AI and PR Glossary

A deliberate effort to support a cause or proposal through communication, mobilization, and public campaigns.

A group of individuals and/or organizations that unite to influence policy change.

Answer engine optimization – the practice of optimizing content so it gets surfaced, cited and summarized directly by AI-powered search engines. Leans toward being the direct answer to a specific question.

An AI-driven system that autonomously manages marketing tasks such as campaign creation, testing, and customer engagement.

An organizational structure in which AI agents are integrated within business processes to autonomously execute tasks and make data-driven decisions.

An autonomous AI system that monitors data, makes bounded decisions, and executes multi‑step tasks with minimal supervision.

An AI-powered tool that automates tasks, generates content, and provides insights to support users.

A systematic skew in AI outputs that reflects prejudices or imbalances present in training data or design.

A tool that analyzes content to estimate whether it was generated by AI.

A set of principles or practices that guides the responsible, fair, and transparent design and use of AI systems.

A recommended practice for developing, deploying, and governing AI technologies ethically and effectively.

The knowledge and skills required to understand, use, and critically evaluate AI technologies.

AI slop is mass-produced, low-quality content generated by AI with little human oversight—often generic, repetitive, or error-ridden—produced to leverage algorithms rather than inform readers.

A finite set of instructions a computer follows to solve a problem or perform a task efficiently.

An approach to content that targets direct, concise answers for AI-driven search and assistants to increase visibility.

An end‑user software tool or workflow that applies models and data to accomplish a specific task.

A standardized set of endpoints that allows separate software systems to exchange data and functionality programmatically.

A field of computer science enabling machines to perform tasks that typically require human intelligence, such as learning and reasoning.

A structured review of strategies, processes, or systems to assess effectiveness, compliance, and risk.

The use of technology to handle routine tasks like scheduling, distribution, and reporting so teams can focus on strategy.

An AI agent process that runs continuously and updates tasks without human intervention.

A supplementary video shot used to enrich or cover edits in the primary narrative.

A document that provides detailed context and researched information about a topic, event, person, or organization.

An incoming hyperlink from an external site that can drive referral traffic and signal credibility for search.

A pre‑release phase in which a limited audience uses a product to uncover bugs and provide feedback before general launch.

A collection characterized by high volume, velocity, and variety that requires advanced methods to capture, process, and analyze.

A standardized closing paragraph describing an organization in press materials.

A measure of the extent to which a brand is recognized and recalled by its target audience.

An appointed marketing chief who ensures a company speaks with one voice. 

The set of visual and experiential elements—such as logos, colors, and voice—that conveys a brand’s values and personality.

The coordinated practice of shaping and maintaining a positive brand perception across audience touchpoints.

A reference for a brand’s voice, tone, terminology, and formatting for internal and external communications.

A compiled packet of facts, timelines, Q&A, and bios prepared for spokespeople.

A line in an article that names the author and may include title or affiliation.

A directive that guides audiences toward a next step, such as sign‑ups or downloads.

A conversational AI application that interacts with users to answer questions, ideate, and generate content.

A metric expressing the ratio of clicks to impressions for a link or asset.

A class of systems designed to simulate aspects of human thought to assist decision‑making and understanding.

A practice focused on building and maintaining a positive relationship between an organization and a local community.

A field that analyzes algorithms’ ability to learn from data and make predictions under formal guarantees.

The arrangement and setup of system components so a solution operates correctly.

A process for producing PR content—such as releases, blogs, and social posts—often accelerated by AI while retaining human oversight.

A software platform that enables teams to create, edit, organize, and publish digital content without deep coding expertise.

The distribution of content through third‑party platforms to expand reach.

The amount of text (more specifically tokens) an AI model can consider at one time when processing or generating content.   

An AI capability to interpret information within situational and environmental context to produce relevant responses.

The orchestration of internal and external messaging to shape understanding of a company or organization.

A large, organized collection of texts used for language research, training, and analysis.

The media exposure a company, product, or event receives via articles, broadcasts, or other content.

The management of information and messaging during adverse events to protect reputation and inform stakeholders and audiences.

A rehearsal exercise that pressure‑tests teams, messages, and workflows.

An analysis of data across multiple platforms to produce comprehensive audience insight and optimize strategy.

A tailored version of a base GPT model adapted with specific data or settings for a specialized task.

A tailoring of tools or workflows to meet particular user or organizational needs.

Data bias occurs when AI training data is incomplete, unbalanced, or reflects past prejudices, causing the system to produce skewed or unfair results. 

A data center is a physical facility housing networked computers, servers, and data storage infrastructure that powers cloud services and the training of large-scale AI models.

A process of examining large datasets to discover patterns, correlations, and insights.

A multidisciplinary practice that uses methods and algorithms to derive insights from structured and unstructured data.

The protection of digital information against unauthorized access, corruption, or theft to maintain confidentiality, integrity, and availability.

A structured collection of data, often tabular, used for analysis or to train a machine learning model.

A subset of machine learning that uses multilayer neural networks to model complex patterns in data.

A piece of synthetic media that convincingly alters a person’s likeness or voice using AI techniques.

A belief or bias that an engineer may embed in a system during design or implementation.

An interconnected set of websites, apps, and platforms where a brand interacts with audiences.

A trail of data an individual or organization leaves online through activities.

An approach that uses online channels to promote brands, complementing PR by engaging audiences and measuring outcomes.

An evaluation of a brand’s online presence to identify strengths, risks, and opportunities.

False information intentionally created or shared to deceive or mislead.

The unpaid coverage stemming from PR activity, with impact measured by AI-based analytics.

A scheduled plan of content and media milestones.

A PR agreement with media to delay publication until a set time, coordinated alongside scheduled AI content releases.

The audience interaction with PR content, quantified and optimized using AI insights.

A metric that expresses interactions relative to audience size to assess content effectiveness.

The security architecture and controls required when deploying AI across PR teams and sensitive data.

Content intended to remain relevant over time and deliver ongoing traffic or engagement.

A content quality framework that evaluates creators and content for experience, expertise, authority, and trust.

A PR one-pager that AI can help assemble consistently from vetted sources.

A legal principle PR and content teams weigh when excerpting materials for AI-assisted drafting or commentary.

The audience information collected directly by a brand with consent.

A research method for PR where AI assists recruitment, transcription, and thematic analysis.

A class of broad AI models adapted to PR tasks via prompting, fine-tuning, and tool integrations.

The most capable AI systems, requiring heightened PR governance for accuracy, ethics, and risk communication.

The application of game mechanics in PR programs to boost participation, often optimized with AI insights.

An AI approach that produces new PR content (text, images, audio, video) from learned patterns and brand rules.

A discipline for preparing PR content so AI assistants and answer engines retrieve, summarize, and attribute it accurately.

A transformer-based model family used to draft, summarize, and analyze PR communications.

Generative engine optimization – the practice of optimizing content to it gets favorably represented and cited within AI-generated responses. Leans toward influencing how generative models represent a brand across a whole response rather than a single factual answer.

The PR and paid amplification practice that tailors messages to locations, often powered by AI audience models.

A cross-functional plan where PR, supported by AI insights, drives awareness and credibility at launch.

Managing the relationship between an organization and government entities.

An advanced AI model developed by OpenAI, capable of generating human-like text for diverse applications.

The successor to GPT-3, with enhanced abilities in understanding and generating complex text.

The latest generation of large language models developed by OpenAI, featuring advanced reasoning capabilities to solve complex problems, improved accuracy with fewer hallucinations, multimodal processing, enhanced efficiency, and tailored model variants for diverse applications.

A community-driven advocacy approach amplified by PR and supported by AI for targeting and mobilization.

The safety and brand controls that constrain AI behavior in PR workflows to comply with legal and ethical standards.

An AI-generated output that is factually wrong, requiring PR teams to enforce verification and sourcing steps.

The legacy patterns in data that can misinform PR AI models unless corrected with representative sampling and review.

The past PR performance and media records used by AI to identify trends and forecast.

The pre-approved crisis language that AI can help adapt rapidly while humans validate facts.

A design where PR professionals guide, approve, or override AI outputs before publication.

The process of creating digital images using software, often leveraging AI algorithms to generate realistic or artistic visual content.

A process where AI algorithms analyze images and produce descriptive textual content that represents the visual information captured in those images.

A strategy where brands collaborate with individuals who have strong online followings to promote products or messages, extending PR reach to social media audiences.  

A set of search intents where PR content should be structured for AI-driven answers and snippets.

The coordination of PR with marketing and ads, using AI to maintain message consistency across channels.

The continuous improvement of AI-assisted PR outputs via feedback, testing, and human edits.

A web scripting language used to power AI widgets and PR experiences such as chats, analytics, and dynamic embeds.

A branded audio asset used in PR/marketing, with AI aiding composition, testing, and rights checks.

The standards PR teams respect when pitching and supplying AI-assisted materials to media.

A PR-organized press trip where logistics and ROI can be optimized with AI-based targeting and measurement.

A quantifiable measure that evaluates how effectively a company is achieving its business objectives and indicates success in reaching specific targets.

The terms PR teams target for SEO and GEO so AI search surfaces brand content.

The sharing of information, skills, and expertise across different departments within an organization to maintain or enhance business operations.

An AI model trained on vast text datasets to understand and generate human-like language, powering advanced writing and analysis tools.  

The laws that shape what PR can communicate and how AI may be used or disclosed.

A type of AI that can retain information learned from past experiences to inform future actions.

The act of influencing public officials or legislators to support specific policies or interests.

The required reporting aligned with PR transparency policies and AI record-keeping.

A subset of AI that enables systems to learn from data and improve their performance without explicit programming.

The process of gathering and analyzing data about consumers and markets to inform business decisions.

The distortions in PR metrics that AI can amplify unless data and methods are validated.

A brief notice sent to media outlets to announce an upcoming event or newsworthy occurrence.

A period when an organization withholds news from media.

The AI-synthesized insights from coverage that guide PR strategy, positioning, and risk management.

A package of promotional or brand materials provided to journalists to accompany a story or article.

A curated list of media contacts relevant to an organization’s communication goals.

The ability to access, analyze, evaluate, and create media in various forms, enabling individuals to effectively interpret and communicate information within today’s digital and media-rich environment.

The AI-enabled tracking of coverage to quantify visibility, tone, and message pull-through for PR reporting.

A targeted proposal or news angle sent to journalists to encourage coverage of a story or event.

The PR function focused on building relationships with journalists and media outlets through pitching stories, responding to inquiries, and maintaining press contacts.  

A sequence of coordinated interviews across outlets and markets.

The preparation provided to spokespeople to effectively communicate with the media or the public. 

The consistent adherence to approved language across touchpoints.

The research process used to validate clarity, resonance, and risk.

A brief HTML meta tag (typically ~150–160 characters) summarizing a page’s content that can appear in search results to improve click-through rate.

The inaccurate content that PR must correct using verified facts and AI detection tools.

The process of defining AI model structure, including feature selection and success criteria.

The capability of AI to generate and integrate content across different modes, such as text, images, and sound, providing enriched user interactions.

A structured account or story used in communications to convey messages, values, or brand identity in a compelling and relatable way.

The use of AI to produce human-like written or spoken text based on data inputs.

A field of AI that focuses on the interaction between computers and humans through the natural language, enabling machines to understand, interpret, and generate human language.

The ability of AI systems to comprehend and interpret human language as it is spoken or written.

The search intents where PR ensures branded destinations are easily surfaced by AI search.

A metric used to measure customer loyalty and satisfaction based on their likelihood to recommend a product or service.

A computer system modeled after the human brain that uses layers of connected nodes to process information and recognize patterns.

A PR tactic where AI monitoring identifies timely angles and audiences for rapid response.

A nonprofit group that operates independently of any government, typically to address social or political issues.

The AI technologies PR teams may adopt for transparency and customization, with governance for security and licensing.

An article expressing the author’s viewpoint on a particular issue.

The number of people who see content without paid promotion, typically achieved through search engines, social media, or organic sharing.

The PR-controlled channels where AI supports creation, personalization, and scheduling.

The purchased placements used to amplify messages and reach.

A variable that is adjusted within an AI model to fine-tune its performance and outputs.

The identification of regularities and structures within data to make informed predictions or categorizations.

A fictional representation of a segment of an audience, characterizing distinct user types based on demographics, behaviors, and psychographics to better understand and tailor communications for that group.

An AI-driven tailoring of PR messages and experiences to segments or individuals.

Phantom AI (or “shadow AI”) is the use of AI tools within a business without formal oversight, governance, or IT approval, creating risks around data privacy, security, and compliance.

A PR and public affairs evaluation of policy impacts, accelerated by AI document analysis and modeling.

The AI-enabled measurement and interpretation of PR performance to prove value and optimize strategy.

A cloud storage system in the Précis PR platform that privately and securely stores user data.

An audio video processing software tool found in the Précis PR Creation Hub. The A/V Scribe enables Précis users to transcribe audio and video content for use in generative AI applications.

The library of PR-specific generative AI tools on the Précis PR platform.

A collection of uploaded user documents that relate to a particular campaign or initiative. Campaigns can be applied to any generative tool on Précis to ensure the output is customized to the user’s context.

The first commercially available AI platform built for PR.

A set of AI techniques that forecast PR outcomes like coverage likelihood or issue escalation.

A media event where an organization’s representatives answer questions from journalists.

The department responsible for managing media relations and communications. 

An official statement issued to news media to announce something newsworthy, written in a factual style with key details to secure media coverage.

Structured instructions embedded in software code that guide AI tools toward specific outputs.  

The instruction PR pros give AI to generate relevant, on-brand content or analysis.

The practice of designing and refining input prompts to guide LLMs in generating accurate, relevant, and context-aware responses.

A set of reusable prompt structures that standardize AI-generated PR content.

A detailed plan or suggestion submitted to an organization or client, outlining a course of action, project, or strategy, often in response to an RFP.

A PR specialty engaging policymakers and publics, informed by AI monitoring and analysis.

A formal meeting for obtaining public comments and input on proposed actions or policies.

The collective attitudes and beliefs of the general public or specific segments of society.

The government rules that PR explains and navigates, with AI aiding analysis and stakeholder mapping.

The practice of managing communication between an organization and its audiences to build relationships and maintain reputation through media outreach, events, and content creation. 

The process of categorizing search queries based on intent or type.

The total number of unique individuals exposed to a particular piece of content or advertising campaign.

The process of changing the public perception of a company or product through alterations in branding elements like name, logo, or messaging.

A compliance function coordinated with PR, using AI to track rules and disclosure obligations.

The ongoing process of influencing and controlling an organization’s public image by monitoring and responding to mentions across media and online platforms.  

A framework that operationalizes safe, fair, and transparent AI use.

An AI technique that enhances language models by retrieving relevant information from external knowledge sources before generating outputs.

A formal document issued by a company seeking detailed proposals from public relations firms to provide strategic communication services, media relations, and campaign planning, outlining specific goals, deliverables, and evaluation criteria.

A structured framework or blueprint that defines how data is organized and interpreted, whether in a database or through web markup for search engines.

The PR/marketing practice of improving content and sites so AI search and engines surface them prominently.

A sampling flaw that can mislead PR AI models unless corrected with representative data.

An AI classification of PR-relevant text as positive, negative, or neutral to track perception.

The unsanctioned use of AI tools or services outside official organizational data and security governance.

The percentage of total relevant mentions or coverage your brand receives compared to competitors within a defined market and time period.

The social interactions that amplify PR messages, prioritized and measured using AI insights.

An AI-enabled monitoring and analysis of online conversations to guide PR engagement and risk response.

A PR stewardship of social channels supported by AI scheduling, moderation, and analytics.

An AI capability that transcribes spoken words for PR uses like interviews, events, and archives.

A technology that converts spoken words into written text using AI algorithms.

An individual designated to officially represent and communicate on behalf of an organization, company, or group, serving as the primary source of information and public statements.

An ensemble method in machine learning where multiple models are combined to improve predictive performance.

The process of defining long-term goals and determining objectives and actions to achieve them.

The organized information that enables AI and search to understand and display PR content.

The AI-generated or edited content used in PR storytelling under ethical and disclosure policies.

The specific actions or methods employed to achieve short-term objectives or goals, often as part of a broader strategy.

A set of prepared statements or key facts used by a spokesperson to communicate consistently and effectively about a topic during discussions or interviews.

An AI-driven grouping of audiences so PR messages become more relevant and efficient.

A parameter in AI models that controls output randomness, where a higher value generates more creative responses and a lower value results in more focused, deterministic outputs.

The creation of images from textual descriptions using AI-driven technologies.

A technology that transforms written text into spoken word using AI techniques.

An organization conducting research and advocacy concerning policy issues.

A PR strategy to build authority using AI for research, drafting, and distribution analytics.

The maximum amount of text, measured in tokens, that an AI model can process in a single input, impacting its capacity to handle extensive or complex queries.

The data that shapes AI behavior used in PR, requiring curation for quality and bias control.

The specific point in time after which no further data is used to train an AI model, influencing the relevance and accuracy of the model’s knowledge.

A user input or prompt that expresses an intent to perform a specific, often goal-oriented action, such as buying a product, initiating a download, subscribing to a service or booking an appointment.

A neural network design that leverages self-attention mechanisms to process sequence data efficiently, widely used in large language models like GPT.

The practice of being open and honest about organizational actions and decisions to foster trust.

A marketing concept that highlights the unique benefits of a product or service to distinguish it from competitors.

The PR-relevant text, images, and video that AI processes to extract insights.

The extent to which end-users embrace and use a new service, product, or feature as intended, often measured post-launch.

The overall experience a person has when interacting with a digital product or website, emphasizing usability and satisfaction.

The audience-created material that PR curates and analyzes with AI for authenticity and impact.

A statement that explains the benefits and unique value a product or service offers to customers.

The creation of video content through automated processes, including scripting, editing, and rendering, often using AI technology to enhance efficiency and creativity.

The use of AI to replicate a person’s vocal characteristics, enabling the generation of speech that closely resembles the original speaker’s voice.

The process of transcribing spoken language into text by computers.

The anticipated new phase of the internet characterized by decentralized networks, data sovereignty, and the integration of AI and blockchain technologies.

Willard is an AI platform built for lobbying, public affairs, and legislative work, trained on a large database of federal documents to support policy research and advocacy. 

The process of embedding AI tools and systems into existing professional workflows to enhance efficiency, automate routine tasks, and improve decision-making. 

XénoBot is a native AI assistant integrated into the Précis AI web app. It is specifically designed to aid Public Relations professionals with their daily tasks, helping streamline their workflow and improve productivity through efficient assistance and guidance.

A financial metric that compares performance from one year to the same time the previous year, providing a view of progress or decline.

The prevailing cultural tone or set of intellectual, moral, and social ideals characteristic of a specific period of history.