THE BUSINESS INTELLIGENCE FIELD GUIDE

AI, data & GTM
glossary.

Understand the language behind AI agents, business data and go-to-market operations. Definitions you can use, examples you can follow, and sources you can check.

64 terms explained6 topic collectionsUpdated

64 terms

A

Prospecting & GTM

Account-based marketing

ABM

Account-based marketing is a go-to-market approach in which sales and marketing coordinate their efforts around a selected set of target companies and the people involved in buying at those companies.

AI & agents

Agent orchestration

Agent orchestration is the coordination of agents, tools and task state so that work moves between steps with controlled dependencies, budgets, permissions and error handling.

AI & agents

Agentic AI

Agentic AI describes systems that can pursue goals through model-directed decisions and actions, rather than only generating a response to a single prompt.

AI & agents

AI agent

An AI agent is a software system that uses a model to choose actions, call tools and assess results while working toward an objective within defined permissions.

AI & agents

AI BDR

AI business development representative

An AI BDR is software used to support business development work, usually by finding target accounts, researching potential buyers and preparing or coordinating outbound prospecting.

AI & agents

AI SDR

AI sales development representative

An AI SDR is software that assists with or automates sales development tasks such as account research, contact discovery, qualification and outreach preparation. Its scope depends on the tools and permissions provided.

APIs & operations

API enrichment

API enrichment adds data to an application’s records by programmatically sending identifiers to an enrichment service and processing the returned attributes through an application programming interface.

APIs & operations

Audience matching

Audience matching connects eligible customer or prospect identifiers with records recognized by an advertising or engagement platform so a permitted audience can be included or excluded in campaigns.

B

Business data

B2B data

Business-to-business data

B2B data is information about businesses, their people, relationships and activities, used to support business decisions such as research, segmentation, sales and operations.

Prospecting & GTM

Buyer persona

A buyer persona is a research-informed description of a type of person involved in a purchase, focusing on their responsibilities, priorities, constraints and role in the decision.

Prospecting & GTM

Buying committee

A buying committee is the group of people who influence, evaluate, approve or use a business purchase. It can include business sponsors, technical reviewers, procurement, finance and end users.

Business data

Buying signals

Buying signals are observations or events that may indicate a change in a company’s needs, priorities or readiness to evaluate a purchase. They support hypotheses rather than proving a sale will occur.

C

Email & delivery

Catch-all domain

Accept-all domain

A catch-all domain is an email domain configured to accept mail for addresses that may not correspond to individually provisioned mailboxes, making mailbox-level verification less conclusive.

Email & delivery

Cold email

Cold email is an unsolicited initial email to someone without an established conversation or relationship with the sender, commonly used for business prospecting and subject to applicable marketing and privacy rules.

Business data

Company enrichment

Company enrichment adds or updates organization-level information, such as domain, industry, employee range, location, technology or ownership, on an existing company record.

Data quality

Confidence score

A confidence score expresses a system’s assessed support for a prediction, match or extracted value under a particular method. It is not automatically a calibrated probability that the result is correct.

Business data

Contact enrichment

Contact enrichment adds or refreshes professional information about a person, such as their employer, role or business contact details, after matching the input record to the correct individual.

D

Data quality

Data accuracy

Data accuracy describes how closely a recorded value reflects the real-world fact it is intended to represent at the relevant time and level of detail.

Data quality

Data cleansing

Data cleaning

Data cleansing identifies and corrects, standardizes, flags or removes data problems so records can be used reliably for a defined purpose.

Data quality

Data completeness

Data completeness measures whether the fields or records required for a particular use are present, using an explicit definition of what counts as a meaningful value.

Data quality

Data deduplication

Dedupe

Data deduplication identifies records representing the same entity or event and applies rules to merge, suppress or link those duplicates without losing important information.

Business data

Data enrichment

Data enrichment adds relevant information to an existing record by matching it with internal or external sources, while preserving the identity, provenance and meaning of the resulting fields.

Data quality

Data freshness

Data freshness describes how recently information was observed or verified relative to how quickly it can change and how current it must be for the intended decision.

Data quality

Data governance

Data governance establishes the responsibilities, policies and decision processes for managing data, including its quality, access, meaning, retention and permitted use.

Data quality

Data minimization

Data minimisation

Data minimization is the practice of limiting collected and retained personal information to what is appropriate and necessary for a defined purpose, rather than gathering extra data simply because it is available.

Data quality

Data normalization

In data operations, normalization converts equivalent values into consistent representations, such as standardized country codes, date formats or units, so records can be compared and processed reliably.

Data quality

Data provenance

Data provenance records where information came from and the activities, transformations or responsible parties involved in producing it, allowing users to trace a result back to supporting evidence.

Data quality

Data quality

Data quality is the degree to which data is fit for its intended use, considering properties such as accuracy, completeness, consistency, timeliness, validity and uniqueness.

Email & delivery

DMARC

Domain-based Message Authentication, Reporting and Conformance

DMARC is an email authentication policy and reporting mechanism that connects SPF or DKIM authentication to the visible From domain through alignment and lets domain owners publish handling preferences.

Email & delivery

DomainKeys Identified Mail

DKIM

DomainKeys Identified Mail, or DKIM, authenticates a domain’s responsibility for an email using a digital signature that a receiving server verifies with a public key published in DNS.

E

Email & delivery

Email bounce rate

Bounce rate

Email bounce rate is the share of attempted messages reported as undeliverable, calculated using a stated denominator and time window. It should distinguish temporary failures from permanent rejection.

Email & delivery

Email deliverability

Email deliverability is the ability of legitimate messages to reach their intended recipients’ inboxes, influenced by authentication, sender reputation, recipient expectations, content and receiving-provider policies.

Email & delivery

Email verification

Email verification checks an address for evidence that it is correctly formed and potentially able to receive mail, using checks such as syntax, domain configuration and available mailbox-level signals.

Data quality

Entity resolution

Entity resolution determines which records from one or more sources refer to the same real-world person, organization or other entity, despite differences in identifiers or representation.

F

Business data

Firmographic data

Firmographics

Firmographic data describes organizations through attributes such as industry, size, location, ownership and revenue range, helping teams segment businesses and evaluate company-level fit.

Business data

First-party data

First-party data is information an organization collects through its own direct relationships and interactions, such as product usage, customer records, support conversations or website activity.

G

Prospecting & GTM

Go-to-market strategy

GTM strategy

A go-to-market strategy defines the customers a business will serve, the problem it will solve, its offer and the channels and operating model it will use to reach and support those customers.

H

AI & agents

Human in the loop

HITL · Human-in-the-loop

Human in the loop is a system design in which a person reviews, approves, corrects or supplies information at a defined point in an automated or AI-assisted process.

I

Prospecting & GTM

Ideal customer profile

ICP

An ideal customer profile describes the characteristics of companies most likely to benefit from a product and support a viable commercial relationship, including explicit qualification and exclusion criteria.

APIs & operations

Idempotency

Idempotency is the property that repeating an operation with the same intended input has the same intended effect as performing it once, helping systems retry safely without duplicating side effects.

Business data

Intent data

Intent data consists of observed behaviors interpreted as possible interest in a topic, product or purchase, often aggregated at a person or account level under a provider-specific methodology.

L

Prospecting & GTM

Lead generation

Lead gen

Lead generation is the process of creating or identifying potential customer interest and capturing enough relevant information to support a next step in a sales or marketing process.

Prospecting & GTM

Lead qualification

Lead qualification is the process of deciding whether a prospect meets the requirements for a specific sales stage or next action, based on evidence about fit, need and the buying process.

Prospecting & GTM

Lead scoring

Lead scoring assigns a value or category to a prospect using defined criteria, helping teams prioritize records based on fit, engagement or other evidence relevant to a business objective.

M

AI & agents

Model Context Protocol

MCP

Model Context Protocol, or MCP, is an open protocol for connecting AI applications to external tools, resources and contextual information through a consistent client-server interface.

O

APIs & operations

OAuth

OAuth 2.0

OAuth is an authorization framework that lets an application obtain limited access to resources on behalf of a user or another authorized party without requiring the application to collect that party’s password.

P

AI & agents

Prompt injection

Prompt injection is an attempt to make an AI system follow instructions from untrusted input that conflict with the intended task or its controlling instructions.

R

APIs & operations

Rate limiting

Rate limiting controls how many requests or operations a caller may perform within a period or concurrency budget, protecting service capacity and enforcing fair or contracted usage.

APIs & operations

REST API

Representational State Transfer API

A REST API is an application interface organized around resources and representations, commonly using HTTP methods and status codes to let clients read or change application state.

AI & agents

Retrieval-augmented generation

RAG

Retrieval-augmented generation, or RAG, supplies a language model with information retrieved from an external collection so it can generate an answer using context relevant to the request.

Prospecting & GTM

Revenue operations

RevOps

Revenue operations coordinates the processes, systems, data and measurement used across revenue-related teams so customer and commercial work moves through a consistent operating model.

APIs & operations

Reverse ETL

Reverse extract, transform, load

Reverse ETL moves prepared data from an analytical store, such as a warehouse, into operational tools so teams can use modeled attributes, segments or scores in everyday workflows.

S

Prospecting & GTM

Sales intelligence

Sales intelligence is information and analysis that helps sales teams understand accounts, identify relevant people and decide where, when and how to focus commercial effort.

Prospecting & GTM

Sales prospecting

Sales prospecting is the work of identifying, researching and prioritizing potential customers so a sales team can initiate relevant conversations with suitable accounts and people.

Email & delivery

Sender Policy Framework

SPF

Sender Policy Framework, or SPF, is an email authentication mechanism that lets a domain publish which mail servers are authorized to send for the envelope sender domain used in an SMTP transaction.

Email & delivery

Sender reputation

Sender reputation is a receiving provider’s assessment of a sending identity or infrastructure based on observed sending behavior and feedback, influencing how future messages are accepted and filtered.

Email & delivery

Suppression list

A suppression list records identifiers that should be excluded from a particular action, such as marketing outreach, audience activation or prospecting, with a reason and scope for the exclusion.

T

Business data

Technographic data

Technographics

Technographic data describes technologies associated with an organization, such as software, infrastructure or platforms it uses, based on observations or other documented sources.

Business data

Third-party data

Third-party data is information obtained from an external organization that is separate from the recipient’s direct relationship with the people or businesses described in the data.

Prospecting & GTM

Total addressable market

TAM

Total addressable market is an estimate of the total demand or revenue opportunity for a defined product category under explicit assumptions about eligible customers and potential spending.

W

Business data

Waterfall enrichment

Waterfall enrichment queries an ordered sequence of data sources, moving to another source when required information is missing or fails an acceptance rule, until the workflow reaches its stopping condition.

APIs & operations

Webhook

A webhook is an HTTP notification sent by one system to a configured endpoint when an event occurs, allowing another system to react without continuously polling for changes.

AI & agents

Workflow automation

Workflow automation executes a defined sequence of tasks and rules when a trigger occurs, passing data between steps and handling specified conditions without manual repetition.

Z

Business data

Zero-party data

Zero-party data is a marketing term for information a person intentionally and proactively shares with an organization, such as stated preferences, interests or purchase requirements.

A reference you can inspect.

Each entry separates the definition from practical guidance, examples and limitations. Related terms show how the concepts connect.

Sources over slogans

References favor standards, official documentation and original research. Statistics include their source and context; illustrative calculations are labeled as examples.

Useful distinctions

Learn why a verified email is not a delivery guarantee, a confidence score is not permission, and a buying signal is not proof of a purchase.

From concept to practice

Continue with the developer documentation, integration recipes or free CSV cleaner when you are ready to apply a concept.

Written and maintained by the AstroFabric team. Found an unclear definition or a source that changed? Send a correction.