Trying to keep up with AI search terminology can be overwhelming. With new platforms, tools, and best practices emerging rapidly, even experienced marketers and technical teams find themselves searching for clear answers. Scrunch is built for the next era of search - so it's only fitting that we help demystify the language powering this transformation.

That's why we created the Scrunch AI Glossary. Here you'll find simple definitions for the most important terms in AI-driven search, content optimization, and Scrunch's own platform features. Bookmark this page whenever you need to quickly clarify an AI or Scrunch-specific buzzword.

Here are all the must-know definitions to make understanding AI optimization and Scrunch terminology a bit more manageable:

AI Optimization

The practice of ensuring website content is readable, understandable, and favored by AI platforms like ChatGPT, Perplexity, and Google AI Overviews. This includes technical accessibility, contextual clarity, and writing style adjustments.

Presence

A measurement of how often your brand is explicitly mentioned in the written AI-generated answer across platforms.

Presence reflects whether a real user would see your brand named when reading an AI response. Mentions that appear only inside cited URLs, page titles, or source snippets do not count toward Presence unless the AI includes your brand directly in its answer.

Competitive Presence

A comparison of how often your brand and your competitors are explicitly mentioned in AI-generated answers for the same set of prompts.

A higher Competitive Presence indicates that your brand appears more frequently in AI responses than competing brands, reflecting stronger visibility relative to peers in AI-driven search experiences.

Position Score

An evaluation of where your brand appears in an AI-generated response:

Higher placements are typically more visible to users and indicate stronger AI relevance.

Sentiment Score

A qualitative measure of how your brand is being described in AI responses:

This helps gauge brand perception in AI-generated answers.

Context Tab

A Scrunch feature where you can define your brand's key information: personas, competitors, and topics. This data powers prompt generation and segmentation.

Customer Persona

A fictionalized profile of a target customer. Used in Scrunch to tailor prompt generation based on different user intents.

Key Topics

Themes or concepts you want to monitor across prompts. Used for filtering and analyzing presence across content areas.

Sub-brands

Additional brand entities or product lines associated with your primary brand that can be tracked separately in Scrunch. Sub-brands allow you to monitor presence and citations for distinct offerings or regional brands under your organization's umbrella.

Prompts

The natural language questions or statements you're tracking in Scrunch to see how AI models respond. Each prompt is counted once per model (e.g., once for ChatGPT, once for Perplexity). Prompts form the backbone of your monitoring configuration.

Prompts (metric on the Prompts tab)

A metric showing how prompts are being tracking in Scrunch (each AI platform the prompts is running against counts as a single prompt toward the total).

Topic Prompt Optimizations

A Scrunch feature that provides AI-generated recommendations for improving your prompts to better align with specific topics and customer personas. These optimizations help refine your monitoring strategy to capture more relevant AI responses.

Responses

The total number of AI-generated responses captured by Scrunch for your prompts. Scrunch regularly re-runs your tracked prompts across supported models and stores the full outputs. This count shows how much real-world data you've already accumulated for analysis.

Knowledge Studio

Scrunch's feature for creating and managing structured knowledge content that AI platforms can easily access and cite. Knowledge Studio helps you organize brand information, product details, and key facts in formats optimized for AI consumption.

Scrunch MCP (Model Context Protocol)

Scrunch's integration that allows users to query Scrunch data directly from AI assistants like Claude and Cursor. The MCP enables you to access your presence metrics, citation data, and prompt insights without leaving your AI workflow.

Scrunchie

Scrunch's integration that allows you to query Scrunch data directly inside your Scrunch instance. Scrunchie enables you to access and ask questions about your data as well as ask for support. Scrunchie will route to human support if necessary.

Training Data Crawlers

Bots like GPTBot, ClaudeBot, or CCBot that collect data for AI model training. You can block these in robots.txt without hurting AI citation performance.

Bot Blocking

A configuration that restricts automated bots (like those used by AI or search engines) from accessing your website content. Over-aggressive bot blocking can prevent AI platforms from citing your pages.

AI User Agent

A bot identifier used by AI platforms when retrieving web content. Examples include ChatGPT-User, PerplexityBot, and meta-externalagent. Allowlisting these in robots.txt and bot protection tools ensures visibility in AI responses.

PerplexityBot

Perplexity AI's bot that handles both search indexing and real-time content retrieval. Should be allowlisted for presence in Perplexity responses.

ChatGPT-User

OpenAI's bot used to retrieve web content in real-time for ChatGPT answers. Must be allowlisted for your site to be cited in ChatGPT responses.

Explorer Tab

A Scrunch feature for discovering and analyzing AI-generated responses across your tracked prompts. The Explorer tab provides advanced filtering, search capabilities, and visualization tools to help you identify trends and opportunities in AI visibility.

Optimizer

A Scrunch tool that provides actionable recommendations for improving your content's performance in AI responses. The Optimizer analyzes your current presence and citation patterns to suggest strategic improvements.

AI Referrals Tab

A dashboard to view human visits to your website referred from AI platforms. This is visible for orgs who have existing GA4 or adobe analytics environments set up through the Integrations tab.

Agent Traffic

Website traffic originating from AI agents and platforms. This includes visits from users clicking citations in AI-generated responses, as well as direct bot traffic from AI crawlers accessing your content.

Content Delivery (AXP) Tab

The Agent Experience Platform (AXP) tab in Scrunch, which provides tools and insights for optimizing how your content is delivered to and consumed by AI agents. This includes monitoring agent interactions, tracking content accessibility, and analyzing delivery performance.

Deep AI Audit

A Scrunch tool that analyzes how your site appears to AI bots. Checks for accessibility, context quality, performance, and formatting.

Access Controls Score

A category within the Scrunch Site Audit that evaluates whether AI bots (like ChatGPT-User or PerplexityBot) can access your site. This includes checks on robots.txt, firewall settings, and bot protections (e.g., Cloudflare). A low score often indicates technical barriers that could block AI from citing your content.

Content Clarity

A metric in Scrunch's Site Audit that assesses how clearly AI models can interpret your page after stripping out styling and JavaScript. Pages with overly complex structures, fragmented markup, or text buried in visual elements tend to perform poorly.

Does your robots.txt have specific rules allowing all key AI bots?

A proactive Site Audit flag that checks whether your robots.txt file explicitly allows AI user agents like ChatGPT-User, PerplexityBot, and meta-externalagent. While not required for access, allowing these bots is recommended to reduce friction and avoid blocking AI visibility unintentionally.

Dynamic Content

Website content loaded via JavaScript. Most AI crawlers cannot process this, which means dynamically rendered content may not be cited unless pre-rendered or supported with fallback text.

Structured Data (Schema)

Metadata like JSON-LD that can enrich SEO results. For AI, however, the actual on-page text content is far more influential. Schema should complement, not replace, clear text.

Citation Details Page

A dedicated view in Scrunch that displays comprehensive information about individual citations, including the full AI response, cited URLs, position analysis, and historical citation patterns. This page provides deep insights into how and why your content is being referenced by AI platforms.

Citation Frequency (metric on the Citations tab)

Number of responses that cite the domain or URL divided by total responses (within selected filters/time).

Citation Consistency

For a given URL/domain, number of responses citing it divided by total responses, but only across prompts where that URL/domain has been cited at least once in the period.

Custom Citation Segments

User-defined groupings of URLs or domains that allow you to track citation performance for specific content categories, product lines, or strategic initiatives. Custom segments enable more granular analysis beyond default brand and competitor tracking.

Branded Domain (current config)

Only primary domain is treated as brand; other brand-related domains are separate unless added to brand config in the context tab.

Brand ID (API)

Identifier in the URL path (e.g., "b/2351") used to target specific regional/brand environments via the API.