Coverage analysis: which PR tools have it? 40 tools, dated

MediaMiser official launch (media analysis software)

Available July 24, 2006.

MediaMiser launched its media monitoring and analysis software for businesses and government.

Features: Media monitoring, Coverage analysis, Reporting and measurement.

Source: PR.com (MediaMiser press release).

Delivers coverage insights in many languages

Announced July 15, 2026.

AI coverage insights are now available in a wide selection of languages.

Features: Coverage analysis.

Source: Agility 'New in Agility' changelog.

Adds Coverage Surge Insights

Announced June 3, 2026.

When coverage spikes, Agility identifies the themes, sentiment and tone behind the surge.

Features: Coverage analysis, Trend detection.

Source: Agility 'New in Agility' changelog.

PR CoPilot action assistance

Available May 8, 2026.

Intelligent Insights now turns coverage analysis into strategic outputs using the team's stated position.

Features: Coverage analysis, Reporting and measurement.

Source: Agility PR Solutions.

PR CoPilot AI-powered media positioning features

Available March 3, 2026.

PR CoPilot now drafts press releases and media outreach for a target audience and purpose that the user sets.

Features: Coverage analysis.

Source: Agility PR New in Agility.

Lets users give the AI context before it summarizes coverage

Announced Jan. 30, 2026.

Users can set their own context for the AI to consider before it summarises the key messages in Coverage Insights.

Features: Coverage analysis.

Source: Agility 'New in Agility' changelog.

AI-Powered Canvas

Available Dec. 5, 2025.

Canvas presents media coverage and analysis as designed, AI-assisted reports.

Features: Reporting and measurement, Coverage analysis.

Source: Agility PR New in Agility.

Always-On AI Coverage Analysis

Announced 2025.

Automatic, continuous scanning of media coverage that generates real-time analysis, themes and trends without manual review.

Features: Coverage analysis, Media monitoring.

Source: Agility PR Solutions (newsroom year-in-review).

Expanded AI Analysis for Briefings

Available 2025.

Automated insights from sets of articles in briefings: summaries, takeaways, brand impact, sentiment, narratives.

Features: Coverage analysis.

Source: Agility PR Solutions.

Intelligent Insights

Available March 26, 2024.

Generative-AI media intelligence feature that summarizes coverage, analyzes brand mentions/trends, and translates languages on demand.

Features: Coverage analysis.

Source: Agility PR Solutions (Innodata press release).

Social Listening

Available Aug. 3, 2022.

Agility launched a social media listening and analytics platform with sentiment, engagement and trend analysis, integrated with its monitoring and distribution.

Features: Media monitoring, Coverage analysis.

Source: Agility PR Solutions (New in Agility, August 2022).

MediaMiser SNAP and TEAM (trainable relevance and automatic analysis)

Available March 27, 2013.

MediaMiser released SNAP and TEAM for small and mid-sized organizations, using linguistics and text analysis that users train to capture only relevant content.

Features: Media monitoring, Coverage analysis.

Source: PRIC Canada (MediaMiser launches ... small and medium enterprises).

Machine-learning sentiment analysis models

Available 2009.

Meltwater deployed its first sentiment-analysis models, which score monitored news and social coverage, in 2009.

Features: Coverage analysis.

Source: Meltwater Engineering blog (Deep learning models for sentiment analysis, 2019-08-22).

Newsletters: shareable links with AI briefings

Available October 2026.

Newsletters can be shared as links carrying an AI briefing of top themes, storylines and coverage, ready to paste into Slack or Teams.

Features: Coverage analysis, Reporting and measurement.

Source: Meltwater product updates.

Expands Compare in Explore with custom segments and growth views

Announced August 2026.

Compare can segment searches by date range or category, align timeframes, switch between absolute and trend-growth views, and add a Keyword Rank list in Explore+.

Features: Coverage analysis.

Source: Meltwater product updates (page 2).

AI-powered Topic Clusters

Available August 2026.

Explore topic clusters generated at query time with large language models and story-like labels.

Features: Coverage analysis.

Source: Meltwater product updates.

Story Flow Agent (Mira Studio)

Available July 2026.

Plain-language request returns a cited brief on how a story started, spread and evolved.

Features: Coverage analysis, Chat assistant, AI agents.

Source: Meltwater product updates.

Adds side-by-side Compare for Optimized and Standard searches in Explore+

Announced June 2026.

Brands, campaigns and competitors can be benchmarked across both search types, then saved, shared or exported.

Features: Coverage analysis, Reporting and measurement.

Source: Meltwater product updates (page 5).

AudioCast AI summaries in Newsletters

Available June 2026.

Newsletters can include AI-generated audio summaries.

Features: Coverage analysis.

Source: Meltwater product updates.

Adds Exploratory Tabs in Explore

Announced May 2026.

Any widget can become its own analysis tab with automatically generated visualizations and contextual insights.

Features: Coverage analysis.

Source: Meltwater product updates (page 6).

AI-Powered Insights and Recommendations in Explore

Available May 2026.

AI insights with supporting evidence in Explore, plus generated reports with strategic recommendations.

Features: Coverage analysis, Reporting and measurement.

Source: Meltwater product updates.

Mira on Mobile

Available April 2026.

Mira chat and AI summaries in the Meltwater mobile app.

Features: Chat assistant, Coverage analysis.

Source: Meltwater product updates.

AI Insights via Mira Companion

Available April 2026.

Mira Companion explains dashboard charts and metrics in plain language.

Features: Chat assistant, Coverage analysis.

Source: Meltwater product updates.

AI Highlights in Every Mention Alerts

Available April 2026.

AI-generated summary at the top of each alert with sentiment, topics and mention volume.

Features: Media monitoring, Coverage analysis.

Source: Meltwater product updates.

Adds Brand Sentiment to Explore

Announced March 2026.

Entity-level sentiment for brands, products and spokespeople, powered by the Meltwater Knowledge Graph, across news and social.

Features: Coverage analysis.

Source: Meltwater product updates (page 8).

AI Summary for the Most Frequent Topics widget

Available March 2026.

AI-generated plain-language summary on the Most Frequent Topics dashboard widget.

Features: Coverage analysis.

Source: Meltwater product updates.

Mira Studio Agents for Roundups, Briefings, and Coverage Reports

Available March 2026.

Purpose-built Mira agents that generate industry roundups, news briefings and coverage reports.

Features: Reporting and measurement, Coverage analysis, AI agents.

Source: Meltwater product updates.

AI-Generated Overviews for Automated Newsletters

Available February 2026.

Automated newsletters can include AI-written overviews that summarize media coverage.

Features: Coverage analysis, Reporting and measurement.

Source: Meltwater product updates.

Lets users investigate alerts in Mira Studio, with AI subject lines

Announced November 2025.

Alerts open in Mira Studio to explain drivers and outlets, show spike history charts, and Sentiment Shift alerts get AI-written subject lines.

Features: Media monitoring, Coverage analysis.

Source: Meltwater product updates (page 13).

AI-Generated Summaries in GenAI Lens

Available November 2025.

Summaries that interpret trends and shifts in GenAI Lens data and update with prompts and filters.

Features: Coverage analysis, AI-answer tracking.

Source: Meltwater product updates.

Content Summarization

Announced June 21, 2023.

Automatically groups thousands of news articles and social shares into a handful of key themes.

Features: Coverage analysis.

Source: Meltwater press release.

Spike Analysis

Announced June 21, 2023.

Automatically surfaces the reasoning behind spikes in brand or topic mention volume.

Features: Coverage analysis.

Source: Meltwater press release.

Video Analysis

Announced May 22, 2023.

Uses computer vision to identify logos, celebrities, scenes and objects inside social video content.

Features: Coverage analysis.

Source: GlobeNewswire (mirrored via The Canadian Press).

Podcast monitoring

Available Feb. 20, 2020.

Meltwater added monitoring of 25,000 podcasts, with keyword tracking and sentiment of each mention.

Features: Media monitoring, Coverage analysis.

Source: Meltwater (press release, 20 Feb 2020).

Meltwater Buzz Engage

Available June 15, 2011.

Meltwater launched Buzz Engage, a social media tool that profiles and scores people discussing a brand and lets teams reply to them.

Features: Media monitoring, Coverage analysis.

Source: TechCrunch (15 Jun 2011).

Signal Media platform (ML topic classification, entity recognition, summarization)

Available April 1, 2015.

Monitoring platform that sorts news into topics, spots entities and summarizes articles with machine learning.

Features: Media monitoring, Coverage analysis.

Source: TechCrunch (Signal Media gets $1.8M).

Signal AI launches Search 2.0

Announced June 25, 2026.

Users describe what to track in plain English instead of Boolean, and the platform builds custom labels. This lets them track how a message spreads, separate sub-brands and get sentiment at the topic level.

Features: Media monitoring, Coverage analysis.

Source: Signal AI blog.

Theme Landscape

Available July 15, 2025.

Treemap of dynamic themes and sentiment for a brand, industry or period.

Features: Coverage analysis.

Source: Signal AI.

Configurable Sentiment Analysis

Announced June 24, 2024.

Lets users choose among five sentiment-aggregation methods, with entity-level sentiment scoring.

Features: Coverage analysis.

Source: Signal AI press release.

AIQ Summary

Available Sept. 13, 2023. In beta.

Generative AI feature (beta at launch) that turns chart/graph data into a short plain-language written summary.

Features: Coverage analysis.

Source: Signal AI blog.

Topic Analysis

Available Aug. 16, 2023.

AI identifies topics linked to an organization, with relevance and sentiment, to find narrative whitespace.

Features: Coverage analysis.

Source: Signal AI.

Signal AI API Suite (reputation measurement)

Available Feb. 8, 2022.

An API suite (Affinity, Metrics, Search) that measures shifts in corporate reputation from entity-topic proximity across billions of documents.

Features: Reporting and measurement, Coverage analysis.

Source: MarTech Series (Signal AI release repost).

AIQ

Available Feb. 19, 2020.

Next-generation proprietary AI engine powering Signal AI's media monitoring and market intelligence platform.

Features: Media monitoring, Coverage analysis.

Sources: MarTech Series (syndicated press release), Signal AI newsroom.

Briefings

Available Feb. 19, 2020.

First AIQ-powered feature; clusters and ranks high-volume news into a manageable briefing email.

Features: Coverage analysis.

Source: MarTech Series (syndicated press release).

LexisNexis Newsdesk (Moreover combined with Nexis content)

Available April 13, 2015.

A current awareness and media monitoring product pairing news, web, social and broadcast content with analytics for sentiment and share of voice, dashboards, and newsletter, alert and RSS export.

Features: Media monitoring, Coverage analysis, Reporting and measurement.

Source: PR Newswire (LexisNexis).

Media analysis and intelligence services

Available 2016.

Analyst-written media analysis added to the briefs; the company began working with US clients with a global footprint.

Features: Coverage analysis.

Source: Fullintel blog (2021-01-13).

Enhanced MATT AI assistant

Available Oct. 29, 2025.

Conversational questions over a client's coverage, PredictiveAI forecasts, live sentiment tracking, custom topic analysis and competitor benchmarking inside the Hub.

Features: Chat assistant, Coverage analysis.

Source: Fullintel newsroom.

Fullintel Hub with PredictiveAI

Available March 31, 2022.

A real-time media monitoring platform with a human-curated feed, an automated feed and PredictiveAI, a machine learning layer that flags stories likely to trend or go viral.

Features: Coverage analysis, Media monitoring, Trend detection.

Source: Fullintel newsroom.

24/7 crisis media monitoring and competitive media analysis

Available 2018.

Competitive media analysis and an always-on crisis monitoring and executive brief service, with breaking news alerts at any hour.

Features: Media monitoring, Coverage analysis.

Source: Fullintel blog (2021-01-13).

Talkwalker image recognition

Available March 9, 2016.

Proprietary image recognition that finds brand logos in social and web images.

Features: Coverage analysis.

Source: Talkwalker (blog, 2016-03-09).

Expands AI Widget Insights to more summaries and table widgets

Announced Sept. 23, 2026.

AI Widget Insights now allows up to 6 AI summaries per page, adds AI summaries on Citations table widgets and a redesigned full-screen side-by-side view.

Features: Coverage analysis, Reporting and measurement.

Source: Hootsuite What's New (Lumen by Talkwalker).

Wisdom Insights Citations

Available July 22, 2026.

Inline source links on each key claim in Wisdom-generated summaries.

Features: Coverage analysis.

Source: Hootsuite what's new.

Adds multilingual Conversation Clusters

Announced Jan. 21, 2026.

Conversation Clusters can now group posts in several languages into one cluster, to track discussions globally.

Features: Coverage analysis, Trend detection.

Source: Hootsuite What's New (Lumen by Talkwalker).

AI-Powered Insights (AI Widget Insights)

Available Oct. 29, 2025.

Natural-language explanations of dashboard charts and widgets.

Features: Coverage analysis.

Source: Hootsuite what's new.

Yeti - Data Insights

Announced Nov. 2, 2023.

Yeti capability that auto-generates quick summaries of brand activity, consumer pain points, and potential crises.

Features: Coverage analysis.

Source: PR Newswire (Talkwalker).

AI-Summaries

Announced Nov. 2, 2023.

AI-generated summaries embedded across Talkwalker reports, alerts, and the platform to surface key points from large volumes of posts.

Features: Coverage analysis.

Source: PR Newswire (Talkwalker).

Market, Customer and Social Intelligence products on Blue Silk™ AI

Announced Sept. 28, 2021.

Talkwalker's core AI engine, combining internal and external data sources for consumer intelligence, tied to its Market/Customer/Social Intelligence product launch.

Features: Coverage analysis.

Source: PR Newswire (Talkwalker).

AI Engine: AI-Powered Sentiment and Custom AI Models

Available Sept. 21, 2018.

Talkwalker added an AI engine that scores the sentiment of monitored mentions and lets users build custom AI classifiers.

Features: Coverage analysis.

Source: Daily Research News Online (mrweb.com).

Tags to sort mentions by topic

Available April 28, 2016.

Users tag mentions by topic and reports count how often each topic appears.

Features: Coverage analysis.

Source: Determ blog (New feature: Tags).

Analytics Beta dashboards (including Conversational Trends)

Available June 4, 2024. In beta.

Pre-made PR dashboards for sentiment, opinion leaders, conversational trends and sources, shareable by public link.

Features: Trend detection, Coverage analysis, Reporting and measurement.

Source: Determ blog (What’s New: Analytics Beta, Coverage Report).

Synthia

Announced Oct. 9, 2023.

AI assistant powered by the ChatGPT API that summarizes mentions, sentiment, and tone of voice across Determ's dashboard, Feed, and Reports.

Features: Chat assistant, Coverage analysis.

Source: Determ.

Automated actions (rules that tag mentions and set sentiment)

Available June 9, 2020.

Keyword, author or website rules assign tags and sentiment to incoming mentions.

Features: Coverage analysis.

Source: Determ blog (Introducing Automated actions).

NewsWhip Analytics (beta)

Available Feb. 2, 2017. In beta.

NewsWhip opened its historical database of social engagement with a beta product for analyzing coverage, authors and share of voice.

Features: Coverage analysis, Reporting and measurement.

Source: NewsWhip blog (2 Feb 2017).

Top Themes (AI summaries of the most engaged coverage)

Available Nov. 13, 2024.

NewsWhip launched Top Themes, AI summaries that name the main themes in the most engaged articles, with in-line citations.

Features: Coverage analysis.

Source: NewsWhip blog (13 Nov 2024).

AI Digest

Announced Nov. 15, 2023.

GPT-powered email digest that summarizes top articles into themes and an executive summary for a monitored topic.

Features: Coverage analysis.

Source: NewsWhip.

Brandwatch Image Insights

Available June 28, 2017.

Image recognition that finds any logo in social images, wherever it sits in the picture.

Features: Coverage analysis.

Source: Brandwatch (press release, 2017-06-28).

Iris AI Categories

Available Sept. 29, 2026.

Iris samples the data and suggests parent and child categories that the user reviews and applies.

Features: Coverage analysis.

Source: Brandwatch blog.

AI summaries in Alert and Signal emails

Available Sept. 29, 2026.

Optional AI-generated summary in Alert and Signal emails explaining the change that triggered the alert.

Features: Coverage analysis.

Source: Brandwatch blog.

Extends Label performance reporting to Engage messages

Announced January 2026.

The Label performance widget now reports volume and sentiment of labelled incoming Engage conversations by theme.

Features: Reporting and measurement, Coverage analysis.

Source: Brandwatch Social Media Management product updates (January 2026).

AI Dashboards

Announced Nov. 20, 2025.

Dashboards that summarize data into narrative summaries explaining the story behind the numbers.

Features: Coverage analysis, Reporting and measurement.

Source: PR Newswire (Brandwatch).

AI-powered industry benchmarks

Announced Nov. 20, 2025.

AI-calculated industry averages for key social media metrics, so teams can compare their own and competitors' performance with the industry. Announced on 20 November 2025; the help center lists it in the February 2026 product updates.

Features: Coverage analysis, Reporting and measurement.

Sources: PR Newswire (Brandwatch), Brandwatch SMM Help Center.

AI-powered influencer summaries

Announced July 2025.

AI-generated summaries of influencer content/performance within Brandwatch's social media management tools.

Features: Coverage analysis.

Source: Brandwatch Help Center.

React Score

Announced Dec. 5, 2024.

AI-powered brand reputation score rating conversations in real time for harm, spam, and emotion using NLP and generative AI.

Features: Coverage analysis.

Source: PR Newswire (Brandwatch).

Iris conversation insights

Announced May 17, 2023.

GPT-powered feature producing natural-language summaries of themes and trends within raw conversation data.

Features: Coverage analysis.

Source: Brandwatch press release.

Iris content insights

Announced May 17, 2023.

AI-generated metrics and themes describing the performance of owned and competitor social content.

Features: Coverage analysis.

Source: Brandwatch press release.

New multilingual sentiment model (transfer learning)

Available Jan. 31, 2022.

A new sentiment model with about 18% better accuracy and support for 44 languages.

Features: Coverage analysis.

Source: Brandwatch (blog, 2022-01-31).

Brandwatch Consumer Research

Available Sept. 17, 2019.

A unified flagship listening platform after the Crimson Hexagon merger, using machine learning to classify posts and images.

Features: Media monitoring, Coverage analysis.

Source: Brandwatch (press release, 2019-09-17).

Iris

Announced Nov. 13, 2018.

In-app AI analyst that automatically detects and explains the causes of spikes in online conversation about a brand.

Features: Coverage analysis.

Source: Brandwatch press release.

Auto-sentiment via machine learning

Available April 17, 2018.

Cision improved sentiment scoring in the Cloud with a machine-learning engine.

Features: Coverage analysis.

Source: Cision press release via Cision MediaRoom (17 Apr 2018).

Adds entity-level sentiment to CisionOne Monitoring

Announced July 2026.

Each entity in an article gets its own sentiment rating next to the article-level score.

Features: Coverage analysis.

Source: CisionOne help center: Product Updates July 2026.

AI Coverage Analysis in CisionOne

Available June 18, 2026.

Cision launched AI that finds themes in coverage and suggests next steps.

Features: Coverage analysis.

Source: Cision (press release, 18 Jun 2026).

AI-Powered Instant Insights Dashboards

Available Sept. 17, 2025.

Enhanced dashboards summarizing coverage insights, part of CisionOne's AI-powered platform.

Features: Coverage analysis, Reporting and measurement.

Source: Cision (press release).

Guided Conversational Assistant (AI Assistant)

Announced May 22, 2025.

Chat-style interface in CisionOne to navigate, summarize and analyze media coverage.

Features: Chat assistant, Coverage analysis.

Source: PR Newswire.

AI Summaries

Announced May 22, 2025.

Generates concise, insight-driven recaps of media coverage for quick distribution across an organization.

Features: Coverage analysis.

Source: PR Newswire.

CisionOne React Score

Announced May 22, 2025.

Identifies potentially harmful media mentions in realtime and their impact.

Features: Coverage analysis.

Source: PR Newswire.

Brand Risk Score

Available July 11, 2023.

Scores media mentions to instantly surface potentially harmful content (hate speech, fake news, controversy, sarcasm, spam).

Features: Coverage analysis.

Source: PR Newswire (UK release).

Cision Social Listening in Asia-Pacific (with Brandwatch)

Available Sept. 1, 2021.

PR Newswire launched Cision Social Listening in the Asia-Pacific region inside the Cision Communications Cloud, with data from Brandwatch.

Features: Media monitoring, Coverage analysis.

Source: PR Newswire via Kyodo PRWire (1 Sep 2021).

Feedly AI Summarization

Announced Dec. 16, 2019.

Feedly AI reads and summarizes articles in a user's feed so they can scan and determine relevance more efficiently.

Features: Coverage analysis.

Source: Feedly (vendor blog).

Adds custom AI summaries to Slack and Teams alerts

Announced April 15, 2026.

Teams set the focus, format and level of detail for article summaries, and every Slack or Microsoft Teams notification follows those rules.

Features: Media monitoring, Coverage analysis.

Source: Feedly changelog.

Updates Microsoft Teams integration with AI summaries and translation

Available March 18, 2026.

The Teams app, now in the Microsoft Marketplace, pushes curated intel into channels with deduplication, AI-written summaries and automatic translation.

Features: Media monitoring, Coverage analysis.

Source: Feedly changelog.

Ask AI

Available March 12, 2025.

Ask AI summarizes and synthesizes reports and feeds in the Feedly sidebar.

Features: Chat assistant, Coverage analysis.

Source: Feedly new features.

AI-powered Newsletters

Announced Feb. 12, 2025.

Lets users summarize, analyze and personalize newsletters generated from their Feedly feeds using AI.

Features: Coverage analysis.

Source: Feedly (vendor blog).

AI Actions

Available Nov. 15, 2023. In beta.

A suite letting Market Intelligence users generate instant AI summaries, extract data, and answer questions across selected articles.

Features: Coverage analysis.

Source: Feedly changelog.

Global Sentiment Analysis

Available Jan. 22, 2020.

Automated AI/NLP tool scoring the tone (positive/neutral/negative) of earned media coverage at aggregate, article, and entity level across 104 languages.

Features: Coverage analysis.

Source: Onclusive (blog).

Cyabra authenticity analysis in Onclusive

Announced July 15, 2026.

Collaboration adds Cyabra's detection of inauthentic accounts, coordinated behavior and synthetic media to Onclusive monitoring.

Features: Coverage analysis.

Source: Onclusive News.

Launches In Brief AI summaries in Onclusive media monitoring

Available Nov. 5, 2025.

In Brief, built on Onclusive's AI Sense, summarizes coverage across online, print, broadcast and social into short briefs on key themes, sentiment shifts and emerging narratives. It is included at no extra cost for European monitoring customers.

Features: Coverage analysis, Media monitoring.

Source: Onclusive newsroom (Spain).

AI-powered topic discovery

Available March 25, 2025.

Onclusive 360 platform capability, powered by AI Sense, that automatically surfaces the topics driving a brand's media coverage.

Features: Coverage analysis.

Source: Onclusive News (press release, Onclusive 360 launch).

In Brief (powered by AI Sense)

Available Jan. 30, 2025.

Generates automated summaries of social media conversations from customized filters, surfacing key narratives without manual review of mentions.

Features: Coverage analysis.

Source: Onclusive News (press release).

Propel monitoring suite: sentiment analytics

Available January 2021.

Share of voice and sentiment analytics inside the monitoring suite.

Features: Coverage analysis.

Source: Sword and the Script (Off Script No. 47, 2021-03-09).

AI Media War Room

Available Oct. 31, 2023.

Tool combining Propel's monitoring technology with AI to flag biased media coverage and help generate rebuttal outreach.

Features: Coverage analysis, Pitch writing.

Source: NoCamels.

Competitive Predictor

Announced Feb. 1, 2022.

Analyzes media coverage to predict what messages competitors will focus on next and which reporters they'll target.

Features: Coverage analysis.

Source: PR Newswire.

Introduces the Media Reputation Score

Announced Jan. 15, 2026.

A proprietary metric that scores a brand's media reputation, with driver analysis, stakeholder views, peer benchmarks and a campaign ROI calculator. PublicRelay builds it with GenAI plus human analysts.

Features: Reporting and measurement, Coverage analysis.

Source: PublicRelay blog (original URL publicrelay.com/blog/the-next-frontier-of-reputation-measurement/ now redirects to the homepage).

AI Media Monitoring (sentiment analysis)

Available May 13, 2022.

Media monitoring tool that uses AI to evaluate sentiment, context, and 15+ other factors on PR mentions and generates alerts.

Features: Media monitoring, Coverage analysis.

Source: Semrush News (Prowly).

Tendências de Comunicação na Mídia (Communication Trends in the Media)

Available June 28, 2022.

A feature of Cortex's Strategic Communication and Reputation product that shows how strategic topics are resonating in the press, political forces and opinion leaders.

Features: Coverage analysis.

Source: ABC da Comunicação (Cortex promove Pedro Lage).

Cortex Brand agentic layer

Announced Sept. 1, 2026.

Agentic layer that follows coverage of the brand, notices narrative shifts on its own and returns context, cause and a recommendation.

Features: Media monitoring, Coverage analysis.

Source: Cortex.

Agente de Monitoramento (Cortex Brand)

Available Sept. 2, 2025.

Monitors 7.3M articles a month across 8 media types and classifies them by sentiment and relevance in real time.

Features: Media monitoring, Coverage analysis.

Source: Cortex.

Agente de Análise (Cortex Brand)

Available Sept. 2, 2025.

Turns monitoring data into dashboards with comparative analyses of communication impact.

Features: Coverage analysis, Reporting and measurement.

Source: Cortex.

Cortex reputation platform (AI and machine learning), live at Loggi

Available July 14, 2022.

Reputation platform that monitors and analyses a company's media coverage in real time, described as AI and machine learning.

Features: Media monitoring, Coverage analysis.

Source: Startups.com.br (Loggi adopts Cortex).

Bolhas de Informação (Information Bubbles)

Available June 28, 2022.

A feature that shows the effects of a topic in different ideological bubbles on social networks.

Features: Coverage analysis.

Source: ABC da Comunicação (Cortex promove Pedro Lage).

AI Insights (launched as AI Reports)

Available July 21, 2023. In beta.

AI-generated report with charts, metrics, trend analysis and recommendations built from processed mention data, then in beta.

Features: Coverage analysis, Reporting and measurement.

Source: Brand24.

Adds owned vs earned Channel type filter

Announced Sept. 16, 2026.

Mentions are classified automatically as Owned (the brand's own sites and profiles) or Earned, and the filter works in mentions and reports.

Features: Media monitoring, Coverage analysis.

Source: Brand24 changelog.

Releases Brand Assistant 2.0 with web access

Announced May 26, 2026.

The in-app assistant now works as an agent that picks tools, places charts inline and can search the web and read pages on demand.

Features: Chat assistant, AI agents, Coverage analysis.

Source: Brand24 changelog.

Restores emotion analysis on a new model

Announced April 28, 2026.

An upgraded emotion model returns as a graph in Analysis and as a filter across the panel.

Features: Coverage analysis.

Source: Brand24 changelog.

Adds Demographics tab

Announced Dec. 4, 2025.

A Demographics tab estimates the age, gender, country, income, education, occupation and interests of the audience behind mentions; Pro plan and up.

Features: Coverage analysis.

Source: Brand24 changelog.

Improved Sentiment Accuracy

Announced July 31, 2025.

Upgraded sentiment model built on a newly annotated dataset and enhanced with large language models for sharper detection.

Features: Coverage analysis.

Source: Brand24.

Summarize with AI

Available Feb. 28, 2025.

One-click AI summary of mentions in the Mentions tab; QuickShare Reports also carry AI-generated summaries.

Features: Coverage analysis.

Source: Brand24 blog.

Anomaly Detector

Announced Jan. 30, 2024.

AI tool that scans the web to explain the cause behind sudden spikes in brand mentions or reach.

Features: Coverage analysis.

Source: Brand24.

AI-powered analytics range with unlimited coverage analysis

Available Sept. 26, 2024.

A fully automated, fixed-price range of media analysis products (programme planning, brand monitoring, risk and crisis reporting, benchmarking, evaluation) that combines AI and NLP tools with analyst set-up and oversight, and accepts coverage from the client's own monitoring supplier.

Features: Coverage analysis.

Source: Commetric newsroom.

PeakMetrics 2.0

Available Sept. 26, 2024.

New platform version with narrative clustering algorithms and customizable threat score alerts.

Features: Coverage analysis, Media monitoring.

Source: PeakMetrics.

Smart Categories next evolution

Available May 5, 2026.

Adds author reach, profile and location signals and image and video classification to Smart Categories.

Features: Coverage analysis.

Source: PeakMetrics.

Smart Categories

Available 2025.

LLM-based classification that organizes monitored data into themes, tones and signals instead of Boolean searches.

Features: Coverage analysis.

Source: PeakMetrics.

Article Topics filter

Available Oct. 2, 2024.

Muck Rack tags each article with up to four topics so users can filter coverage without Boolean strings.

Features: Coverage analysis.

Source: Muck Rack Blog (read from the 2025 web.archive.org copy).

Adds broadcast coverage, multiple subjects and AI summaries to Curation Engine

Announced September 2026.

Curation Engine now curates broadcast alongside online and print, tracks brand and competitors as separate subjects, and summarises the themes that matter.

Features: Media monitoring, Coverage analysis.

Source: Muck Rack blog (September 2026 innovations roundup).

Muck Rack MCP: Muck Rack insights in ChatGPT and Claude

Announced September 2026.

Muck Rack says teams can bring Muck Rack insights into AI tools such as ChatGPT and Claude through an MCP. No public docs, tool list or setup page.

Features: Coverage analysis, MCP server.

Source: Muck Rack blog.

Muck Rack Agent

Announced September 2026.

A chat agent inside Coverage Hub that answers plain-language questions with answers grounded in the team's Muck Rack data. Teams can also reach it from ChatGPT or Claude through the MCP.

Features: Chat assistant, Coverage analysis, Journalist research.

Source: Muck Rack blog.

Topics in Reporting

Available Oct. 9, 2024.

Extracts themes and meaning from media coverage to surface conversations, media opportunities and reputational threats.

Features: Coverage analysis.

Source: AsiaOne (syndicated GlobeNewswire release).

Factiva Smart Summary

Available Nov. 13, 2024.

GenAI search that returns concise summaries with citations drawn from licensed news sources, built on Google's Gemini models on Google Cloud.

Features: Coverage analysis, Chat assistant.

Source: PR Newswire (Dow Jones).

AI salience and sentiment filtering for WhatsApp alerts

Available Oct. 9, 2025.

Smart Folders flag priority coverage with AI salience and sentiment analysis and send only those mentions to WhatsApp.

Features: Media monitoring, Coverage analysis.

Source: Roxhill product news.

Intelli-Labels

Announced June 2, 2026.

Automatically tags media coverage with tone, key messages, strategic themes and reputation drivers across every mention.

Features: Coverage analysis.

Source: Roxhill Media (product news).

Independent competitor management and competitor drilldowns

Available Feb. 3, 2026.

Competitors are tracked separately from the main entity, with metric settings and drilldowns across competitor analysis.

Features: Media monitoring, Coverage analysis.

Source: Roxhill (product news: Product updates, what's new this winter).

Launches UNICEPTA agent for Microsoft 365 Copilot

Announced Nov. 25, 2025.

UNICEPTA's AI agent brings its media and reputation intelligence into Microsoft 365 Copilot, embedded in Teams, Word or PowerPoint, through Microsoft connectors in the client's environment.

Features: Plugin, MCP servers and connectors, Chat assistant, Coverage analysis.

Source: UNICEPTA / Stagwell release on PR Newswire.

Auto AI Prefill of Custom Metrics & Tags

Available Dec. 8, 2025.

Suggests values for a team's own custom metrics and tags on each new clipping, based on the descriptions it defines.

Features: Coverage analysis.

Source: aclipp.

Competitor tracking for clippings

Available Sept. 8, 2026.

aclipp compares a brand's PR results with competitors over time.

Features: Coverage analysis, Reporting and measurement.

Source: aclipp (Product Updates, page 1).

Adds Authors workspace linked to clippings

Announced July 31, 2026.

aclipp detects bylines and credits on online, print, podcast, newsletter and TV coverage and links each author to the clipping and outlet in a dedicated Authors workspace.

Features: Coverage analysis.

Source: aclipp product updates.

Sentiment for Clippings

Available June 8, 2026.

Each clipping carries a positive, neutral or negative tone label, which aclipp can suggest automatically.

Features: Coverage analysis.

Source: aclipp (Product Updates, Jun 8 2026).

Stories & Perspectives

Available Dec. 9, 2025.

Clusters media mentions into stories, reflecting different media, audience and stakeholder angles.

Features: Coverage analysis.

Source: Vuelio blog.

Adds content-based IAB categories for every episode

Available Feb. 10, 2026.

Podscan assigns IAB categories from what each episode actually discusses, not the show's self-chosen category, so buyers can filter shows by true topic. The data is in the dashboard and the API.

Features: Coverage analysis.

Source: Podscan newsletter.

Adds sentiment to every topic and entity mention

Available Feb. 10, 2026.

Each topic and entity Podscan extracts from podcasts is tagged positive, negative or neutral, and users can filter results by sentiment in the dashboard and API.

Features: Coverage analysis, Media monitoring.

Source: Podscan newsletter.

Adds AI Summary to alerts

Announced Feb. 24, 2026.

Each mention in an alert can carry a short AI summary of the event, what changed, stakeholders and the brand's position.

Features: Media monitoring, Coverage analysis.

Source: Wizikey blog.

Adds Custom Tags for media mentions

Announced April 14, 2026.

Users can create tags and apply them to one or many mentions to organize coverage around their own questions.

Features: Coverage analysis.

Source: Wizikey blog.

ACCESS Insights & Analytics with LLM Citation Score

Available May 7, 2026.

AI-scored release reports: eight AI metrics (content quality, sentiment, SEO, readability, engagement potential, newsworthiness, message clarity, LLM citation readiness), a prediction of how likely ChatGPT, Claude, Perplexity and Gemini are to cite the release, live pickup analytics and four AI recommendations per report.

Features: AI-answer optimization, Coverage analysis, Reporting and measurement.

Source: ACCESS Newswire newsroom.

story-origin-check (newsjack)

Available June 1, 2026.

Recovers the first public timestamp and canonical major coverage for a signal to catch syndication/rewrite pickups.

Features: Coverage analysis, Agent skill.

In the skills library.

Source: GitHub.

Narrative Intelligence Agent

Available June 10, 2026.

Clusters related articles into narratives with momentum metrics and drafts releases, posts and key messages from the selected narratives.

Features: Trend detection, Coverage analysis, Press release and content writing.

Sources: Sequencr AI, Sequencr AI (press release).

OnePitch PR AI Hub

Available June 15, 2026.

A bundle of 14 specialized AI tools spanning the PR workflow: pitch writing, journalist research, media strategy, and coverage analysis.

Features: Pitch writing, Coverage analysis, Journalist research.

Source: OnePitch.

Coverage Performance Analyzer

Available June 15, 2026.

Analyzes articles for narrative strength, message pull-through and visibility, then writes a performance report.

Features: Coverage analysis.

Source: OnePitch PR AI Hub.

Article Analysis

Available June 15, 2026.

Breaks down a news article's angle, tone and audience to spot PR hooks.

Features: Coverage analysis.

Source: OnePitch PR AI Hub.

Truescope AI launches Assistant and Analyst

Announced June 17, 2026.

Assistant answers natural-language questions over coverage, explains spikes and writes report sections and digests; Analyst runs multi-agent analysis with 70+ templates and cited sources.

Features: AI agents, Chat assistant, Coverage analysis, Reporting and measurement.

Source: Truescope product updates.

Adds sentiment, AI summary and search filter for social comments

Announced Oct. 13, 2026.

Comments on social posts now show net sentiment, an AI summary and a new search filter, for services with comment ingestion.

Features: Coverage analysis, Media monitoring.

Source: Truescope product updates.

Herald, an AI assistant that answers questions about your coverage

Announced June 18, 2026.

Herald lets communications teams ask plain-language questions about their brand, competitors, coverage, risk and AI perception and get sourced briefings. A 'Herald Thinking' mode handles deeper multi-period and risk analysis.

Features: Chat assistant, Coverage analysis.

Source: Handraise blog.

Executive Reporting via Digest

Available June 23, 2026.

Agents write presentation-ready executive briefs from the social data Pendulum has collected, replacing manual clip reports; the product page calls them Reporting Agents.

Features: Coverage analysis, Reporting and measurement, AI agents.

Source: Pendulum newsroom.

Launches the Actions Agent for response plans

Announced Sept. 8, 2026.

Users describe a situation in plain language and upload their playbook; the agent checks mention data and returns a brief with root causes, similar past incidents, recommended responses and draft holding statements.

Features: AI agents, Coverage analysis.

Source: Pendulum blog.

Launches Insights, a chat over your Signals data

Announced July 7, 2026.

Users ask plain-English questions about their coverage, competitors or sentiment and get charts, dashboards, tables or written reports; it is also reachable from Claude Desktop and Cursor over MCP.

Features: Chat assistant, Coverage analysis, Reporting and measurement.

Source: Perigon changelog.

Premium intelligence reports in the daily brief

Available July 10, 2026.

Premium members get a contextual intelligence report inside their daily brief.

Features: Coverage analysis.

Source: NewsBox What's New.

Media Monitoring: brand, people and competitor mentions with sentiment classification

Available Aug. 12, 2026.

Tracks new mentions in news, blogs, podcasts and YouTube, classifies each as positive, neutral or negative, and delivers on a schedule.

Features: Media monitoring, Coverage analysis.

Source: Featured (About page, History).

Sentiment score alongside visibility

Available Aug. 17, 2026.

Brand Rankings and the Dashboard show a sentiment score for how AI describes each brand, with a trend and API fields.

Features: AI-answer tracking, Coverage analysis.

Source: Surfacd (changelog).

Adds Agentic Event Reporting to IR Hub

Available Sept. 2, 2026.

AI produces post-event summaries, themes, Q&A analysis and media and retail-investor signals. Previewed at NIRI on 2026-06-08 (release notified-unveils-agentic-event-reporting-at-n); available 2026-09-02.

Features: AI agents, Coverage analysis.

Source: Notified newsroom.

Upgrades Insights Copilot agent with multi-step, cross-competitor analysis

Announced Sept. 23, 2026.

The new Insights Copilot answers one question across a whole competitive set, plans multi-step analysis, sets filters from plain language and writes shareable reports.

Features: AI agents, Chat assistant, Coverage analysis, Reporting and measurement.

Source: YouScan blog (News & Updates).