or configuration change.
114
Test Prioritization
Definition
Choosing the most important tests to run first based on risk, change, or history.
115
Test Script Generation
Definition
Using AI to produce executable automation scripts from test intent or manual steps.
116
Visual Testing
Definition
Checking visual changes in UI layout, screenshots, colors, and components.
Explore more chapters or test your knowledge with quizzes.