Lil Big Things research

AI visibility: what shipped when

We tracked every company we could find selling AI search visibility software and dated every feature launch from their own changelogs, launch posts and press releases. Here is when each kind of feature arrived, and what it means for the tools your team is being pitched.

63
companies with dated launches
462
dated feature launches
159
launches in the last six months
8
kinds of AI visibility features
01 · The map

Who ships what, company by company

56 companies with at least one dated first launch, across eight kinds of AI visibility feature. Each cell shows the month a company first shipped that kind of feature. Empty means we found no dated launch, not that the feature is missing.

2024 2025 2026 Not found
CompanyAI answer trackingAI crawler analyticsllms.txt and schema toolsCitation and source analysisAEO contentMCPs and connectorsAEO agentsShopping and ads in AI answers

Each cell is the month the company first shipped that kind of feature. Tap a cell to open the company's own announcement. Under each name: segment and launches on record.

02 · What arrived when

Eight waves, in order

Each wave shows when companies shipped their first feature of that kind. The red marker is the date by which half of them had shipped it.

202420252026TodayAI answer tracking47 companiesAI crawler analytics20 companiesllms.txt and schema tools20 companiesCitation and source analysis37 companiesAEO content18 companiesMCPs and connectors22 companiesAEO agents12 companiesShopping and ads in AI answers18 companies
Kind of feature
Companies
Before 2025
In 2026
Half had shipped by
AI answer tracking
47
15
8
Jun 2025
AI crawler analytics
20
2
6
Jun 2025
llms.txt and schema tools
20
1
6
Sep 2025
Citation and source analysis
37
3
15
Oct 2025
AEO content
18
0
9
Nov 2025
MCPs and connectors
22
0
12
Jan 2026
AEO agents
12
0
10
Apr 2026
Shopping and ads in AI answers
18
0
15
Apr 2026
03 · The feature timeline

194 first launches, one dot each

Each dot is the first time a company shipped that kind of feature, colored by the kind of company. Hover or tap a dot for the launch, click to open the company’s own announcement.

202420252026TodayAI-nativeSEO suiteWeb platformPR suiteCrawler toolAI answer tracking47 companiesXFunnel: GEO service: simulated AI queries and brand mention measurement (2024-03-21)Moz: STAT tracks AI SERP features (top insights/knowledge graph AI) (2024-05)seoClarity: AI Overview SERP feature in platform (2024-05)Semrush: AI Overviews tracking in Position Tracking and Sensor (2024-05-17)Ziptie: Google AI Overviews tracking (guide; 'one of the first tools') (2024-05-28)Profound: Answer Engine Insights (AI visibility) at $3.5M seed (2024-08-12)HubSpot: AI Search Grader (free LLM brand visibility grader) (2024-08-14)BrightEdge: AI Overview visibility in BrightEdge Instant and Keyword Reporting (2024-08-25)SE Ranking: AI Overviews Tracker (AI Results Tracker) open beta (2024-09-09)Otterly.ai: OtterlyAI launch (AI search monitoring) (2024-10)Ahrefs: AI Overviews shown in SERP overview (Site Explorer, Keywords Explorer, Rank Tracker) (2024-10)Scrunch AI: Scrunch AI launch ($4M) (2024-11)Conductor: AI Overview data in Result Types, Market Share and Keywords reports (2024-11-21)Evertune: Evertune stealth exit: LLM brand monitoring (2024-11-26)Nightwatch: AI Overviews tracking (2024-12-01)Goodie AI: Meet Goodie: AI search monitoring (2025-01-02)Rankscale: Early Access Program (beta) (2025-01)AthenaHQ: AthenaHQ launch (YC Launch) (2025-02-13)Peec AI: Peec AI product launch (AI search visibility tracking) (2025-02)Yext: Yext Scout AI search & competitive intelligence agent announced (2025-03-03)Waikay: Waikay AI scanner launch (brand knowledge in LLMs) (2025-03-19)Brandlight: Brandlight stealth exit: AI visibility tracking (2025-04-16)LLMrefs: AI SEO keyword rank tracker for LLM search engines (Product Hunt) (2025-05-01)Sistrix: AI Overviews tracking filter (2025-06-02)Promptmonitor: Brand mention monitoring in ChatGPT, Gemini and other LLMs (Product Hunt) (2025-06-03)Adobe: LLM Optimizer announced (Cannes Lions) (2025-06-16)Hall: AI visibility tracking platform out of stealth ($2M pre-seed) (2025-07)Firecrawl: FireGEO open-source GEO SaaS starter (2025-07-16)Wix: AI Visibility Overview (2025-07-16)Similarweb: GenAI Intelligence Toolkit (AI brand visibility + traffic) (2025-07-28)AirOps: AI search visibility (Visibility, Opportunities, Action) platform (2025-07-29)Meltwater: GenAI Lens (LLM brand monitoring) (2025-07-29)Muck Rack: Generative Pulse (2025-07-30)Brandwatch: GenAI visibility via Trajaan search intelligence partnership (2025-08-05)Bluefish: Custom AI Audiences (segment-level AI visibility), launched with Series A (2025-08-20)Search Atlas: LLM Visibility tracking with sentiment (2025-09)Brandi AI: Brandi AI visibility & GEO platform launch (Competitive Market Universe) (2025-10-08)Botify: AI Visibility (beta) (2025-10-22)Searchable: Free beta launch (2025-11)Talkwalker / Hootsuite: LLM Insights (Lumen by Talkwalker) (2026-01-28)Surfacd: Surfacd AI visibility monitoring for B2B brands (white-label) (2026-02-12)Lumar: AI Search Visibility tracking (2026-03-31)Cision: PR Newswire AEO & GEO Brand Report (mentions, SoV, rank by AI model) (2026-04-06)Webflow: Webflow AEO for Enterprise (private beta): AEO analytics (2026-04-13)Siteimprove: Advanced AEO insights: share of answers, sentiment (2026-04-20)PeakMetrics: AI Perceptions (GEO platform for comms) (2026-09-17)AIO Fusion: AIO Fusion platform launch: AI visibility tracking (2026-10-01)AI crawler analytics20 companiesCloudflare: AI Audit: AI crawler analytics (2024-09-23)seoClarity: AI bot activity tracking in BotClarity (2024-12-13)Profound: Agent Analytics (AI crawler + AI referral analytics) (2025-02-05)Ahrefs: Web Analytics channel grouping incl. LLM traffic (2025-02-20)Botify: AI bot activity monitoring in Botify Analytics (2025-02-25)Writesonic: AI Traffic Analytics (public beta) (2025-03-02)Similarweb: AI Chatbot Traffic screen (2025-04-07)Conductor: AI Crawler Activity (2025-06-02)Adobe: LLM Optimizer AI-driven traffic monitoring (2025-06-16)Semrush: AI Traffic dashboard (Traffic & Market Toolkit) (2025-06-17)Spyglasses: AI crawler and chatbot traffic analytics (2025-07-04)Wix: AI Visibility Overview AI traffic (2025-07-16)Webflow: AI referral traffic insights in Analyze (2025-09-17)Scrunch AI: Agent Traffic dashboard GA (2025-10-01)BrightEdge: AI Agent Insights (2026-03-10)Searchable: LLM Analytics (AI crawlers + AI referrals) (2026-05-01)Rankscale: Traffic intelligence suite (AI referral visitors) (2026-05-19)Otterly.ai: Agent Analytics (AI crawler visits) (2026-08-04)Akamai: Bot Directory splits AI traffic into training/search/agent categories (2026-08)Peec AI: AI referrals via Google Analytics (2026-09-11)llms.txt and schema tools20 companiesFirecrawl: llms.txt Generator with API (Show HN launch) (2024-11-21)Botify: Automated rendered-page delivery to AI platforms (2025-02-25)Knowatoa: New AI Search Console (AI bot access testing) (2025-06-06)Profound: next-aeo: optimize Next.js apps for AI visibility (2025-06-25)Semrush: Site Audit AI Search category (2025-07-01)Wix: llms.txt for premium eCommerce sites (2025-07-16)Scrunch AI: Agent Experience Platform (AXP), limited testing (2025-07-22)Webflow: llms.txt upload in SEO settings (2025-07-23)Lumar: GEO toolkit / GEO reports (2025-08-20)Otterly.ai: GEO Audit tool (incl. llms.txt / on-page checks) (2025-09-16)Cloudflare: Content Signals Policy for robots.txt (2025-09-24)Adobe: 'Is Your Webpage Citable?' free Chrome extension (2025-10-14)LLMrefs: LLM Only open-source React component (content shown only to AI crawlers) (2025-10-15)seoClarity: ArcAI 2.0: AI Indexer (2025-11-06)Searchable: Agentic commerce audit (free tool) (2026-02-05)Rankscale: AI Page Audit v2 (2026-03-02)Peec AI: Crawlability history (early access) (2026-08-03)BrightEdge: Agent Edge (agent-optimized rendering at CDN) (2026-08-26)Ahrefs: Site Audit AI Discoverability issue category (2026-09-04)AIO Fusion: Website optimisation (content and technical GEO) (2026-10-01)Citation and source analysis37 companiesZiptie: Domain-cited-as-source in AI Overviews filter (2024-05-28)seoClarity: Ad hoc AIO presence checking (who is linked/referenced) (2024-07)Moz: STAT cited links in AI Overviews (2024-08-15)Scrunch AI: Knowledge Hub source analysis (2025-03-04)Waikay: Cited source link checking (at launch) (2025-03-19)Brandlight: Identify/optimize data sources AI engines rely on (2025-04-16)Ahrefs: Site Explorer AI citations widget (2025-06-26)Sistrix: AI Overviews cited-domain analysis and SERP archive (2025-06-26)Knowatoa: Citations reporting (2025-07-07)AthenaHQ: Source mapping of 300k+ cited sites (stealth exit) (2025-07-15)Wix: AI Visibility Overview competitor cited sources (2025-07-16)Meltwater: GenAI Lens source transparency (2025-07-29)Muck Rack: Generative Pulse cited journalists, outlets and URLs (2025-07-30)Bluefish: Custom prompt sets with per-prompt response and cited-source visibility (2025-08-20)Notified: GlobeNewswire AI citation tracking (Profound partnership) (2025-08-26)Profound: Query Fanouts (2025-10-08)Adobe: URL Inspector: owned content cited by AI (2025-10-14)Rankscale: Rankscale 2.0: Sources Box and Query Fan Out (2025-10)SE Ranking: AI Results Tracker Sources feature (+Gemini) (2025-10-20)Yext: Scout Home command center with AI citation tracking (2025-11-04)Similarweb: Citation analysis report (GenAI Brand Visibility) (2025-11-20)Nightwatch: New AI/LLM tracking with citation analysis (2025-12-02)Searchable: Sources: cited URL analysis (2026-01-05)Semrush: Enterprise AIO query fan-out analysis (2026-01-15)AirOps: Offsite: publishers AI cites, placement impact (2026-02-03)Surfacd: Source/signal mapping of what shapes AI answers (2026-02-12)BrightEdge: AI Hyper Cube (sources shaping AI recommendations) (2026-03-10)Gauge: Reddit Citation Tracking (2026-03-20)Lumar: AI Search Visibility citation positions (2026-03-31)Cision: PR Newswire AEO & GEO Brand Report: Sources view (2026-04-06)Webflow: Webflow AEO citation analytics (2026-04-13)HubSpot: HubSpot AEO citation analysis (2026-04-14)Siteimprove: Advanced AEO insights: AI citation tracking (2026-04-20)Otterly.ai: Query Fan-Out in GEO Audit (2026-06-25)Botify: Searches and domains influencing AI answers (2026-07-08)PeakMetrics: AI Perceptions citation/source tracking (2026-09-17)Writesonic: Citation Decay (2026-09-24)AEO content18 companiesGoodie AI: Smart Content Creation (answer-first content) (2025-01-02)AthenaHQ: Athena copilot drafts improvement actions (2025-02-13)Conductor: Writing Assistant / content copilot for AI visibility (2025-06-02)Profound: Profound Actions (AEO content creation) (2025-07-10)AirOps: Action: refresh/create content from AI visibility gaps (2025-07-29)seoClarity: ArcAI Insights (prioritized recommendations) (2025-07-31)Evertune: Content Studio (2025-09-25)Brandi AI: Content enhancement for AI citation (at launch) (2025-10-08)Semrush: Enterprise AIO content audit and optimization (2025-11-24)Searchable: Content canvas (Articles becomes Content) (2026-03-04)Knowatoa: Content gaps via competitor sitemap analysis (2026-04-13)Trakkr: Create content from visibility gaps (2026-04-24)Notified: AI Press Release Optimizer (2026-04-29)Meltwater: GenAI Lens AI-Powered Recommendations (2026-05-05)ACCESS Newswire: ACCESS Insights & Analytics: LLM Visibility Prediction / citation readiness (2026-05-07)Webflow: AEO content optimization agents (2026-07-28)AIO Fusion: PR and content creation/optimiser for AI authority (2026-10-01)Peec AI: Content optimizer (2026-10-13)MCPs and connectors22 companiesAdobe: LLM Optimizer supports MCP and A2A (2025-06-16)Botify: Botify MCP server integration (2025-06-18)Sistrix: SISTRIX MCP Server (2025-08-08)Similarweb: Similarweb MCP Server (2025-09-09)Semrush: Semrush MCP Server (2025-09-10)Search Atlas: Search Atlas MCP integration (20+ tools) (2025-09)Ahrefs: Ahrefs MCP available on Lite plans and above (2025-09-18)Profound: Profound MCP server (2025-10-15)SE Ranking: SE Ranking MCP Server (2025-10-20)Conductor: Conductor app in ChatGPT on new MCP server (2025-12-18)Searchable: Searchable MCP for Claude Code and Cursor (2026-01-30)AirOps: AirOps connector for Claude (MCP) (2026-02-05)Gauge: Gauge MCP server (2026-03-05)Trakkr: Trakkr MCP server (trakkr-mcp on PyPI) (2026-03-08)seoClarity: ArcAI MCP Server and API (2026-04-01)Peec AI: Peec AI MCP (2026-04-13)Knowatoa: Knowatoa MCP server (2026-04-20)Yext: Scout MCP and Scout API (early access) (2026-05-18)Otterly.ai: Public API and Claude Skill (2026-05-27)Writesonic: Writesonic MCP server (2026-06-03)Rankscale: Rankscale MCP Server (2026-06-05)Moz: Moz Data MCP Server (beta) (2026-08-14)AEO agents12 companiesBotify: Agentic content optimization workflow (2025-02-25)Profound: Profound Workflows (automated AEO content ops, public beta) (2025-12-11)Gauge: Ask Gauge: the agentic marketer (2026-03-12)seoClarity: Agentic content workflow (2026-04-01)Webflow: Webflow AEO agents (recommend and ship fixes) (2026-04-13)Conductor: AgentStack turnkey AEO agents (2026-04-20)Adobe: AEM Brand Experience Agent and brand visibility solution (Summit) (2026-04-20)AirOps: Quill AI agent for AI search visibility (2026-05-13)Bluefish: Agentic Campaigns (automated AI optimization workflows) (2026-06-19)Searchable: Agent Skills (saved Agent workflows) (2026-07-17)Yext: Action Center GA: executes Scout-surfaced actions (2026-08-05)Peec AI: Peec Agent with actions, skills, 20+ MCP connectors (2026-10-13)Shopping and ads in AI answers18 companiesProfound: ChatGPT Shopping tracking (2025-04-29)Semrush: ChatGPT Shopping Analytics report (Enterprise AIO) (2025-07-03)Scrunch AI: ChatGPT Shopping coverage (plus AI Mode, Gemini) (2025-07-17)Brandlight: AI Ads and AI Commerce rollout (Series A) (2026-02-11)Evertune: AI Retargeting via Index Exchange and The Trade Desk (2026-02-11)Rankscale: Shopping analysis / AI share of shelf (2026-03-19)seoClarity: ArcAI Shopping (share of shelf in AI shopping) (2026-04-01)Adobe: Adobe Commerce AI-shopping catalog/PDP optimization (Summit) (2026-04-20)Writesonic: ChatGPT ads tracking (2026-04-23)Gauge: ChatGPT Ads tracking (2026-05-06)Botify: AI shopping carousel tracking (2026-05-29)Peec AI: AI Shopping Analytics (2026-06-17)Trakkr: OpenAI Ads tracking (2026-06-21)Otterly.ai: ChatGPT Ads and Shopping Cards tracking (2026-06-23)Searchable: Product and merchant tracking in Google AI Mode (2026-08-13)Similarweb: AI Ads (ads in ChatGPT, AI Mode, AI Overviews) (2026-08-17)AthenaHQ: Shopping Pages with Shopify sync (2026-08-19)Bluefish: Paid Media Briefs (paid targeting/creative for Google and ChatGPT ads) (2026-10-27)
04 · Every first launch, on the record

Every first launch, with its source

The first time each company shipped each kind of feature, with a link to the company’s own announcement. Filter by kind of feature or segment, or search for a company.

First shippedCompanyWhat shippedKindSource
05 · What the dates show

What shipped, in order

Five things the dates show about the market your team is buying from.

01

Answer tracking came first

15 of the 47 companies tracking brands in AI answers were live before 2025. SEO suites moved early: Semrush, seoClarity and Moz started tracking Google's AI answers in mid-2024.

02

Then: can AI even read your site?

Crawler analytics and llms.txt and schema tools came next. 37 of their 40 first launches happened in 2025 or later.

03

Citation analysis became standard

34 of the 37 companies that show which pages AI cites shipped that feature in 2025 or later. Knowing the sources is now table stakes.

04

MCPs arrived fast

22 companies now let Claude, ChatGPT or Copilot use their tool directly. None did before 2025, and 12 shipped it this year.

05

2026 is agents and AI ads

10 of 12 AEO agents and 15 of 18 shopping and ads trackers launched this year. Expect the “AEO on autopilot” pitch next.

Most of these tools ship the same feature within weeks of each other. The tool won’t be your edge. What your team does with the data will.

Get a free AI visibility report
06 · Sources and method

How we built this, and where it can be wrong

We listed 72 companies selling AI visibility software: AI-native trackers, SEO suites, web platforms, crawler tools and PR suites. For each one, we logged every AI visibility feature launch we could date from the company’s own changelog, blog, press releases, docs or launch posts. We used third-party coverage only to confirm a date the company announced.

Each launch is tagged with one of eight kinds of feature. A company counts in a wave on the date it first shipped that kind. 63 companies had at least one dated launch; products with no dated source are left out.

Limits: launch counts reflect how much a company publishes, not how fast it ships. Some first dates are later than the real launch because a changelog starts later. An independent spot-check of 23 first dates confirmed 17, and the earlier launches it found were corrected, so the real waves likely start a little earlier than shown. Research was done on October 28 and 29, 2026, and we will update it every week.

Every launch in sections 01, 03 and 04 links to the company’s own announcement. This is not a ranking: a company with more dots publishes more, it does not necessarily ship more. Corrections are welcome. If a date is wrong or a company is missing, reply to any update email and we will fix it in the next weekly update.