AI-answer tracking: which PR tools have it? 36 tools, dated

Evertune launch

Available April 2024.

Evertune's own site: 'We launched Evertune in April 2024'; its product is AI visibility. The January 2026 row was an add-on (Partner Connect).

Features: AI-answer tracking.

Source: vendor site.

Starter: self-serve no-contract plan with an agent that builds ChatGPT ad campaigns

Announced Oct. 20, 2026.

Evertune launched Starter, a self-serve plan with credit-card signup and no contract. Users run an AI visibility report and an agent writes ChatGPT ad targeting, context hints and copy for the topics where AI leaves the brand out, then launches and optimizes the campaign.

Features: AI-answer tracking, AI agents.

Source: Evertune blog.

Shopping Intelligence

Available Jan. 14, 2026.

Tracks how AI models recommend products in ChatGPT and gives brands visibility and pricing metrics.

Features: AI-answer tracking.

Source: Evertune.

Otterly.ai (first Product Hunt launch)

Available April 30, 2024.

Monitor brand mentions in AI search answers (GPT, Gemini, Bing Copilot) for prompts you set.

Features: AI-answer tracking.

Source: Hunted.Space (Product Hunt launch, Otterly.ai, 2024-04-30).

Brand Profiling: attributes and objections AI search attaches to a brand

Available Oct. 21, 2026.

A new Brand Profiling tab in each OtterlyAI brand report shows the attributes and objections AI search engines attach to a brand, scores them, compares them with competitors, and links each insight to the pages AI cited. It covers ChatGPT, Google AI Overviews, AI Mode, Gemini, Perplexity and Copilot.

Features: AI-answer tracking, AI-cited sources.

Source: OtterlyAI blog.

In PR software this week: Oct. 20 to 25, 2026.

Agent Analytics

Available Aug. 4, 2026.

Shows every AI agent and crawler visiting a website and which pages ChatGPT, Claude, Perplexity, Google, and other bots reach, via server-log integrations.

Features: AI-answer tracking.

Source: OtterlyAI Changelog.

Citations Report: Winners & Losers, Starring & Citation Details View

Available July 23, 2026.

Adds a Winners & Losers view of citation movements, starred/bookmarked URLs, and a Citation Details View of prompts and AI engines citing a URL.

Features: AI-cited sources, AI-answer tracking.

Source: OtterlyAI Blog.

Query Fan-Out

Available June 25, 2026.

Enter a prompt and see the range of related, implicit, and comparative queries AI search engines may generate from it; add any as tracked prompts.

Features: AI-answer tracking.

Source: OtterlyAI Changelog.

ChatGPT Ads & Shopping Cards Tracking

Available June 23, 2026.

Tracks how often ChatGPT AI responses include sponsored Ad placements or Shopping Card product listings, and which brands appear in them.

Features: AI-answer tracking.

Source: OtterlyAI Changelog.

Claude Engine (Early Access)

Available June 18, 2026. In beta.

Adds Claude as a dedicated AI search engine to track brand visibility, citations, and competitor presence, in early access to first 50 customers.

Features: AI-answer tracking.

Source: OtterlyAI Changelog.

Brand Sentiment

Available March 20, 2026.

Quantifies how positively or negatively AI search engines describe a brand (Net Sentiment Score) and benchmarks it against competitors.

Features: AI-answer tracking.

Source: OtterlyAI changelog.

Updated Brand Reports

Available Oct. 6, 2025.

Brand Reports now show key metrics at a glance and compare the brand with competitors in AI search.

Features: Reporting and measurement, AI-answer tracking.

Source: OtterlyAI blog (Better brand reporting).

Google AI Mode, Gemini & Copilot tracking

Available Aug. 4, 2025.

Adds tracking of brand visibility and citations on Google AI Mode, Gemini and Microsoft Copilot beside ChatGPT, Perplexity and AI Overviews.

Features: AI-answer tracking.

Source: Otterly.ai blog.

OtterlyAI 2.0

Available June 24, 2025.

A rebuilt platform with AI keyword (prompt) research, new Brand Reports and tags for tracking AI search visibility.

Features: AI-answer tracking, Reporting and measurement.

Sources: OtterlyAI blog (Introducing OtterlyAI 2.0), OtterlyAI webinar page (Luma).

Country monitoring for AI search

Available Feb. 3, 2025.

Otterly added country-level monitoring of Google AI Overviews, ChatGPT and Perplexity.

Features: AI-answer tracking.

Source: OtterlyAI blog (country monitoring).

Link and citation monitoring in AI search

Available Dec. 18, 2024.

Otterly analyzed the links in ChatGPT, Perplexity and AI Overviews answers, so users see which pages the models cite.

Features: AI-answer tracking, AI-cited sources.

Source: Hunted.Space (Product Hunt launch 2, Otterly.AI, 2024-12-18; maker comment).

Profound AI-search tracking platform (public launch)

Available Aug. 13, 2024.

Dashboard tracking how brands show up in AI answers for common queries, with demographic cuts.

Features: AI-answer tracking.

Source: TechCrunch (Move over SEO, Profound ...).

AEO Keywords

Available Sept. 18, 2026.

Shows which keywords a given page is winning AI citations for, alongside prompt volume, share, rank and difficulty.

Features: AI-answer tracking.

Source: Profound (changelog).

FactCheck

Available July 14, 2026.

Continuously evaluates factual claims made about a brand by AI answer engines against a verified knowledge base and flags inaccuracies.

Features: AI-answer tracking.

Source: Profound (GlobeNewswire press release).

Support for GPT-5.6

Announced July 9, 2026.

Adds tracking support for OpenAI's GPT-5.6 model family.

Features: AI-answer tracking.

Source: Profound (blog).

Support for Grok 4.5

Announced July 8, 2026.

Adds tracking support for xAI's Grok 4.5 model.

Features: AI-answer tracking.

Source: Profound (blog).

Aim

Available July 2, 2026.

Always-on AI marketing agent that continuously monitors visibility/sentiment/accuracy signals and turns opportunities into executable Projects. It proposes and drafts work; a human reviews and approves before anything publishes.

Features: AI agents, AI-answer tracking, AI-answer optimization.

Source: Profound (GlobeNewswire press release).

Prompt Research Reports

Available June 25, 2026.

Runs over 1.5 billion real user prompts through a proprietary ranking and clustering model to guide prompt selection.

Features: AI-answer tracking.

Source: Profound (blog).

Sentiment (rebuilt)

Available June 3, 2026.

Rebuilt sentiment-analysis product explaining what is driving sentiment shifts in AI answers, not just whether they moved.

Features: AI-answer tracking.

Source: Profound (blog).

Brand Relevant Prompts

Available Jan. 6, 2026.

Shows exactly which prompts answer engines cite a brand and its competitors on.

Features: AI-answer tracking.

Source: Profound (blog).

GPT-5.2 tracking

Announced Dec. 14, 2025.

Same-day tracking of ChatGPT responses on the newly released GPT-5.2 model across the whole product suite.

Features: AI-answer tracking.

Source: Profound (blog).

Shopping Analysis

Available Nov. 13, 2025.

Reveals how products are discovered and recommended inside AI shopping conversations.

Features: AI-answer tracking.

Source: Profound (blog).

Profound Index

Available Nov. 5, 2025.

Leaderboard ranking brands by how often they appear in answers from leading AI models.

Features: AI-answer tracking.

Source: Profound (blog).

Query Fanouts

Available Oct. 8, 2025.

Shows the underlying search queries answer engines run before writing a response, to reveal AI optimization blind spots.

Features: AI-answer tracking.

Source: Profound (blog).

Personas

Available Sept. 25, 2025.

Segments AI answer-engine visibility by audience role, industry or motivation.

Features: AI-answer tracking.

Source: Profound (blog).

Keyword Hierarchies

Announced Aug. 29, 2025.

Visualizes how AI conversations branch into deeper user intent, built on hundreds of millions of tracked keywords.

Features: AI-answer tracking.

Source: Profound (blog).

Support for Claude

Announced Aug. 20, 2025.

Adds tracking of brand visibility inside Claude.

Features: AI-answer tracking.

Source: Profound (blog).

Day-0 tracking support for GPT-5

Announced Aug. 7, 2025.

Same-day tracking support for brand visibility inside newly launched GPT-5.

Features: AI-answer tracking.

Source: Profound (blog).

Support for DeepSeek

Announced July 19, 2025.

Adds tracking of brand visibility inside DeepSeek.

Features: AI-answer tracking.

Source: Profound (blog).

Support for Meta AI

Announced July 18, 2025.

Adds tracking of brand visibility inside Meta AI.

Features: AI-answer tracking.

Source: Profound (blog).

Data-driven prompt recommendation engine

Announced July 15, 2025.

Recommends which prompts to track based on millions of real user conversations with LLMs.

Features: AI-answer tracking.

Source: Profound (blog).

Support for Grok

Announced July 7, 2025.

Adds tracking of brand visibility inside xAI's Grok.

Features: AI-answer tracking.

Source: Profound (blog).

Support for Google AI Mode

Announced June 15, 2025.

Adds tracking of brand visibility inside Google AI Mode.

Features: AI-answer tracking.

Source: Profound (blog).

Support for ChatGPT Shopping

Announced April 29, 2025.

Adds tracking of brand/product visibility inside ChatGPT Shopping results.

Features: AI-answer tracking.

Source: Profound (blog).

Agent Analytics

Announced Feb. 5, 2025.

Platform to track exactly how AI crawlers and answer engines interact with a site.

Features: AI-answer tracking.

Source: Profound (blog).

Support for Google AI Overviews

Announced Dec. 19, 2024.

Adds tracking/analysis of brand visibility inside Google AI Overviews.

Features: AI-answer tracking.

Source: Profound (blog).

Prompt Volumes

Announced Dec. 16, 2024.

Real-time search-volume insights showing how often topics are discussed inside AI answer engines like ChatGPT, Perplexity and Copilot.

Features: AI-answer tracking.

Source: Profound (blog).

Scrunch AI platform

Available Nov. 14, 2024.

Launched a platform for scalable monitoring of brand topics, competitors and customer journeys across AI platforms.

Features: AI-answer tracking, AI-answer optimization.

Sources: Scrunch (vendor blog), Scrunch (blog: Announcing Scrunch AI).

Scrunch in SitecoreAI

Available Oct. 1, 2026.

Scrunch's AI observability and optimization features built into SitecoreAI, with staged content drafts and approval.

Features: AI-answer tracking, AI-answer optimization.

Source: Scrunch blog.

Keyword Volume Estimator

Available July 28, 2026. In beta.

Estimates weekly volume, demand and commercial-intent scores for how often US users ask AI assistants about a keyword.

Features: AI-answer tracking.

Source: Scrunch blog.

Signals

Announced July 8, 2026.

Continuously monitors how AI agents represent a brand in generated answers and flags meaningful changes.

Features: AI-answer tracking.

Source: Scrunch (vendor blog).

Explorer

Announced July 8, 2026. In beta.

Self-serve analytics surface built on live AI search data, including natural-language querying.

Features: AI-answer tracking, Chat assistant.

Source: Scrunch (vendor blog).

Sentiment Trends

Available April 2, 2026.

Shows how brand sentiment in AI search changes over time, by topic and persona, versus peers.

Features: AI-answer tracking.

Source: Scrunch blog.

Topic Prompt Optimizations

Available March 31, 2026.

Identifies which tracked prompts add unique value so teams can track fewer prompts without losing AI search coverage.

Features: AI-answer tracking.

Source: Scrunch blog.

Shopping

Available March 25, 2026.

Tracks how products appear in AI shopping results across ChatGPT and Copilot, with competitor and retailer views.

Features: AI-answer tracking.

Source: Scrunch blog.

Copilot monitoring

Available Dec. 19, 2025.

Adds Microsoft Copilot (the chatbot) as a monitored AI platform.

Features: AI-answer tracking.

Source: Scrunch blog.

Suggested Competitors

Available Dec. 10, 2025.

Auto-detects brands that LLMs mention in place of the customer, for the watchlist.

Features: AI-answer tracking.

Source: Scrunch blog.

AI Search Trends

Available Nov. 12, 2025.

Shows what people ask LLMs and how a brand appears, as a proxy for AI search demand.

Features: AI-answer tracking.

Source: Scrunch blog.

On-demand AI response refresh

Announced July 31, 2025.

Lets users trigger instant collection of new AI responses instead of waiting on a scheduled refresh.

Features: AI-answer tracking.

Source: Scrunch (vendor blog).

Google AI Mode monitoring

Announced July 17, 2025.

Tracks a brand's presence, position and sentiment within Google's AI Mode search results.

Features: AI-answer tracking.

Source: Scrunch blog.

Google Gemini monitoring

Announced July 17, 2025.

Tracks how a brand is featured across owned, third-party and competitive sites within Gemini responses.

Features: AI-answer tracking, AI-cited sources.

Source: Scrunch blog.

ChatGPT Shopping tracking enhancements

Announced July 17, 2025.

Enhancements to ChatGPT Shopping visibility tracking, capturing featured product images, reviews, buying options and pricing.

Features: AI-answer tracking.

Source: Scrunch blog.

AI Bot Traffic Monitoring

Available July 2, 2025.

Tracks visits from AI bots, agents and crawlers to a site, starting with Cloudflare sites.

Features: AI-answer tracking.

Source: Scrunch blog.

Generate Prompts with AI

Available June 2, 2025.

AI generates realistic tracking prompts from personas and topics, with custom instructions, for review before saving.

Features: AI-answer tracking.

Source: Scrunch blog.

Keyword-to-AI-Prompt Conversion

Announced May 15, 2025.

Agency Partner Program tool that converts SEO keywords into AI prompts to track brand visibility across AI platforms.

Features: AI-answer tracking.

Source: Scrunch (vendor blog).

Google AI Overviews and Claude coverage

Available May 1, 2025.

Adds monitoring of Google AI Overviews and Claude answers for tracked prompts.

Features: AI-answer tracking.

Source: Scrunch blog.

AI Traffic tab and Google Analytics integration

Available April 2, 2025.

Shows real AI referral traffic from AI platforms landing on the site, via a GA4 connection.

Features: AI-answer tracking.

Source: Scrunch blog.

Scrunch AI launches out of beta

Available March 4, 2025.

General availability of the platform: Monitor (with competitive positioning and sentiment analysis), Knowledge Hub, Insights and Journey Mapping.

Features: AI-answer tracking.

Source: Scrunch (blog: Scrunch AI launches out of beta).

Early Access Program (Beta)

Available January 2025. In beta.

Rankscale's Early Access Program (Beta) launches, ahead of formal company registration.

Features: AI-answer tracking.

Source: Rankscale: Facts & Entity Definition.

Local Results

Available Oct. 1, 2026.

Tracks how often AI assistants recommend a brand's map listings.

Features: AI-answer tracking.

Source: Rankscale changelog.

Meta Muse Spark engine

Available Sept. 27, 2026.

Tracks how Meta's Muse Spark model mentions and cites a brand.

Features: AI-answer tracking.

Source: Rankscale changelog.

Query Fanout Insights

Available Sept. 3, 2026.

Dedicated Brand Details section ranking the internal searches AI engines run for tracked prompts, with activity-over-time and CSV/Sheets export.

Features: AI-answer tracking.

Source: Rankscale Changelog.

Track sponsored ads in AI shopping answers

Available June 17, 2026.

Tracks sponsored ad placements ChatGPT, Google AI Mode, and Google AI Overview show for tracked queries, with an advertiser leaderboard and ad share of voice.

Features: AI-answer tracking.

Source: Rankscale Changelog.

Traffic intelligence for the AI era

Available May 20, 2026.

Shows which AI engines send visitors to a site, surfaces funnel/FAQ gaps and decaying content, and gives prioritized SEO opportunities.

Features: AI-answer tracking.

Source: Rankscale Changelog.

Shopping analysis: your AI share of shelf

Available March 19, 2026.

Tracks how products show up in AI shopping results, prices, and merchants across ChatGPT and Google AI Mode.

Features: AI-answer tracking.

Source: Rankscale Changelog.

GEO analytics skill for OpenClaw (rs-geo-analytics)

Available March 18, 2026.

Skill that lets an OpenClaw agent run Rankscale AI search visibility analytics from the terminal.

Features: MCP servers and connectors, AI-answer tracking, Agent skill.

In the skills library.

Source: Rankscale blog.

Live Google AI Overview snapshots & search query fan-out

Available March 11, 2026.

Google AI Overview results now come from live rendered snapshots with a full Web View and search query fan-out; adds xAI Grok tracking.

Features: AI-answer tracking.

Source: Rankscale Changelog.

Grok tracking

Available March 11, 2026.

Tracks how xAI Grok mentions and cites a brand.

Features: AI-answer tracking.

Source: Rankscale changelog.

Rankscale 2.0: Sources Box Analysis

Available October 2025.

Shows which sources and domains AI engines cite in answers (Sources Box Analysis and Query Fan Out).

Features: AI-answer tracking, AI-cited sources.

Source: Rankscale (Facts page).

Official product launch of Rankscale (AI visibility tracking)

Available July 2025.

Rankscale left its January 2025 early-access beta and launched the paid product.

Features: AI-answer tracking.

Source: Rankscale (Facts page, corporate timeline).

Public Launch

Available February 2025.

Peec AI publicly launched its AI search analytics platform for tracking brand visibility across ChatGPT, Perplexity and other AI engines.

Features: AI-answer tracking, AI-cited sources.

Source: Peec AI.

AI referrals

Available Sept. 11, 2026.

Tracks sessions, engagement, conversions and revenue that AI assistants (ChatGPT, Claude, Gemini, Perplexity, Copilot) send to a website via GA4.

Features: AI-answer tracking.

Source: Peec AI (blog).

My website

Available Sept. 11, 2026.

Page-level view combining server-log crawl data, Peec prompt/citation tracking and GA4 traffic to show how AI search interacts with each page.

Features: AI-answer tracking, AI-cited sources.

Source: Peec AI (blog).

Ads Page

Announced Aug. 3, 2026.

Shows sponsored ads Peec captured inside ChatGPT answers on tracked prompts: advertiser, promoted pages, and frequency.

Features: AI-answer tracking.

Source: Peec AI (changelog).

Brand Perception

Available Aug. 3, 2026.

Shows what attributes AI models associate with a brand (association score) and how it ranks vs competitors (prominence score), plus objections.

Features: AI-answer tracking.

Source: Peec AI (changelog).

Query Fanouts

Available July 6, 2026.

Shows the internal web-search queries an AI engine runs before writing its answer, filterable by type and topic.

Features: AI-answer tracking.

Source: Peec AI (changelog).

AI Shopping Analytics

Available June 17, 2026.

SKU-level tracking of which products AI shopping (ChatGPT) recommends, at what price, win rate and position vs competitors.

Features: AI-answer tracking.

Source: Peec AI (changelog).

Share of Voice

Available March 9, 2026.

Peec added a share-of-voice score that counts every brand mention per answer.

Features: AI-answer tracking.

Source: Peec AI changelog.

Athena GEO platform

Available Feb. 13, 2025.

Launched publicly via Launch YC: a monitoring solution and action center where copilot Athena generates first drafts of actions to optimize brand visibility in AI chat answers.

Features: AI-answer tracking, AI-answer optimization.

Source: Y Combinator Launch YC page.

ChatGPT Ads Reporting

Announced Aug. 19, 2026.

Adds a reporting layer for paid placements inside ChatGPT, tracking ad appearances and searchable creatives.

Features: AI-answer tracking.

Source: AthenaHQ (vendor blog).

Query Volume Estimation Model (QVEM)

Announced Jan. 10, 2026.

Proprietary ML model predicts AI-search prompt volume across platforms like ChatGPT, Perplexity and Claude.

Features: AI-answer tracking.

Source: AthenaHQ (vendor).

Launch YC: AthenaHQ

Available Feb. 13, 2025.

AthenaHQ launched publicly via Launch YC as 'Get Your Brand Discovered on ChatGPT,' part of YC's Winter 2025 batch.

Features: AI-answer tracking, AI-answer optimization.

Source: Y Combinator Launch YC page.

Brand Radar

Available March 2025.

New report tracking brand mentions across LLM-generated AI search answers.

Features: AI-answer tracking, AI-cited sources.

Source: Ahrefs blog.

AI adjusted volume (Brand Radar)

Available Sept. 29, 2026.

AI visibility reports use a per-platform volume: parent keyword Google volume times the platform's estimated usage ratio.

Features: AI-answer tracking.

Source: Ahrefs blog.

AI appearances in Top Pages

Available Sept. 29, 2026.

Top Pages report shows how many AI responses each page appears in across AI platforms; needs a Brand Radar subscription.

Features: AI-answer tracking, AI-cited sources.

Source: Ahrefs blog.

Prompt-Based AI Overviews and AI Mode Indexes

Available May 2026.

Brand Radar tracks how AI responds to full, long-form questions via new indexes for Google AI Overviews and AI Mode.

Features: AI-answer tracking.

Source: Ahrefs blog.

Generate custom prompts with AI (Brand Radar)

Available April 23, 2026.

Brand Radar generates tracking prompts from a chosen location and focus areas for the user to review and refine.

Features: AI-answer tracking.

Source: Ahrefs blog.

Fanout queries in Brand Radar AI responses

Available April 23, 2026.

AI responses now show the additional searches models generate behind the scenes.

Features: AI-answer tracking.

Source: Ahrefs blog.

Grok added to Brand Radar

Announced April 2026.

Ahrefs adds Grok as a trackable AI surface in Brand Radar for both Ahrefs and custom prompts, plus a "found but not cited" citation-gap report.

Features: AI-answer tracking, AI-cited sources.

Source: Ahrefs blog, April 2026 new-features post.

Custom AI Prompt Tracking

Available Jan. 20, 2026.

Lets teams track specific custom prompts (beyond Brand Radar's native index) to gauge brand visibility in AI answers.

Features: AI-answer tracking.

Source: Business Wire (via Yahoo Finance).

Brand Radar Entities

Available September 2025.

Groups multiple brand-name variations (typos, alternate phrasings) into one tracked entity for AI-mention monitoring.

Features: AI-answer tracking.

Source: Ahrefs blog.

Brand Radar Topics Report

Available September 2025.

Groups Brand Radar AI-visibility queries by parent topic to surface new brand-visibility angles.

Features: AI-answer tracking.

Source: Ahrefs blog.

Brand Radar API Endpoint

Available September 2025.

API access to Brand Radar's AI response data with the same columns/filters as the in-app product.

Features: AI-answer tracking.

Source: Ahrefs blog.

Gemini and Microsoft Copilot indexes in Brand Radar

Available Aug. 7, 2025.

Two new AI search indexes: Copilot (12M prompts) and Gemini (links from AI Overviews and AI Mode).

Features: AI-answer tracking.

Source: Ahrefs blog.

Brand Radar 2.0 (Cited Domains and Cited Pages)

Available August 2025.

Tracks brand visibility across AI chatbots with new reports showing which domains/pages get cited as sources.

Features: AI-answer tracking, AI-cited sources.

Source: Ahrefs blog.

Google AI Mode tracking

Available August 2025.

Brand Radar tracks brand visibility within Google's AI Mode chatbot search experience.

Features: AI-answer tracking.

Source: Ahrefs blog.

Brand Radar exits beta; ChatGPT and Perplexity mention indexes

Announced June 2025.

Brand Radar exits beta; ChatGPT, Perplexity and AI Overviews mention-tracking indexes all become $99/mo paid add-ons.

Features: AI-answer tracking.

Source: Ahrefs blog, June 2025 new-features post.

AirOps 2.0: prompt-level AEO benchmarking

Available March 28, 2025.

AirOps 2.0 says it benchmarks where AI answers name competitors but not the brand, its first stated AI-answer measurement.

Features: AI-answer tracking.

Source: AirOps blog (Introducing AirOps 2.0).

Muse Spark answer tracking, dashboard notes, CSV imports in Campaigns

Available Oct. 26, 2026.

AirOps Insights now tracks how brands appear in Muse Spark answers, and custom dashboards take text blocks beside charts that carry into PDF exports. Campaigns accept CSV imports of page lists and briefs for review before work moves into Action.

Features: AI-answer tracking, Reporting and measurement.

Source: AirOps changelog.

Citation trends in AirOps MCP and platform grouping in Ad Library

Available Oct. 19, 2026.

AirOps added citation trends and weekly history to its MCP, so a connected assistant can report which pages are losing citations, and grouped its Ad Library by platform to compare ads across ChatGPT and Google AI Mode. The same release adds deeper Query Fanout insights.

Features: AI-cited sources, AI-answer tracking, MCP servers and connectors.

Source: AirOps changelog.

In PR software this week: Oct. 20 to 25, 2026.

Google AI Mode ads in the Ad Library

Available Oct. 12, 2026.

Ad Library adds ads seen in Google AI Mode answers beside the ChatGPT ads AirOps already shows.

Features: AI-answer tracking.

Source: AirOps product changelog.

In PR software this week: Oct. 5 to 19, 2026.

Agent Analytics data in AirOps MCP and API

Available Oct. 5, 2026.

AI crawl activity (AI agent visits, training crawls, web-search crawls) can be read in a connected assistant through AirOps MCP and built into custom reports through the API.

Features: AI-answer tracking, MCP servers and connectors, MCP server.

Source: AirOps product changelog.

AI Ads in AirOps

Available Sept. 24, 2026.

AirOps introduced AI Ads: monitoring, an ads library, and ad creation/actions for ChatGPT Ads as a third pillar of AI search visibility.

Features: AI-answer tracking, AI-answer optimization.

Source: AirOps blog.

Prompt Discovery

Available April 30, 2026.

Builds and maintains a map of what people ask AI about a brand, category and competitors from four intent sources.

Features: AI-answer tracking.

Source: AirOps blog.

Content Publish Tracking

Available April 9, 2026.

Each page published or updated through AirOps is logged as an event and overlaid on the Insights charts.

Features: Reporting and measurement, AI-answer tracking.

Source: AirOps blog (Content Publish Tracking).

Prompt Mining

Available March 25, 2026.

Adds prompts to AI search tracking from Gong, Zendesk and Intercom conversations through MCP, using Claude or ChatGPT.

Features: AI-answer tracking, MCP servers and connectors.

Source: AirOps blog.

Sentiment Tracking

Available March 19, 2026.

Insights surfaces positive and negative themes in AI search responses about a brand and the pages that shape them.

Features: AI-answer tracking.

Source: AirOps blog.

Query Fan-outs

Available March 19, 2026.

Shows the exact searches AI runs behind the scenes when it gathers information for its answers.

Features: AI-answer tracking.

Source: AirOps blog.

Page360

Available Jan. 27, 2026.

Unified data layer combining AI search citations/mentions, Google Search Console, GA4 analytics, and content-freshness signals in one dashboard.

Features: AI-answer tracking, Reporting and measurement.

Source: AirOps blog.

Citations Matrix

Available Jan. 8, 2026.

Analytics matrix showing how often a brand is cited by each AI platform, by topic, domain category or competitor.

Features: AI-answer tracking.

Source: AirOps blog.

AirOps Insights

Available Nov. 17, 2025.

Monitors AI search performance across multiple AI providers, segmented by platform, region, persona, and funnel stage.

Features: AI-answer tracking.

Source: AirOps blog.

Emerged From Stealth

Available April 16, 2025.

Brandlight emerged from stealth as an AI Engine Optimization platform to monitor brand visibility in AI search.

Features: AI-answer tracking, AI-cited sources, AI-answer optimization.

Source: Calcalistech (Ctech).

AI Ads: ad campaigns on ChatGPT and Google AI Overviews, early customers only

Announced Oct. 29, 2026. On a waitlist.

Brandlight's AI Ads helps brands create, launch and optimize ad campaigns across AI engines, including ChatGPT and Google AI Overviews, using its AI-visibility data. It is with a select group of early customers, and other teams can join a waitlist.

Features: AI-answer tracking, Reporting and measurement.

Source: GlobeNewswire (read via GlobeNewswire RSS item; release body blocked).

AI Ads

Announced Feb. 11, 2026. In beta.

Announced with the Series A; AI Ads (tracks ad share, category visibility and competitor spend in AI answers) is in enterprise beta by application, not generally available.

Features: AI-answer tracking.

Source: Brandlight (company blog).

AI Commerce (Agentic Commerce)

Announced Feb. 11, 2026.

Announced expansion into AI Commerce with the Series A; an Agentic Commerce module (Shopping Visibility Optimization, Trigger Keyword Targeting, Product & Retailer Intelligence) is now listed on the site, with no separate general-availability date confirmed.

Features: AI-answer tracking, AI-answer optimization.

Source: Brandlight (company blog).

Brandlight platform launch: track and optimize AI-driven presence

Available April 21, 2025.

Brandlight came out of stealth with a system to measure and shape how brands appear in AI-generated answers.

Features: AI-answer tracking, AI-answer optimization.

Source: New-TechEurope (21 April 2025).

Perplexity-User Bot Check

Available July 3, 2025.

AI Search Console adds detection for the Perplexity-User AI crawler bot.

Features: AI-answer tracking.

Source: Knowatoa Updates.

MCP historical analysis and period-over-period reporting

Available Oct. 19, 2026.

Every analytical MCP method accepts date ranges and returns the current period, the previous period and the change, for mention rate, sentiment, citations and competitors.

Features: MCP servers and connectors, AI-answer tracking, MCP server.

Source: Knowatoa updates.

Sentiment response counts and negative-mention diagnostics

Available Oct. 19, 2026.

Sentiment exports show the response count behind each percentage, and a negative_mentions endpoint lists every AI answer that describes a client negatively, with the question, AI service and relevant sentences.

Features: AI-answer tracking.

Source: Knowatoa updates.

In PR software this week: Oct. 5 to 19, 2026.

What's Chrome Saying?

Available Jan. 12, 2026.

Tool using Chrome's built-in Gemini Nano model to show what AI knows about a website's products, customers, and competitors.

Features: AI-answer tracking.

Source: Knowatoa Updates.

Guided Configuration

Available Nov. 7, 2025.

Site setup now auto-generates candidate competitors and tracked questions via AI for faster configuration.

Features: AI-answer tracking.

Source: Knowatoa Updates.

Research Hub

Available Nov. 4, 2025.

AI-powered discovery of new questions to track, sourced from recent AI conversations.

Features: AI-answer tracking.

Sources: Knowatoa Updates, Knowatoa Updates.

Locale Support

Available Aug. 19, 2025.

Track AI search visibility across multiple languages and regions.

Features: AI-answer tracking.

Source: Knowatoa (product updates).

AI Overviews

Available July 7, 2025.

Adds a new tracked results series for Google's AI Overviews of the site.

Features: AI-answer tracking.

Source: Knowatoa Updates.

AI Overviews Series & Citations Reporting

Available July 7, 2025.

Knowatoa shipped an 'AI Overviews Series' to track Google's AI Overviews, plus Citations Reporting to view the sites that influence rankings.

Features: AI-answer tracking, AI-cited sources.

Source: Knowatoa Updates (changelog).

GenAI Lens

Available July 29, 2025.

Monitors how brands, competitors and industries appear in ChatGPT, Claude, Gemini, Perplexity, Grok and DeepSeek answers, with cited sources.

Features: AI-answer tracking, AI-cited sources.

Source: Meltwater press release.

Adds Top Influencers and Prompt Volumes to GenAI Lens

Announced Oct. 27, 2026.

GenAI Lens shows what people ask AI tools about a brand, and which creators and publishers influence the answers.

Features: AI-answer tracking, AI-cited sources.

Source: Meltwater press release.

Adds the GenAI Lens Accuracy Checker for claims in AI answers

Announced Oct. 27, 2026.

GenAI Lens flags wrong, outdated or contradictory claims about a brand in AI answers, so teams can correct them.

Features: AI-answer tracking.

Source: Meltwater press release.

Adds AI Brand Visibility dashboard template and 13 GenAI Lens widgets to Analyze

Announced October 2026.

A ready-made Analyze dashboard tracks brand and competitor visibility, mentions, sentiment and cited sources across AI models. Thirteen GenAI Lens widgets can be added to any dashboard.

Features: AI-answer tracking, AI-cited sources, Reporting and measurement.

Source: Meltwater product updates (page 1).

Adds Mention Rate change alerts in GenAI Lens

Announced September 2026.

Users get an alert when a tracked brand's Mention Rate rank in AI-generated answers changes meaningfully.

Features: AI-answer tracking.

Source: Meltwater product updates (page 1).

Adds Branded Web Reports in GenAI Lens

Announced September 2026.

An eight-tab report covers branded and unbranded prompts, narratives, models, the brand website, cited sources and URLs, and recommendations tied to visibility gaps.

Features: AI-answer tracking, AI-cited sources, Reporting and measurement.

Source: Meltwater product updates (page 1).

Adds Mistral to GenAI Lens AI monitoring

Announced August 2026.

GenAI Lens can track brand visibility, mentions, sentiment and prominence in Mistral, as a separately priced add-on, bringing coverage to 11 AI sources.

Features: AI-answer tracking.

Source: Meltwater product updates (page 2).

Adds Visibility Rank Change Alerts in GenAI Lens

Announced August 2026.

Email, Slack or in-app alerts fire when a tracked brand moves up or down in AI answer rankings after a data refresh.

Features: AI-answer tracking.

Source: Meltwater product updates (page 3).

Adds an AI Visibility (GenAI Lens) API

Announced July 1, 2026.

The v4 API returns GenAI Lens prompts, prompt folders, aggregate metrics, date histograms and top terms, so AI-answer visibility can feed BI tools and reports.

Features: AI-answer tracking.

Source: Meltwater developer changelog.

Connects GenAI Lens to Google Analytics

Announced July 2026.

Users compare AI visibility with LLM-referred sessions, transactions, revenue and conversion rates from GA4.

Features: AI-answer tracking, Reporting and measurement.

Source: Meltwater product updates (page 3).

Adds Microsoft Copilot to GenAI Lens monitoring

Announced July 2026.

GenAI Lens tracks brand visibility, sentiment and volume in Microsoft Copilot answers, with the web sources and citations behind each answer.

Features: AI-answer tracking, AI-cited sources.

Source: Meltwater product updates (page 4).

Adds prompt-level geography and labels in GenAI Lens

Announced February 2026.

Each prompt can target a country to compare AI answers by market, and labels group prompts by campaign or topic.

Features: AI-answer tracking.

Source: Meltwater product updates (page 8).

Adds chart drill-downs to AI answers in GenAI Lens

Announced February 2026.

Clicking a chart data point shows which AI models mentioned the topic and the full AI responses.

Features: AI-answer tracking.

Source: Meltwater product updates (page 9).

Adds sentiment analysis to GenAI Lens

Announced January 2026.

GenAI Lens classifies how AI-generated answers frame a brand, positive or negative.

Features: AI-answer tracking.

Source: Meltwater product updates (page 10).

Adds brand and competitor setup to GenAI Lens analysis

Announced January 2026.

Users add their own brand and competitors to GenAI Lens benchmarking even when they do not surface in top results.

Features: AI-answer tracking.

Source: Meltwater product updates (page 10).

Adds Benchmarking and scoring across AI models in GenAI Lens

Announced December 2025.

A Benchmarking view scores how a brand and key entities appear across multiple AI models.

Features: AI-answer tracking.

Source: Meltwater product updates (page 11).

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.

Generative Pulse

Available July 30, 2025.

Tracks and helps shape brand visibility and Share of Voice across AI answers from ChatGPT, Claude and Gemini.

Features: AI-answer tracking, AI-cited sources.

Sources: Yahoo Finance (syndicated GlobeNewswire release), Muck Rack blog.

Opens early access to standalone Generative Pulse

Announced Oct. 26, 2026. On a waitlist.

Generative Pulse, a Muck Rack company, opens a standalone AI-portrayal platform that needs no Muck Rack subscription; the in-app tool is renamed Muck Rack AI Visibility. Full launch is planned for early 2027.

Features: AI-answer tracking.

Source: Generative Pulse (a Muck Rack company) wire release (GlobeNewswire, via FinancialContent).

Real-World AI Search Data for GEO Monitoring

Available Sept. 10, 2026.

Grounds Generative Pulse brand-visibility prompts in actual consumer AI-search queries instead of hypothetical brand-written ones.

Features: AI-answer tracking.

Sources: Yahoo Finance (syndicated GlobeNewswire release), GlobeNewswire (Muck Rack press release).

Chatbeat

Announced July 31, 2025.

Tool that tracks how a brand appears in AI-generated answers from ChatGPT, Gemini, and Perplexity.

Features: AI-answer tracking.

Source: Brand24.

New Tab: LLM Monitoring

Available Dec. 16, 2025.

Brand24 added a dedicated LLM Monitoring tab to let users track their AI-search position directly in the panel.

Features: AI-answer tracking.

Source: Brand24 changelog.

Profound AI-citation diagnostics in Content OS / GlobeNewswire analytics

Available Sept. 18, 2025.

Measures citations and presence of a company's content in ChatGPT, Gemini and Perplexity answers.

Features: AI-answer tracking, AI-cited sources.

Source: Notified (Content OS press release, 2025-09-18).

Adds AI Citation Reporting for IR websites

Available Sept. 2, 2026.

Shows AI bot requests, pages crawled, active AI crawlers and AI traffic share on IR websites. Previewed 2026-06-08; available 2026-09-02.

Features: AI-answer tracking.

Source: Notified newsroom.

ChatGPT web search URLs tracked

Available Oct. 24, 2025.

Coverage analytics now record URLs that ChatGPT's web search surfaced.

Features: AI-cited sources, AI-answer tracking.

Source: Press Ranger (changelog).

AI Visibility reports through the Press Ranger connector in Claude, ChatGPT, Codex

Available Oct. 20, 2026.

Press Ranger's connector now runs AI Visibility checks from Claude, ChatGPT and Codex: per-platform answers with proof screenshots and cited sources, tracked-prompt editing, and Playbook recommendations. It can draft the recommended release, which stays a draft until published in the web app.

Features: MCP servers and connectors, AI-answer tracking, AI-cited sources, AI-answer optimization, Press release and content writing, MCP server.

Source: Press Ranger changelog.

In PR software this week: Oct. 20 to 25, 2026.

AI Visibility tracking for your brand

Available Sept. 29, 2026.

Tracks how AI assistants perceive and rank a brand, with white-labeled share link and PDF.

Features: AI-answer tracking.

Source: Press Ranger changelog.

AI Clippings

Available Sept. 2, 2026.

Reports capture screenshots of AI answers (ChatGPT, Gemini, Perplexity and others) that cite a release or brand.

Features: AI-answer tracking.

Source: Press Ranger changelog.

AI Visibility Metrics on Press Release Reports

Available May 13, 2026.

Gold press release reports show citation, indexing and training data from AI chatbots.

Features: AI-answer tracking, Reporting and measurement.

Source: Press Ranger changelog.

Tracks release visits from AI search engines in PR Newswire reports

Announced Nov. 11, 2025.

The Traffic sources widget shows how much release traffic comes from AI search engines.

Features: AI-answer tracking, Reporting and measurement.

Source: PR Newswire release (PR Newswire, a Cision company).

Adds AI Visibility Answers to the AI Visibility dashboard

Announced October 2026.

Users read the verbatim answers ChatGPT, Gemini, Claude, Perplexity and others gave behind each chart point, filtered by model, entity, sentiment or cited source.

Features: AI-answer tracking, AI-cited sources.

Source: CisionOne help center: Product Updates October 2026.

AI Visibility Dashboard

Available July 14, 2026.

Monitors, analyzes and benchmarks how brands appear across AI platforms (ChatGPT, Gemini, Claude, Perplexity, Grok, DeepSeek, Google AI Overview, Mistral).

Features: AI-answer tracking.

Source: PR Newswire.

PR Newswire AEO & GEO Brand Report (powered by Trajaan)

Available April 6, 2026.

PR Newswire adds a report showing how AI models mention and rank a brand, with share of voice by model.

Features: AI-answer tracking, AI-cited sources.

Source: PR Newswire.

Compass with Purposeful AI and AI as a Stakeholder

Available December 2025.

Compass unifies global survey data and behavioral signals with AI-powered diagnostics, and includes an AI as a Stakeholder diagnostic that shows how AI-driven narratives affect reputation.

Features: AI-answer tracking.

Source: RepTrak newsroom.

AI visibility tracking

Announced 2026. In beta.

AI Visibility (beta) tracks whether/how a brand appears in ChatGPT, Gemini and Claude answers, scanning twice a month.

Features: AI-answer tracking.

Source: MentionAgent.

AI visibility monitoring with GetMint

Announced Jan. 7, 2026.

Partnership to track media mentions and quotes in AI assistants and optimize releases for AI search (GEO).

Features: AI-answer tracking, AI-cited sources, AI-answer optimization.

Source: Wiztrust newsroom.

Blueprint GEO

Available July 2, 2026.

Measures the gap between how LLMs portray a brand and how it wants to be seen, then realigns media relations by sector and language.

Features: AI-answer tracking, AI-answer optimization.

Source: Wiztrust newsroom.

LLM Insights

Available Jan. 28, 2026.

LLM Insights gives visibility into how a brand and competitor brands appear across AI assistants like ChatGPT, Gemini, Claude and Perplexity.

Features: AI-answer tracking.

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

Adds citation tracking and prominence scores to LLM Insights

Announced Sept. 2, 2026.

LLM Insights adds a Citations & Sources table, Brand Perspective prompt setup, and Visibility Score and Average Position metrics for brand answers in ChatGPT, Gemini, Claude and Perplexity.

Features: AI-answer tracking, AI-cited sources.

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

AI visibility monitoring

Available Feb. 12, 2026.

Tracks how brands appear across ChatGPT, Perplexity, Gemini, Copilot, Grok, AI Mode and AI Overviews.

Features: AI-answer tracking, AI-cited sources.

Sources: MarComm News, MarComm News (Clarity Global launches Surfacd).

Reports break down what moved visibility; queries split scope from filters

Available Oct. 23, 2026.

Surfacd's visibility reports can now show how much each row's mention rate moved a brand's visibility against a comparison period. Report queries now take a scope list that decides what is counted and a separate filters list that only picks which rows come back.

Features: AI-answer tracking, Reporting and measurement.

Source: Surfacd changelog.

Branded filter for API reports

Available Oct. 19, 2026.

Visibility, sources and narratives reports can be filtered to answers to prompts that name a brand, or to generic prompts.

Features: AI-answer tracking.

Source: Surfacd changelog.

Queries report: counts the web searches AI platforms run for tracked prompts

Available Oct. 19, 2026.

Surfacd added a queries report that counts the web searches ChatGPT, Perplexity and other platforms run before answering, across every answer in the filters: searches per prompt, the most common searches, search rate by platform, and change against the previous period. It is also available through the run_report MCP tool.

Features: AI-answer tracking, Reporting and measurement, MCP servers and connectors.

Source: Surfacd changelog.

In PR software this week: Oct. 20 to 25, 2026.

Deactivate prompts and keep their history

Available Oct. 1, 2026.

A prompt can be deactivated instead of deleted, so its topic, tags and past results stay in reports; inactive prompts move to a new tab and only inactive prompts can be deleted.

Features: AI-answer tracking.

Source: Surfacd changelog.

Reputation (Reputation Intelligence)

Available Sept. 10, 2026. In beta.

Groups recurring narratives AI platforms tell about a brand into themes, scored for sentiment and tracked over time; beta.

Features: AI-answer tracking.

Source: Surfacd changelog.

Search Queries

Available Aug. 27, 2026.

Shows every web search an AI platform ran while building an answer, beside the cited sources.

Features: AI-answer tracking.

Source: Surfacd changelog.

Claude and Grok monitored through provider APIs

Available Aug. 25, 2026. In beta.

Claude is added as an early-access platform queried with web search on; Grok moves to API collection.

Features: AI-answer tracking.

Source: Surfacd (changelog).

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).

Visibility Intelligence

Available April 2, 2026.

Monitors how AI answer engines such as ChatGPT, Claude and Gemini represent a brand and which outlets they cite.

Features: AI-answer tracking, AI-cited sources.

Source: Agility PR Solutions.

Brand Identities

Available May 1, 2026.

Central brand context, filled in by hand or by AI, that audits message pull-through against what AI answer engines say.

Features: AI-answer tracking.

Source: Agility PR Solutions.

AI Visibility Tracker

Available May 7, 2026.

Tracks how ChatGPT, Claude and Gemini describe a brand using a reputation query library, with competitor benchmarking and a sentiment model.

Features: AI-answer tracking.

Source: CSRwire (3BL release).

AI View

Announced May 21, 2026.

Tracks what large language models (ChatGPT, Gemini, Claude) cite and say when answering questions about an organization.

Features: AI-answer tracking, AI-cited sources.

Sources: Vuelio blog, Vuelio product updates.

GEO Analytics

Available May 26, 2026.

Tracks and scores brand representation across five AI search engines (ChatGPT, Gemini, Grok, Claude, Perplexity), flagging shifts and influential sources.

Features: AI-answer tracking, AI-cited sources.

Source: Onclusive newsroom.

AI Visibility

Available May 26, 2026.

Runs a brand's prompts in ChatGPT, Gemini, Claude, Perplexity and Grok and tracks mentions, share of voice, sentiment and cited sources.

Features: AI-answer tracking, AI-cited sources.

Source: aclipp.

Microsoft Copilot in AI Visibility

Available Sept. 18, 2026.

Adds Microsoft Copilot to the AI assistants tracked for brand visibility.

Features: AI-answer tracking.

Source: aclipp.

Search queries in AI Visibility

Available Sept. 2, 2026.

Shows the web searches AI models run while answering tracked prompts.

Features: AI-answer tracking.

Source: aclipp.

Google AI Mode and AI Overview

Available June 9, 2026.

Adds Google AI Mode and AI Overview to the tracked AI-visibility providers.

Features: AI-answer tracking.

Source: aclipp.

Gap Score in AI Visibility

Available June 3, 2026.

Shows where competitors win in AI answers and where the brand has most room to improve.

Features: AI-answer tracking.

Source: aclipp.

Prompt Topics for AI Visibility

Available June 2, 2026.

Groups related prompts into topics to analyze AI visibility by theme.

Features: AI-answer tracking.

Source: aclipp.

Launch of AI Citations

Available May 27, 2026.

Signal AI launched AI Citations, tracking brand visibility and citation sources inside AI-generated answers from ChatGPT, Gemini and Perplexity.

Features: AI-answer tracking, AI-cited sources.

Sources: Signal AI blog, Signal AI newsroom.

Generative Engine Optimization (GEO) audits

Available June 2, 2026.

Featured offers GEO audits as one of the opportunity types it surfaces, assessing brand visibility in AI-generated answers.

Features: AI-answer tracking.

Source: PR Newswire.

GEO Audit (preview): cited publications

Available Aug. 25, 2026. In beta.

GEO Audit shows which publications ChatGPT, Claude, Perplexity and Gemini cite and ranks them as pitch targets. The preview started 2026-06-02.

Features: AI-cited sources, AI-answer tracking.

Source: Featured (press release, Featured Launches GEO Audit, 2026-08-25).

Featured releases GEO Audit

Available August 2026.

Featured released a GEO Audit feature, per its About-page timeline.

Features: AI-answer tracking.

Source: Featured: About.

AI Visibility

Available June 12, 2026.

Scans ChatGPT, Claude, Gemini, Perplexity, Exa and Grok for how they describe a brand.

Features: AI-answer tracking.

Source: RunPR blog (2026-06-12).

GEO Analytics launches in the US for AI-search brand visibility

Available Aug. 4, 2026.

Tracks how a brand appears in answers from ChatGPT, Gemini, Grok, Claude and Perplexity, and which sources shape those answers. Critical Mention sells it as AI Brand Visibility.

Features: AI-answer tracking, AI-cited sources.

Source: Onclusive newsroom (owner of Critical Mention).

build-ai-visibility-panel (newsjack)

Announced Aug. 5, 2026.

Turns a public URL and description into an evidence-bound prompt panel for tracking a brand across AI answer systems.

Features: AI-answer tracking, Agent skill.

In the skills library.

Source: GitHub.

buyer-job-intent-analysis (newsjack)

Announced Aug. 5, 2026.

Recovers buyer jobs, struggling moments, and desired progress from evidence to feed an AI-visibility prompt design.

Features: AI-answer tracking, Agent skill.

Source: GitHub.

icp-evidence-analysis (newsjack)

Announced Aug. 5, 2026.

Turns a company/market dossier into testable ICP hypotheses feeding an AI-visibility prompt panel.

Features: AI-answer tracking, Agent skill.

Source: GitHub.

prompt-proximity-architecture (newsjack)

Announced Aug. 5, 2026.

Turns approved ICPs and buyer jobs into a budget-aware prompt coverage blueprint for AI-visibility tracking.

Features: AI-answer tracking, Agent skill.

Source: GitHub.

prompt-set-qa (newsjack)

Announced Aug. 5, 2026.

Gates a generated prompt set for contamination, duplication, and evidence entailment before AI-visibility panel selection.

Features: AI-answer tracking, Agent skill.

Source: GitHub.

realistic-prompt-generation (newsjack)

Announced Aug. 5, 2026.

Generates natural, controlled prompt variants for AI-visibility tracking from a target-blind design brief.

Features: AI-answer tracking, Agent skill.

Source: GitHub.

ai-visibility-panel-design (newsjack)

Announced Aug. 5, 2026.

Selects QA-approved intent cells into a versioned AI-visibility tracking panel with weighting and refresh rules.

Features: AI-answer tracking, Agent skill.

Source: GitHub.

AI answer tracking

Available Aug. 8, 2026.

Asks Gemini, Perplexity and ChatGPT about a brand every week, detects whether the brand is mentioned and ranks the sources the engines cite.

Features: AI-answer tracking, AI-cited sources.

Source: PigPR blog.

AI Perceptions

Available Sept. 17, 2026.

GEO product for communications teams that tracks how ChatGPT, Gemini, Claude, Grok and Perplexity describe a brand, which narratives, citations and sources drive the answers, and benchmarks against competitors.

Features: AI-answer tracking, AI-cited sources.

Source: PeakMetrics.

Determ AI Visibility tracks how AI assistants describe your brand

Available Oct. 16, 2026.

Asks your chosen prompts every day on ChatGPT, Gemini, Perplexity and other models. It reports brand mentions, order, sentiment and the websites the answers cite, against competitors.

Features: AI-answer tracking, AI-cited sources.

Source: Determ blog.

Wizikey AEO Module tracks brand visibility in AI answers

Announced Oct. 26, 2026.

The module tracks how brands appear in ChatGPT, Gemini and Claude answers, with AI share of voice, rival mentions, cited sites, citation gaps and AEO reports.

Features: AI-answer tracking, AI-cited sources.

Source: Wizikey blog.