diff --git a/src/js/settings/components/feature-additional-settings/moderation.js b/src/js/settings/components/feature-additional-settings/moderation.js
index bf0d7c2c1..13f82e4a3 100644
--- a/src/js/settings/components/feature-additional-settings/moderation.js
+++ b/src/js/settings/components/feature-additional-settings/moderation.js
@@ -11,6 +11,7 @@ import { __ } from '@wordpress/i18n';
  */
 import { SettingsRow } from '../settings-row';
 import { STORE_NAME } from '../../data/store';
+import { moderationHelperText } from '../../utils/helper-text';
 
 /**
  * Component for Moderation feature settings.
@@ -29,36 +30,50 @@ export const ModerationSettings = () => {
 	};
 
 	return (
-		<SettingsRow
-			label={ __( 'Content to moderate', 'classifai' ) }
-			description={ __(
-				'Choose what type of content to moderate.',
-				'classifai'
-			) }
-			className="settings-moderation-content-types"
-		>
-			{ Object.keys( contentTypes ).map( ( contentType ) => {
-				return (
-					<CheckboxControl
-						id={ contentType }
-						key={ contentType }
-						checked={
-							featureSettings.content_types?.[ contentType ] ===
-							contentType
-						}
-						label={ contentTypes[ contentType ] }
-						onChange={ ( value ) => {
-							setFeatureSettings( {
-								content_types: {
-									...featureSettings.content_types,
-									[ contentType ]: value ? contentType : '0',
-								},
-							} );
+		<>
+			<SettingsRow
+				label={ __( 'Content to moderate', 'classifai' ) }
+				description={ __(
+					'Choose what type of content to moderate.',
+					'classifai'
+				) }
+				className="settings-moderation-content-types"
+			>
+				{ Object.keys( contentTypes ).map( ( contentType ) => {
+					return (
+						<CheckboxControl
+							id={ contentType }
+							key={ contentType }
+							checked={
+								featureSettings.content_types?.[
+									contentType
+								] === contentType
+							}
+							label={ contentTypes[ contentType ] }
+							onChange={ ( value ) => {
+								setFeatureSettings( {
+									content_types: {
+										...featureSettings.content_types,
+										[ contentType ]: value
+											? contentType
+											: '0',
+									},
+								} );
+							} }
+							__nextHasNoMarginBottom
+						/>
+					);
+				} ) }
+			</SettingsRow>
+			<div className="display-container-wrapper">
+				<div className="helper-text-content">
+					<div
+						dangerouslySetInnerHTML={ {
+							__html: moderationHelperText.content_types,
 						} }
-						__nextHasNoMarginBottom
 					/>
-				);
-			} ) }
-		</SettingsRow>
+				</div>
+			</div>
+		</>
 	);
 };
diff --git a/src/js/settings/components/feature-additional-settings/nlu-feature.js b/src/js/settings/components/feature-additional-settings/nlu-feature.js
index e66abf75e..1b58b5165 100644
--- a/src/js/settings/components/feature-additional-settings/nlu-feature.js
+++ b/src/js/settings/components/feature-additional-settings/nlu-feature.js
@@ -8,6 +8,7 @@ import {
 	__experimentalInputControl as InputControl, // eslint-disable-line @wordpress/no-unsafe-wp-apis
 } from '@wordpress/components';
 import { __, sprintf } from '@wordpress/i18n';
+import { useState } from '@wordpress/element';
 
 /**
  * Internal dependencies
@@ -15,6 +16,7 @@ import { __, sprintf } from '@wordpress/i18n';
 import { SettingsRow } from '../settings-row';
 import { STORE_NAME } from '../../data/store';
 import { getFeature } from '../../utils/utils';
+import { thresholdInfo, nluHelperText } from '../../utils/helper-text';
 
 /**
  * Component for render settings fields when IBM Watson NLU is selected as the provider.
@@ -24,6 +26,7 @@ import { getFeature } from '../../utils/utils';
  * @return {React.ReactElement} NLUFeatureSettings component.
  */
 export const NLUFeatureSettings = () => {
+	const [ thresholdInfoStates, setThresholdInfoStates ] = useState( {} );
 	const featureSettings = useSelect( ( select ) =>
 		select( STORE_NAME ).getFeatureSettings()
 	);
@@ -36,18 +39,22 @@ export const NLUFeatureSettings = () => {
 		category: {
 			label: __( 'Category', 'classifai' ),
 			defaultThreshold: 70,
+			helperText: nluHelperText.category,
 		},
 		keyword: {
 			label: __( 'Keyword', 'classifai' ),
 			defaultThreshold: 70,
+			helperText: nluHelperText.keyword,
 		},
 		entity: {
 			label: __( 'Entity', 'classifai' ),
 			defaultThreshold: 70,
+			helperText: nluHelperText.entity,
 		},
 		concept: {
 			label: __( 'Concept', 'classifai' ),
 			defaultThreshold: 70,
+			helperText: nluHelperText.concept,
 		},
 	};
 
@@ -91,15 +98,24 @@ export const NLUFeatureSettings = () => {
 		} );
 	}
 
+	const toggleThresholdInfo = ( feature ) => {
+		setThresholdInfoStates( ( prev ) => ( {
+			...prev,
+			[ feature ]: ! prev[ feature ],
+		} ) );
+	};
+
 	return (
 		<>
 			{ Object.keys( features ).map( ( feature ) => {
-				const { defaultThreshold, label } = features[ feature ];
+				const { defaultThreshold, label, helperText } =
+					features[ feature ];
 				return (
 					<SettingsRow
 						key={ feature }
 						label={ label }
 						className={ 'nlu-features' }
+						helperText={ helperText }
 					>
 						<CheckboxControl
 							id={ `${ feature }-enabled` }
@@ -115,7 +131,10 @@ export const NLUFeatureSettings = () => {
 						/>
 						<InputControl
 							id={ `${ feature }-threshold` }
-							label={ __( 'Threshold (%)', 'classifai' ) }
+							label={ __(
+								'Confidence Threshold (%)',
+								'classifai'
+							) }
 							type="number"
 							value={
 								featureSettings[ `${ feature }_threshold` ] ||
@@ -127,6 +146,23 @@ export const NLUFeatureSettings = () => {
 								} );
 							} }
 						/>
+						<div className="display-container-wrapper">
+							<button
+								className="dashicons dashicons-info-outline helper-text-icon"
+								title={ __(
+									'Click to show more information',
+									'classifai'
+								) }
+								onClick={ () => toggleThresholdInfo( feature ) }
+								aria-label={ __(
+									'Click to show threshold information',
+									'classifai'
+								) }
+							></button>
+							{ thresholdInfoStates[ feature ] &&
+								thresholdInfo.helper }
+						</div>
+
 						{ 'ibm_watson_nlu' === featureSettings.provider && (
 							<SelectControl
 								id={ `${ feature }-taxonomy` }
diff --git a/src/js/settings/components/feature-additional-settings/term-cleanup.js b/src/js/settings/components/feature-additional-settings/term-cleanup.js
index 87d1558c4..8cbcd2796 100644
--- a/src/js/settings/components/feature-additional-settings/term-cleanup.js
+++ b/src/js/settings/components/feature-additional-settings/term-cleanup.js
@@ -7,6 +7,7 @@ import {
 	__experimentalInputControl as InputControl, // eslint-disable-line @wordpress/no-unsafe-wp-apis
 } from '@wordpress/components';
 import { __ } from '@wordpress/i18n';
+import { useState } from '@wordpress/element';
 
 /**
  * Internal dependencies
@@ -15,6 +16,7 @@ import { SettingsRow } from '../settings-row';
 import { STORE_NAME } from '../../data/store';
 import { useFeatureContext } from '../feature-settings/context';
 import { getFeature } from '../../utils/utils';
+import { thresholdInfo } from '../../utils/helper-text';
 
 /**
  * Component for Term Cleanup feature settings.
@@ -31,7 +33,7 @@ export const TermCleanupSettings = () => {
 	);
 	const { setFeatureSettings } = useDispatch( STORE_NAME );
 	const { taxonomies = {} } = getFeature( featureName );
-
+	const [ thresholdInfoStates, setThresholdInfoStates ] = useState( {} );
 	const options = Object.keys( taxonomies ).map( ( slug ) => {
 		return {
 			value: slug,
@@ -47,6 +49,13 @@ export const TermCleanupSettings = () => {
 		};
 	} );
 
+	const toggleThresholdInfo = ( feature ) => {
+		setThresholdInfoStates( ( prev ) => ( {
+			...prev,
+			[ feature ]: ! prev[ feature ],
+		} ) );
+	};
+
 	const Description = () => {
 		if ( window.classifAISettings?.isEPinstalled ) {
 			return __(
@@ -123,7 +132,10 @@ export const TermCleanupSettings = () => {
 							/>
 							<InputControl
 								id={ `${ feature }-threshold` }
-								label={ __( 'Threshold (%)', 'classifai' ) }
+								label={ __(
+									'Confidence Threshold (%)',
+									'classifai'
+								) }
 								type="number"
 								value={
 									featureSettings?.taxonomies?.[
@@ -139,6 +151,24 @@ export const TermCleanupSettings = () => {
 									} );
 								} }
 							/>
+							<div className="display-container-wrapper">
+								<button
+									className="dashicons dashicons-info-outline helper-text-icon"
+									title={ __(
+										'Click to show more information',
+										'classifai'
+									) }
+									onClick={ () =>
+										toggleThresholdInfo( feature )
+									}
+									aria-label={ __(
+										'Click to show threshold information',
+										'classifai'
+									) }
+								></button>
+								{ thresholdInfoStates[ feature ] &&
+									thresholdInfo.helper }
+							</div>
 						</SettingsRow>
 					);
 				} ) }
diff --git a/src/js/settings/components/settings-row/index.js b/src/js/settings/components/settings-row/index.js
index 341d65999..4299728aa 100644
--- a/src/js/settings/components/settings-row/index.js
+++ b/src/js/settings/components/settings-row/index.js
@@ -2,6 +2,7 @@
  * External dependencies
  */
 import classNames from 'classnames';
+import { useState } from '@wordpress/element';
 
 /**
  * Settings row component.
@@ -11,9 +12,31 @@ import classNames from 'classnames';
  * @param {Object} props.children The children of the component.
  */
 export const SettingsRow = ( props ) => {
+	const [ showTooltip, setShowTooltip ] = useState( false );
+
 	return (
 		<div className={ classNames( 'settings-row', props?.className ) }>
-			<div className="settings-label">{ props.label }</div>
+			<div className="settings-label">
+				{ props.label }
+				{ props.helperText && (
+					<div
+						className="tooltip-container"
+						onMouseEnter={ () => setShowTooltip( true ) }
+						onMouseLeave={ () => setShowTooltip( false ) }
+					>
+						<span className="dashicons dashicons-info-outline helper-text-icon"></span>
+						{ showTooltip && (
+							<div className="settings-helper-text tooltip">
+								<div
+									dangerouslySetInnerHTML={ {
+										__html: props.helperText,
+									} }
+								/>
+							</div>
+						) }
+					</div>
+				) }
+			</div>
 			<div className="settings-control">
 				{ props.children }
 				<div className="settings-description">
diff --git a/src/js/settings/utils/helper-text.js b/src/js/settings/utils/helper-text.js
new file mode 100644
index 000000000..904b2dfdf
--- /dev/null
+++ b/src/js/settings/utils/helper-text.js
@@ -0,0 +1,71 @@
+/**
+ * WordPress dependencies
+ */
+import { __ } from '@wordpress/i18n';
+
+export const thresholdInfo = {
+	helper: (
+		<div className="settings-helper-text display-container">
+			<div className="helper-text-content">
+				<p>
+					{ __(
+						'Determines how confident the AI must be before suggesting a term.',
+						'classifai'
+					) }
+				</p>
+				<p>
+					{ __(
+						'Higher % = More precise (fewer, more accurate terms)',
+						'classifai'
+					) }
+				</p>
+				<p>
+					{ __(
+						'Lower % = More verbose (more suggestions, including lower-confidence terms)',
+						'classifai'
+					) }
+				</p>
+			</div>
+		</div>
+	),
+};
+
+export const nluHelperText = {
+	category: __(
+		'<p>IBM Watson analyzes your content and assigns a broad topic hierarchy that best describes the overall subject.</p>' +
+			'<p>Example:<code>/technology and computing/software</code></p>' +
+			'<p>Categories are useful for general classification and site-wide content grouping.</p>' +
+			'<p><a href="https://cloud.ibm.com/docs/natural-language-understanding?topic=natural-language-understanding-about#categories" target="_blank">Learn more</a></p>',
+		'classifai'
+	),
+	keyword: __(
+		'<p>Keywords represent important terms in your content that are contextually significant.</p>' +
+			'<p>Watson extracts these to help identify core concepts, topics, and SEO-friendly tags.</p>' +
+			'<p>Keywords often map well to WordPress tags.</p>' +
+			'<p><a href="https://cloud.ibm.com/docs/natural-language-understanding?topic=natural-language-understanding-about#keywords" target="_blank">Learn more</a></p>',
+		'classifai'
+	),
+	entity: __(
+		'<p>Entities are named people, places, brands, and other proper nouns mentioned in your content.</p>' +
+			'<p>Watson identifies and classifies these by type (e.g., Person, Company, Location) and optionally links them to known databases like Wikipedia.</p>' +
+			'<p>Entities are helpful for structured data and enhancing rich snippets or metadata.</p>' +
+			'<p><a href="https://cloud.ibm.com/docs/natural-language-understanding?topic=natural-language-understanding-about#entities" target="_blank">Learn more</a></p>',
+		'classifai'
+	),
+	concept: __(
+		"<p>Concepts reflect high-level abstract ideas Watson identifies in your content, even if the term isn't explicitly used.</p>" +
+			'<p>For example, an article about "the iPhone" might be linked to the concept of "Apple Inc."</p>' +
+			'<p>Concepts are great for semantic tagging and content recommendation systems.</p>' +
+			'<p><a href="https://cloud.ibm.com/docs/natural-language-understanding?topic=natural-language-understanding-about#concepts" target="_blank">Learn more</a></p>',
+		'classifai'
+	),
+};
+
+export const moderationHelperText = {
+	content_types: __(
+		'<p>The Moderation endpoint provides a simple interface to classify user-generated content into specific content categories.</p>' +
+			'<p>Categories include: hate, threatening, harassment, self-harm, sexual, violence</p>' +
+			'<p><a href="https://platform.openai.com/docs/guides/moderation/overview#content-classifications" target="_blank">Learn more</a></p>',
+		'classifai'
+	),
+};
diff --git a/src/scss/settings.scss b/src/scss/settings.scss
index 35fe31414..d63cbe3f1 100644
--- a/src/scss/settings.scss
+++ b/src/scss/settings.scss
@@ -128,6 +128,85 @@
 		.classifai-panel-header-close {
 			margin-right: -10px;
 		}
+
+		.display-container-wrapper {
+			margin-top: 8px;
+			margin-bottom: 8px;
+
+			.helper-text-icon {
+				cursor: pointer;
+				background: none;
+				border: none;
+				padding: 0;
+				margin: 0;
+			}
+
+			.helper-text-content {
+				margin-top: 8px;
+				padding: 4px 20px;
+				background-color: #f0f0f1;
+			}
+		}
+
+		// Tooltip styles for helper text
+		.tooltip-container {
+			position: relative;
+			display: inline-block;
+
+			.helper-text-icon {
+				position: relative;
+				top: 1px;
+				cursor: pointer;
+				color: #666;
+				margin-left: 4px;
+				font-size: 18px;
+				transition: color 0.2s ease;
+				&:hover {
+					color: var(--wp-admin-theme-color, #3858e9);
+				}
+			}
+
+			.settings-helper-text.tooltip {
+				position: absolute;
+				left: 0;
+				transform: translateX(-14%);
+				background: #FFF;
+				color: #333;
+				padding: 8px 12px;
+				border-radius: 4px;
+				border: 1px solid #333;
+				font-size: 10px;
+				font-weight: normal;
+				z-index: 1000;
+				box-shadow: 0 2px 8px rgba(0, 0, 0, 0.15);
+				margin-top: 1px;
+				width: 400px;
+
+				// Arrow pointing up
+				&::before {
+					content: '';
+					position: absolute;
+					top: -4px;
+					left: 4.2rem;
+					border-left: 4px solid transparent;
+					border-right: 4px solid transparent;
+					border-bottom: 4px solid #333;
+				}
+
+				// Ensure tooltip doesn't go off-screen
+				@media (max-width: 600px) {
+					left: 0;
+					transform: none;
+					white-space: normal;
+					max-width: 250px;
+
+					&::before {
+						left: 20px;
+						transform: none;
+					}
+				}
+			}
+		}
 	}
 
 	.classifai-settings-wrapper {