Pro Pluribus
Business systems + AI for founder-led companies
Atlas / Market map

AI Market Atlas

by Pro Pluribus

The AI software market by what each product does. Select any company for its offerings, news and links.

As of 10 Nov 2026Since the last update (27 Oct): Anthropic launches its IPO roadshow and Fable 5.2 · OpenAI raises at $1.25T · Gemini 4 Carbon · Google shuts Jules · Character.ai heads to auction · news refresh only: 66 entries updated.

Industry leaderViral / trendingUp and comingNewAdded in the last 30 daysUpdatedChanged 10 Nov 2026

Frontier labs

8

Full-stack players: their own frontier models, a consumer assistant, agents, coding tools and a developer platform.

AnthropicUpdatedClaude

The enterprise and coding-agent leader. Launched its IPO roadshow on 10 Nov: 825M shares at $70–78 on Nasdaq (ANT), after filing its S-1 on 26 Oct. Fable 5.2 and Mythos 5.2 (9 Nov) are its new top models.

Opus 5.5Sonnet 5.5Haiku 5.5Fable 5.1DuetMarketplaceClaude CodeCoworkClaude DesignSkillsMCPClaude in Chrome
OpenAIUpdatedChatGPT

The largest consumer AI footprint. Closed an $11B first tranche at a $1.25T valuation (6 Nov); IPO pushed to 2027. ChatGPT runs as Chat, Work and Codex modes on every plan.

GPT-6.1 SolGPT-6ChatGPT WorkdotsCodexSitesPluginsDecisions APIFrontier
GoogleUpdatedGemini · DeepMind

The broadest distribution: Search, Android, Chrome and Workspace. Gemini 4 Carbon (28 Oct), released first to cyber defenders, tops the Artificial Analysis index; the Gemini app has 1B+ monthly users.

Gemini 4 ArgonGemini appAntigravityJulesGemini NotebookTask modeNano BananaVeo
xAI (SpaceXAI)Grok

Part of SpaceX; reported to be renaming again, from SpaceXAI to SpaceXSI †. Owns X and Cursor. Grok Bot now routes some tasks to other companies' models.

Grok 4.7Grok BotGrok BuildCursorGrok Imagine
MetaUpdatedMuse · Meta AI

Moved from open Llama to closed Muse models, but released the open-weight Muse Spark Open (15 Oct). Muse passed 10M users (Q3 call, 21 Oct); NVIDIA is putting $3B into Meta's $95B equity raise.

Muse SparkMuse agentMuse CodeMeta AIGlimmer
MicrosoftUpdatedCopilot · GitHub · Foundry

AI across Windows, Microsoft 365, GitHub and Azure. One business-first Copilot app since 25 Sep. Multi-model: reportedly paying Anthropic $2B+ a year for Copilot.

CopilotCopilot CoworkGitHub CopilotCopilot StudioAgent 365Foundry
AmazonUpdatedAWS · Nova · Alexa+

AWS is the enterprise model marketplace, growing 39% in Q3. Bedrock hosts Claude, OpenAI, Grok and most leading open models next to Amazon's own Nova models.

BedrockAgentCoreKiroNova 2Alexa+Quick Suite
AppleUpdatedApple Intelligence · Siri

Late but huge distribution. The rebuilt Siri in iOS 27 runs on Apple's own models plus a custom Google Gemini; it opened to all third-party apps in the iOS 27.3 developer betas (3 Nov).

Siri (iOS 27)Foundation Models

The wider market

Grouped by what the product does.

Open-weight and challenger labs 20

Models you can download and run yourself, plus well-funded challengers. China now holds most of the top open-weight spots.

China
DeepSeekV4 and V4.1, the price-setter for open frontier models. Raised about $15B (22 Oct, led by Tencent and CATL) at ~$75B pre-money, days after US civilian agencies were ordered to remove its AI.QwenQwen3.8 is current; Qwen 4 was previewed in four tiers (22 Sep) but not yet released. The most-used base model for fine-tuning.KimiUpdatedKimi K3.1 Pro (open weights 5 Nov †), the largest open-weight model. Moonshot is valued at ~$50B and targets a Hong Kong IPO in Q1 2027.GLMGLM-5.3: billed as the strongest open-weight coding model.LongCatTopped OpenRouter usage anonymously before it was even announced.Doubao · SeedUpdatedChina's #1 consumer chatbot. Flagship models stay closed.Xiaomi MiMoA phone maker now holds the top open-weight score: MiMo-V2.6-Pro leads the Artificial Analysis open-weight rankings.
US and Europe
Mistral AIUpdatedEurope's sovereign-AI champion. Raised EUR 3B at EUR 21B (Sep); released Large 4, a 1T-parameter open-weight model, on 29 Oct.Gemma 4The strongest open small-model family from a US lab.Nemotron 3UpdatedThe largest US builder of open-weight models, with open data and training recipes.gpt-ossOpenAI's only open-weight models, now a year old.Reflection AIShipped its first model on 16 Oct: Beam, a 501B open-weight model. NVIDIA is reportedly in talks to acquire it.PoolsideCoding-focused model lab. NVIDIA is paying $6B to license its training stack and investing $1B at a $12B valuation.JevA new kind of model that returns typed decisions, not text. $870M Series A at $7.5B (9 Oct). OpenAI, Amazon and Cloudflare now ship rivals; Jev is still the most-queried on OpenRouter.

New research labs 8

Heavily funded labs, mostly pre-product, led by famous researchers. Many bet on world models, reinforcement learning or physical AI rather than bigger chatbots.

Safe SuperintelligencePre-product. About $32B valuation, no model shipped yet.EmulatePre-product world-model lab closing a ~$700M seed at ~$3.7B one month after incorporating.Core AutomationPre-product lab building models that keep learning after training; valued at $1B, raising $500M.General IntuitionNewWorld-model lab training on gameplay video; $220M at $6.2B (2 Oct), nearly triple its June valuation.PrometheusNewPhysical-AI lab building an “artificial general engineer” for design and manufacturing; $12B at ~$41B (June 2026), $18B+ raised in total.AMI LabsNewWorld-model lab betting beyond LLMs: a $1.03B seed at $3.5B pre-money (Mar 2026), reported as Europe's largest seed.Ineffable IntelligenceNewReinforcement-learning lab building a “superlearner” that learns without human data; $1.1B seed at $5.1B (Apr 2026).River AINewxAI co-founder's company for customer-owned models on open weights; $1.1B across seed and Series A (Aug 2026).

Coding agents and AI IDEs 19

Tools that write, test and ship software. This is the most competitive and highest-revenue agent category.

Major coding agents and IDEs
CursorUpdatedThe leading AI IDE; acquired by SpaceX for $60B in August. New plans (12 Oct) bundle it into the X Subscription; the $20 Pro tier is now legacy.Claude CodeUpdatedAgentic coding across terminal, IDE, desktop and web.CodexUpdatedOpenAI's coding agent, and the engine under ChatGPT Work.GitHub CopilotUpdatedThe most widely deployed coding assistant, now multi-agent. Since Universe (28 Oct) Copilot comes with GitHub Enterprise, billed by AI credits.Devin DesktopUpdatedWindsurf became Devin Desktop in June. Cognition: $48B valuation, ~$1B annualized revenue, and new Devin Oncall for production alerts.Antigravity · JulesUpdatedGoogle's agent-first IDE and CLI, now with cloud remote agents and voice. Jules is being shut down (read-only from 11 Nov, closes 31 Dec) and folded into Antigravity.FactoryUpdated“Droids” for enterprise refactors and migrations; valued at $5B after a $200M raise (15 Sep). Bought HumanLayer (4 Nov) and launched Security Factory (10 Nov).
Open-source agents and tools
OpenCodeOpen-source terminal agent that works with 75+ model providers.Kilo CodeOpen-source agent acquired by Anaconda (July); de facto successor to Roo Code.DeepSeek HarnessOpen-source agent harness that passed 95K GitHub stars in two days, the top repo of August.REANewThe breakout open-source agent tool of October: an MCP server that lets coding agents reverse-engineer apps and binaries (~290K GitHub stars).
Editors, review and testing
CodeRabbitUpdatedThe leading AI code-review tool, now a $1.5B company, positioned as the checkpoint for agent-written code.

App builders (vibe coding) 11

Describe an app or site and get it built and hosted, without writing code.

LovableUpdatedThe category leader: annualized revenue passed $600M (24 Sep); valued at $13.3B.ReplitUpdatedAgent 4: parallel agents, design canvas, web and mobile apps.ChatGPT SitesUpdated5M+ sites in about two months. Built inside ChatGPT Work.Artifacts · Claude DesignUpdatedPublishable apps inside Claude, plus design, data, sheets and whiteboards.Bolt.newIn-browser full-stack builder.v0Prompt to React and Next.js apps, deployed on Vercel.EmergentMulti-agent app builder; reached unicorn status in about a year.

Personal and computer-use agents 23

Agents that operate a browser or computer and act on your behalf. Crowded: TechCrunch counted about 22 personal agents that live in text messages (Oct). Listed here: those with major funding, distribution or a new approach. Also watching: Dazzle (works from your camera roll), Persona, Tomo.

Agents from the big platforms
Claude CoworkUpdatedAgent for knowledge work, now built into the main Claude app.ChatGPT WorkUpdatedLong-running agent that delivers finished documents, decks and sites. OpenAI is folding Work into regular Chat and pooling its usage with Codex (1 Nov).Copilot CoworkUpdatedCowork-style agent inside Microsoft 365, built with Anthropic; now part of the new Copilot app, with Office editing and a legal skill pack.Grok BotAlways-on agent teammates with their own cloud computers. Since 25 Oct it can place phone calls for you and reach you by email and X DMs; bundled in the X Subscription.Meta MuseUpdatedThe scale leader in consumer agents: 10M+ US downloads in 40 days; now on watches, with voice and avatars, and launched in Singapore. Privacy and security criticism continues.OpenAI dotsNewOpenAI's always-on personal agents, launched at DevDay (29 Sep). Pro and Business Premium only, against Meta's free Muse.
Independent personal agents
InstinctThe breakout personal agent: invite-only, $1B Series C at $10B (28 Sep), four times its value a month earlier.PokeTexting-native personal agent: 100M+ messages in three months, then bought by Devin maker Cognition.OpenClawThe viral open-source personal agent (about 391K GitHub stars), shipping fast under its foundation; skill-marketplace security is the known weak spot.Hermes AgentOpen-source, always-on agent that writes its own skills. Nous Research raised $90M at a reported $1.5B (7 Oct).
General and computer-use agents
ManusGeneral autonomous agent. Independent again after China blocked Meta's deal; closed a $500M+ round (8 Oct) at a reported ~$4B.Genspark“Super Agent” workplace suite; says it reached $250M annualized revenue within 12 months.
AI browsers
CometThe leading agentic browser. Won an appeal in August over Amazon's attempt to block its shopping agent.

Agent platforms and enterprise agents 23

Frameworks for building agents, automation platforms, and vertical agents sold to companies.

Agent platforms and automation
LangChainUpdatedThe default open-source agent framework.CrewAIMulti-agent “crews”; supports MCP and A2A.n8nUpdatedOpen-source workflow automation with AI agents; valued at $5.2B.Zapier · MakeAutomation platforms. Zapier folded its standalone Agents product into an \u201cAI by Zapier\u201d step (6 Oct).AgentforceUpdatedSalesforce's agent platform. Dreamforce (Sep) launched AIforce, including Claudeforce; most product names dropped the Agentforce prefix.ServiceNow AI AgentsUpdatedAgents for IT and employee workflows.GleanEnterprise search and agents over company data.
Customer service and operations
SierraUpdatedCustomer-experience agents; passed $400M ARR (30 Oct); valued at $15.8B.DecagonSupport agents driven by plain-language procedures; launched a gateway for customers' personal agents. Reportedly exploring a sale (Oct) †.
Industry agents: legal, health, finance, housing
HarveyUpdatedLegal AI; valued at $15.5B (September).LegoraNewHarvey's main rival in legal AI: $550M Series E at $8.8B (21 Oct), up from $5.6B in March. Revenue passed $200M a year; the US is now its largest market.AbridgeUpdatedAmbient clinical documentation.Heidi HealthUpdatedMoving from scribe to clinical agents after a large September raise and Heidi II (29 Sep), but cut 18% of staff (5 Nov) a day after its CTO and CFO co-founders left.
Security

Search, productivity and consumer 16

Answer engines, knowledge-work tools, meeting notes and companion apps.

PerplexityUpdatedThe leading AI answer engine.Gemini NotebookUpdatedResearch over your own documents; renamed in July.Notion AIUpdatedAgents, meeting notes and search inside Notion.GranolaUpdatedMeeting notes without a bot joining the call; now with free system-wide dictation (29 Oct).SuperhumanGrammarly renamed itself Superhuman.GammaAI presentations, documents and websites; Gamma 5 (6 Oct) rebuilds the platform; claims 100M+ users.Canva AIUpdatedAI across the Canva design suite; cut or moved 22% of staff (1,271 roles) in November as growth slowed.Otter · FirefliesUpdatedEstablished meeting-transcription tools. Otter took $320M of repayable growth financing from General Catalyst (20 Oct): 40M users, $100M+ annual revenue; now 31 languages.Character.aiUpdatedCharacter chat, in Chapter 11 since 13 Oct. Court-run sale with Disney as $20M stalking-horse bidder; auction 1 Dec. The platform may wind down if no buyer keeps it running.SesameLifelike voice assistant, now open to everyone; each agent gets its own computer and connectors. Glasses slipped to 2027.ReplikaLong-running companion app with long-term memory.OpenEvidenceNewThe AI answer engine for clinicians, free to doctors and ad-funded; used by 40%+ of US physicians (company figure); reportedly valued at $15B.

Creative and media 17

Image, video, voice and music generation.

MidjourneyThe benchmark for aesthetic image quality.Black Forest LabsFLUX models power many other image apps.KlingKling 3 tops the public video arenas.SeedanceSeedance 2, a top-tier video model.Veo · FlowUpdatedGemini Omni is now Google's lead video model, with Veo 3.1 alongside, inside the Flow studio.RunwayProfessional video generation and editing workspace.LumaUpdatedRay video models, known for realistic physics.HiggsfieldOne creator hub that bundles many video models; reportedly past $1B annualized revenue 18 months after launch ($5.4B valuation in Aug).HeyGen · SynthesiaUpdatedAvatar video for marketing and training.ElevenLabsUpdatedThe voice-AI leader; valued at $11B.Suno · UdioUpdatedAI music. Suno has 2M+ subscribers and $300M+ annualized revenue, but lawsuits are piling up: UMG and Sony over v6, the Elvis estate, Eminem's publisher and Denmark's Koda.MeshyText- and image-to-3D leader: 12M+ users and the largest AI-3D round to date ($1.5B valuation).Stability AIRepositioned as a licensed music and audio toolmaker, backed by all three major record labels; three audio models shipped (Oct).

Distribution, hosting and standards 15

Where models are found, hosted and connected, and the open protocols agents use to talk to tools and each other.

Hugging FaceUpdatedThe hub for open models. NVIDIA agreed to buy it for $12.9B in September; the DOJ is reviewing the deal, with close expected in H1 2027.OpenRouterUpdatedOne API for 400+ models. Its usage rankings work as the popularity chart.Together · FireworksUpdatedThe leading independent hosts for open models.Cloud model platformsUpdatedWhere enterprises buy models and agent infrastructure under their existing cloud contracts.Ollama · LM StudioRun open models on your own machine.MCPThe universal standard for connecting agents to tools and data.Agent SkillsA portable format for packaged know-how, adopted by 30+ tools.A2A · AGENTS.md · ACPStandards for how agents talk to each other, read project instructions and plug into editors.BasetenUpdated“AWS for inference”: $1.5B Series F at $13B (closed); $600M run-rate.ModalNewServerless AI cloud for inference, agent sandboxes and training: past $1B run-rate, $750M at $15.75B (14 Oct).ArenaNewThe crowdsourced model leaderboard, now a commercial evaluation company: $200M at $3.1B (8 Oct).TemporalNewDurable execution, the plumbing that keeps long-running AI agents reliable; $550M at $12.55B (14 Sep), $250M+ annualized revenue.

This map is a by-product of the work. Keeping track of what each of these actually does, and which ones are worth your time, is part of how I advise founder-led companies on AI. If you want that applied to your business, the first conversation is free.

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Compiled from public sources by Pro Pluribus; updated 10 Nov 2026. General information, not advice. Company names and logos belong to their owners and are used to identify them, without affiliation or endorsement. Terms