The Arion Enterprise AI Atlas: Category Taxonomy

Companion to the Native & Embedded Classification Methodology | Draft v0.8 | August 2026 | Arion Research

1. Purpose

The methodology defines how a solution is classified (the five tests, the decision rule, the edge-case precedents). This document defines where it lands: the full set of category cells in both panels, each with a boundary statement, what belongs and what does not, and representative products already placed there. Published together, the two documents make every placement on the map transparent and contestable.

Categories are data rows, not schema. They evolve with the Atlas, and every add, split, or merge is recorded in the edition delta and in the version history at the end of this document.

2. How to read the taxonomy

The Atlas has two panels, and each panel is organized on its own principle:

The Native panel is organized as a stack, read bottom to top: the physical and model foundations at the base, the data and orchestration layers above them, a trust layer across the middle, and applications at the top. A product sits in the layer that describes what it primarily is.

The Embedded panel is organized by the host software category the AI capability lives inside. The question is not what the AI does but what established product it augments. A CRM copilot sits under CRM regardless of how sophisticated the AI is.

The unit is always the product or solution, not the vendor, so one vendor can appear in several cells and in both panels. When a placement is genuinely contested, the five tests decide it and the rationale is recorded on the product.

Agentic capability is an attribute, not a category. Every product carries an agentic level (0 None, 1 Assistive, 2 Agentic, 3 Autonomous); products at level 2 or above show an agentic tag on the map. The tag cuts across every category and is never itself a category. See the methodology, Section 6.

Native and Embedded pairings. Several capabilities appear in both panels by design, and the pairing is the point: the standalone AI-first product is Native, while the same capability delivered inside an incumbent host is Embedded. The clearest pairs are Enterprise Search & Knowledge (Native) with Search & Knowledge Platforms (Embedded); Data Analysis (Native) with Analytics & BI Platforms (Embedded); Software Development & Coding (Native) with Development & DevOps Platforms (Embedded); Finance & Operations (Native) with ERP & Finance Suites (Embedded); HR & Talent (Native) with HCM & Talent Suites (Embedded); AI Security (Native) with Security Platforms (Embedded); the Native Content & Creative and Sales & Marketing cells with the Embedded Marketing Technology category; the Native Customer Experience & Service cell with the Embedded CRM and Contact Center categories; and, across the vertical layer, the Native Vertical Application cells with the Embedded Industry Clouds category. Reading a pair together shows the framework working: similar capability, different classification.

3. Native panel

Organized as a stack, bottom to top. Counts are products currently placed in the cell; "Roadmap" marks a defined cell not yet populated.

3.1 Infrastructure & Compute

AI Compute & GPU Cloud (8 products). Accelerated compute and specialized cloud whose reason to exist is training and inference workloads. Boundary: in scope are neoclouds and GPU clouds built for AI demand; out of scope are general-purpose hyperscaler regions, which appear through their embedded vendor entries rather than as neoclouds. Representative: CoreWeave, Nebius, Crusoe, Lambda GPU Cloud.

Inference & Model Serving (10 products). Platforms whose core job is serving, scaling, and optimizing model inference. Boundary: in scope are managed inference and model-serving clouds; out of scope is raw GPU capacity with no serving layer (that is Compute) and model labs that happen to offer an API (those are Models). Representative: Together AI Inference, Fireworks, Baseten, GroqCloud.

3.2 Models

Frontier Model Providers (8 products). Labs whose primary offering is state-of-the-art foundation models and their APIs. Boundary: in scope is the proprietary flagship model or API sold as the product; out of scope are the same vendor's open-weight releases (those go to Open & Specialized) and their application products (those go to the relevant app cell). Representative: Claude for Enterprise, ChatGPT Enterprise, Google Gemini API, Amazon Nova.

Open & Specialized Models (10 products). Open-weight, domain-specific, and small-model providers. Boundary: in scope are open-weight families and specialized or small models distributed as the product; out of scope are proprietary frontier flagships (Frontier) and fine-tuning services (Data Layer). Representative: Meta Llama, Mistral open models, IBM Granite, Microsoft Phi.

3.3 Data Layer

Vector & Retrieval Infrastructure (8 products). Databases and services purpose-built for embedding storage and retrieval. Boundary: in scope are dedicated vector and retrieval engines; out of scope are incumbent databases that added a vector feature, which are Embedded under Data Platforms & Clouds (the "vector great divide"). Representative: Pinecone, Weaviate, Qdrant, Zilliz Cloud (Milvus).

Data Pipelines & Integration for AI (5 products). Pipelines, connectors, parsing, and context preparation built specifically for model consumption. Boundary: in scope are tools whose purpose is turning source material into model-ready context; out of scope are general ETL platforms that added AI features (Embedded, Data Platforms & Clouds). Representative: Unstructured, LlamaCloud (LlamaParse), Reducto, Extend.

Labeling & Synthetic Data (12 products). Data annotation, curation, human feedback, and synthetic-data generation for AI. Boundary: in scope are products whose output is training, alignment, or evaluation data; out of scope are analytics products that consume data rather than produce it for models. Representative: Scale Data Engine, Snorkel Flow, Labelbox, Surge AI.

3.4 Orchestration & Agent Infrastructure

Agent Platforms & Frameworks (13 products). Platforms for building, deploying, and running AI agents. Boundary: in scope are horizontal agent build-and-run platforms; out of scope are agents sold as extensions of an incumbent suite (Embedded) and single-purpose vertical agents (the relevant app cell). Representative: LangGraph Platform, CrewAI AMP, OpenAI Agents SDK & AgentKit, Amazon Bedrock AgentCore.

Model & Agent Gateways (Roadmap). Routing, caching, cost control, and policy layers sitting between applications and models or agents. Boundary: in scope are dedicated gateway and routing products; a candidate move here is OpenRouter, currently placed in Inference. Not yet populated.

Interoperability & Protocols (Roadmap). Products built around agent and tool interoperability standards such as MCP and A2A. Boundary: in scope are products whose value is the interoperability layer itself, not merely support for a protocol. Not yet populated.

Agent Memory & Context (Roadmap). Memory, state, and long-term context management infrastructure for agents. Boundary: in scope are dedicated memory and context stores for agents, distinct from vector databases used only for retrieval. Not yet populated.

3.5 Trust, Safety & Governance

Evals & Observability (9 products). Evaluation, testing, tracing, and monitoring of models and agents. Boundary: in scope are dedicated eval and observability products; out of scope are general APM tools that added an LLM view and governance tooling focused on policy rather than measurement. Representative: Arize AX, LangSmith, Langfuse, Braintrust.

AI Security (8 products). Security for and against AI: model protection, prompt-attack defense, and agent security. Boundary: in scope are independent AI-security pure plays; out of scope are AI-security modules absorbed into an incumbent security platform (Embedded, Security Platforms). Representative: HiddenLayer, Zenity, Noma Security, Straiker. (Lasso Security is held on watchlist.)

AI Governance, Risk & Compliance (7 products). Policy, audit, model inventory, and regulatory compliance for AI systems. Boundary: in scope are standalone AI-GRC platforms; out of scope are governance modules that ride an incumbent data or privacy platform (Embedded, Data Platforms & Clouds or Privacy & GRC). Representative: Credo AI, Holistic AI, Cranium, Modulos.

3.6 Horizontal Applications

Applications usable across industries. Each pairs with an Embedded counterpart where an incumbent ships the same capability.

Software Development & Coding (7 products). AI-native coding assistants, agents, and software-engineering platforms. Boundary: in scope are standalone AI-first developer tools; the Embedded counterpart is GitHub Copilot and similar, under Development & DevOps Platforms. Representative: Cursor, Claude Code, Devin, Replit Agent.

Enterprise Search & Knowledge (7 products). Model-mediated search and knowledge products across enterprise content. Boundary: in scope are AI-first search and knowledge assistants; the Embedded counterpart is pre-LLM search vendors under Search & Knowledge Platforms. Representative: Glean, Hebbia Matrix, Perplexity Enterprise Pro, Moveworks.

Productivity & Meetings (5 products). AI-native productivity, meeting, and communication products. Boundary: in scope are standalone AI-first tools; the Embedded counterpart is productivity-suite copilots under Collaboration & Productivity Suites. Representative: Granola, Fireflies.ai, Otter.ai, Superhuman.

Content & Creative (7 products). Generative content creation for enterprise marketing, design, and media. Boundary: in scope are AI-first content and media generation products; out of scope are creative features inside an incumbent marketing suite (Embedded, Marketing Technology). Representative: Jasper, Synthesia, HeyGen, ElevenLabs.

Customer Experience & Service (8 products). AI-native customer service and experience agents. Boundary: in scope are standalone AI-first service agents; the Embedded counterparts are CRM & Customer Experience Platforms and Contact Center & CCaaS Platforms. Representative: Sierra, Intercom Fin, Decagon, Ada.

Sales & Marketing (6 products). AI-native selling, outreach, and marketing-execution products. Boundary: in scope are AI-first GTM and sales-agent tools; out of scope are AI features inside an incumbent CRM or martech suite (Embedded, CRM & Customer Experience Platforms or Marketing Technology). Representative: Clay, Rox, 11x (Alice), Qualified (Piper AI SDR). (AI-native marketing-execution candidates below the enterprise bar: Regal AI, Tofu, Inflection.io, SuperAGI.)

Data Analysis (5 products). AI-native analytics and data-work products. Boundary: in scope are AI-first analysis tools where model-mediated analysis is the product; the Embedded counterpart is Analytics & BI Platforms, where incumbent BI suites that added AI belong. Representative: Hex, Julius AI, Zenlytic, Definite, Athenic. (Watchlist native candidates below the enterprise bar: Fabi.ai, Querio.)

HR & Talent (6 products). AI-native recruiting and talent products. Boundary: in scope are standalone AI-first HR and recruiting tools; the Embedded counterpart is HCM & Talent Suites. Representative: Paradox (Olivia), Juicebox (PeopleGPT), Eightfold, Metaview.

Finance & Operations (6 products). AI-native finance, accounting, and operations products. Boundary: in scope are AI-first finance and ops tools; out of scope are AI features inside an incumbent ERP or finance suite (Embedded, ERP & Finance Suites). Representative: Basis, Rillet, Campfire, Numeric.

3.7 Vertical Applications

Applications built for a single industry. The classification is still Native; the axis is the served industry. Each cell pairs with the Embedded Industry Clouds category, where incumbent industry suites that added AI are placed.

Legal (8 products). AI-native products for legal work. Boundary: in scope are AI-first legal products; out of scope are horizontal tools merely used by legal teams, and incumbent legal-research platforms that added AI (Embedded, Industry Clouds). Representative: Harvey, Legora, Robin AI, CoCounsel Legal.

Healthcare & Life Sciences (7 products). AI-native products for clinical, research, and life-sciences work. Boundary: in scope are AI-first clinical documentation, decision-support, imaging, and discovery products; out of scope are incumbent EHR/health-cloud suites that added AI (Embedded, Industry Clouds). Representative: Abridge, Ambience Healthcare, OpenEvidence, Aidoc.

Financial Services (8 products). AI-native products for banking, insurance, and investment work. Boundary: in scope are AI-first FS products (research, underwriting, compliance, claims); out of scope are FS incumbents that added AI. Representative: Rogo, Sixfold, Shift Technology, Zest AI.

Manufacturing & Supply Chain (5 products). AI-native products for industrial and supply-chain work. Boundary: in scope are AI-first machine-health, inspection, negotiation, and supply-chain-graph products; out of scope are incumbent industrial platforms that added AI (Embedded, Industry Clouds). Representative: Augury, Pactum, Altana, Interos.

Public Sector & Education (5 products). AI-native products for government, defense, and education. Boundary: in scope are AI-first products built for public-sector and education missions; out of scope are incumbent government/education suites that added AI (Embedded, Industry Clouds). Representative: Polimorphic, Govini Ark, Scale Donovan, MagicSchool AI, Anduril Lattice.

Other Verticals (5 products). AI-native vertical products in industries that do not yet warrant a dedicated cell. A holding category; a cell graduates out of it once it has enough members to stand alone. Current members span real estate, construction, retail, energy, and agriculture. Representative: EliseAI (real estate), Buildots (construction), Constructor (retail), Urbint (energy), Carbon Robotics (agriculture).

4. Embedded panel

Organized by host software category. The AI capability lives inside an established product that predates it and functions without it. Counts are products currently placed; "Roadmap" marks a defined cell not yet populated.

CRM & Customer Experience Platforms (10 products). AI capability embedded in established CRM and CX suites. Boundary: in scope are AI copilots and agents sold as part of a CRM or CX suite; out of scope are AI-first service agents with no host suite (Native, Customer Experience & Service). Representative: Agentforce, Microsoft Dynamics 365 Copilot, Oracle AI for Fusion CX, HubSpot Breeze. (Gainsight Atlas held on watchlist.)

ERP & Finance Suites (13 products). AI capability embedded in established ERP, financials, close, and enterprise-planning suites that predate the AI and run without it. Boundary: in scope are copilots and agents inside an incumbent ERP or finance suite; the Native counterpart is Finance & Operations, and AI-first finance startups belong there, not here. Representative: SAP Joule for Finance, Oracle AI Agents for Fusion Cloud ERP, Microsoft Dynamics 365 Finance & Supply Chain Copilot, NetSuite AI, Sage Copilot, plus finance-suite incumbents BlackLine (close) and Anaplan (planning). Note: Workday Illuminate spans finance but is mapped once under HCM & Talent Suites, not duplicated here.

HCM & Talent Suites (16 products). AI capability embedded in established HCM, HR, and payroll suites that predate the AI and run without it. Boundary: in scope are AI copilots, assistants, and agents inside an incumbent HCM/payroll suite; the Native counterpart is HR & Talent, where AI-first recruiting and talent startups belong, not here. Spans enterprise suites (Workday Illuminate, Oracle AI Agents for Fusion Cloud HCM, SAP SuccessFactors Joule, ADP Workforce Now / ADP Assist, UKG Pro / Bryte AI, Dayforce Co-Pilot, Infor HCM, Darwinbox) and modern mid-market platforms (Rippling, Paycom, Paylocity, HiBob, Deel, Personio, isolved, Paychex). Note: SMB-anchor HRIS (BambooHR, Gusto) and Paycor (consolidating under Paychex) are held on watchlist rather than mapped.

Collaboration & Productivity Suites (3 products). AI capability embedded in established productivity and collaboration platforms. Boundary: in scope are suite copilots; the Native counterpart is Productivity & Meetings. Representative: Microsoft 365 Copilot, Atlassian Rovo, Notion AI.

ITSM & IT Operations (2 products). AI capability embedded in established IT service and operations platforms. Boundary: in scope are AI agents and control planes inside an ITSM platform. Representative: ServiceNow AI Agents, ServiceNow AI Control Tower.

Contact Center & CCaaS Platforms (4 products). AI capability embedded in established contact-center-as-a-service (CCaaS) and customer-engagement platforms. Boundary: in scope are AI features inside a CCaaS platform; the split from CRM & CX keeps voice and contact-center incumbents distinct from CRM suites. Representative: NiCE CXone Mpower, Genesys Cloud AI, Five9 Genius AI, Talkdesk AI (Ascend).

Analytics & BI Platforms (21 products). AI capability embedded in established analytics, BI, and analytics-automation platforms that predate the AI. Boundary: in scope are AI copilots, assistants, and agents inside an incumbent BI/analytics suite; the Native counterpart is Data Analysis, where AI-first analytics tools (Hex, Julius) belong, not here. Now the deepest Embedded cell, spanning hyperscaler/enterprise BI (Power BI Copilot, Gemini in Looker, Amazon Q in QuickSight, Oracle Analytics Cloud, SAP Analytics Cloud), independents (Tableau, Qlik, ThoughtSpot Spotter, Strategy/MicroStrategy, Domo, Sisense, Sigma), legacy suites (IBM Cognos, SAS Viya, Spotfire, Pyramid), analytics automation (Alteryx), product analytics (Amplitude), open-source BI (Metabase), plus GoodData and Zoho Analytics.

Marketing Technology (17 products). AI capability embedded in established marketing platforms: marketing automation, customer engagement, CDP/journey orchestration, and marketing clouds that predate the AI and run without it. Boundary: in scope are AI copilots, assistants, and agents inside an incumbent martech suite; the Native counterparts are Content & Creative (generative creation) and Sales & Marketing (AI-first GTM execution), where AI-native martech startups belong, not here. Spans marketing-cloud/suite incumbents (Salesforce Marketing Cloud Next / Agentforce for Marketing, Adobe Marketo Engage, Oracle Fusion Marketing, SAP Engagement Cloud / Emarsys, Microsoft Dynamics 365 Customer Insights, Zeta Global's Athena) and the customer-engagement and email/messaging field (Braze Sage AI, Klaviyo, Iterable, Attentive, Bloomreach Loomi, MoEngage Merlin, CleverTap Clever.AI, Insider Sirius AI, Optimove OptiGenie, ActiveCampaign, Intuit Mailchimp). Note: HubSpot Marketing Hub's AI is Breeze, mapped once under CRM & Customer Experience Platforms and not duplicated here; Marigold's enterprise assets (Sailthru/Selligent) moved to Zeta Global in 2025 and are covered through the Zeta entry.

Search & Knowledge Platforms (3 products). AI capability embedded in established enterprise search and knowledge-management platforms that predate the model era. Boundary: in scope are pre-LLM search vendors that layered on generative answers; the Native counterpart is Enterprise Search & Knowledge. Representative: Coveo, Sinequa. (Guru held on curation.)

Data Platforms & Clouds (8 products). AI capability embedded in established data platforms, warehouses, and lakehouses. Boundary: in scope are incumbent data platforms that added vector search, AI governance, or model features; this is the Embedded side of the vector great divide. Representative: Databricks Mosaic AI, MongoDB Atlas Vector Search, pgvector, IBM watsonx.governance.

Security Platforms (22 products). AI capability embedded in established security platforms: SIEM, security operations, endpoint/XDR, and threat-management suites that predate the AI and run without it. The deepest single cell in either panel. Boundary: in scope are AI copilots, assistants, and agentic SOC analysts inside an incumbent security platform, plus AI-security modules absorbed into one; the Native counterpart is AI Security, where independent AI-security pure plays (HiddenLayer, Zenity, Noma, Straiker) belong, not here. Spans the enterprise SIEM/SecOps field (Microsoft Sentinel with Security Copilot, Google SecOps with Gemini in Security, CrowdStrike Falcon Charlotte AI, Splunk Enterprise Security, Palo Alto Cortex XSIAM, IBM QRadar watsonx, Securonix EON, Exabeam Nova, Rapid7 Incident Command, Elastic Security, Datadog Cloud SIEM Bits AI, Sumo Logic Mo Copilot, Fortinet FortiSIEM, Check Point Infinity AI Copilot, OpenText ArcSight Aviator), the endpoint/XDR field (SentinelOne Purple AI, Trend Vision One / Trend Companion, Sophos AI Assistant, Bitdefender GravityZone / CLAIRE, Tanium AI), and the earlier network/AI-defense modules Cisco AI Defense and F5 AI Guardrails. Note: Palo Alto's Prisma AIRS and Check Point's Lakera sit in the Native AI Security cell (distinct products from these SecOps platforms); Microsoft Defender XDR uses the same Security Copilot already mapped via Sentinel and is not double-counted; mid-market/MSP security platforms (Graylog, Coralogix, Cynet, Panther, ManageEngine Log360, Trellix Wise, Cybereason, WithSecure, ESET, and others) are held on watchlist.

Privacy & GRC Platforms (1 product). AI-governance capability embedded in established privacy-management and enterprise GRC platforms. Boundary: in scope are privacy and GRC incumbents that added AI governance; the Native counterpart is AI Governance, Risk & Compliance. Representative: OneTrust AI Governance.

Procurement & Supply Chain (Roadmap). AI capability embedded in established procurement and supply-chain suites. Not yet populated.

Development & DevOps Platforms (1 product). AI capability embedded in established development and DevOps platforms. Boundary: in scope are AI features inside a developer platform; the Native counterpart is Software Development & Coding. Representative: GitHub Copilot.

Industry Clouds (5 products). AI capability embedded in established industry-specific suites and platforms. Boundary: in scope are vertical incumbents whose core platform predates and survives without the AI; the Native counterparts are the matching Vertical Application cells. Representative: Lexis+ AI (Protégé, legal), Innovaccer (healthcare), Cognite Atlas AI (industrial), Ellucian Student (higher education), Oracle Health Clinical AI Agent.

5. Category census (August 2026, after the security endpoint follow-on)

Native panel: 29 cells, 26 populated (193 products). Embedded panel: 15 cells, 14 populated (126 products). Total: 44 cells, 40 populated, 319 products.

The only unpopulated Native cells are three orchestration cells (Model & Agent Gateways, Interoperability & Protocols, Agent Memory & Context). All seven other Native layers, including all six Vertical Application cells, are populated. On the Embedded side, fourteen of fifteen host categories are populated; only Procurement & Supply Chain remains defined but not yet populated. Embedded depth is now concentrated in four cells: Security Platforms (22, now the deepest single cell in either panel), Analytics & BI Platforms (21), Marketing Technology (17), and HCM & Talent Suites (16).

6. Maintenance rules

Boundaries are enforced by the methodology, not by category names. When a product could fit two cells, place it by its primary value and record the alternative in the rationale.

A cell that grows past roughly a dozen well-differentiated products is a candidate to split; a cell that stays at one or two members is a candidate to merge or to fold into a broader cell, unless it is deliberately reserved as roadmap. The Security Platforms cell (22) and the Analytics & BI Platforms cell (21) are now the clearest split candidates. Security Platforms could split along SIEM/SecOps versus endpoint/XDR versus other embedded security modules; Analytics & BI along hyperscaler/enterprise BI, independent BI, and product/embedded analytics. The Marketing Technology (17), HCM & Talent Suites (16), Labeling & Synthetic Data (12), Agent Platforms & Frameworks (13), and ERP & Finance Suites (13) cells are also on split-watch. Marketing Technology could split along marketing clouds/suites versus the customer-engagement and email/messaging field, and HCM & Talent Suites along enterprise HCM suites versus modern mid-market HR/payroll platforms, if either deepens further. The single-member Embedded cells (Privacy & GRC Platforms, Development & DevOps Platforms) are merge-watch only if they fail to grow. The Other Verticals holding cell should shed industries into dedicated cells (for example Real Estate/PropTech or Insurance) once any one reaches critical mass.

Every category change (add, split, merge, rename, or redefinition) is recorded in the edition delta with a reason, so the taxonomy stays auditable across editions.

7. Version history

  • v0.8 (August 2026). Security endpoint follow-on: Security Platforms (Embedded) deepened from 16 to 22 by adding Google SecOps (Gemini in Security) and the endpoint/XDR field (SentinelOne Purple AI, Trend Vision One / Trend Companion, Sophos AI Assistant, Bitdefender GravityZone / CLAIRE, Tanium AI). Google (Alphabet) and SentinelOne vendor records reused. Microsoft Defender XDR held (same Security Copilot already mapped via Sentinel); Trellix, Cybereason, Broadcom/Symantec CBX, WithSecure, ESET held on watchlist. Census refreshed to 319 products across 40 populated cells; Security Platforms (22) is now the deepest single cell in either panel.

  • v0.7 (August 2026). Security SIEM sprint: Security Platforms (Embedded) deepened from 2 to 16 using the G2 SIEM Grid as the market-presence authority. Added the enterprise SIEM/SecOps field (Microsoft Sentinel + Security Copilot, CrowdStrike Falcon Charlotte AI, Splunk Enterprise Security, Palo Alto Cortex XSIAM, IBM QRadar watsonx, Securonix EON, Exabeam Nova, Rapid7 Incident Command, Elastic Security, Datadog Cloud SIEM, Sumo Logic, Fortinet FortiSIEM, Check Point Infinity, OpenText ArcSight). Kept the Native/Embedded split clean: Prisma AIRS (Palo Alto) and Lakera (Check Point) remain in the Native AI Security cell as distinct products. Mid-market/MSP SIEMs (Graylog, Coralogix, Cynet, Panther, ManageEngine Log360, Trellix, Todyl, Blumira, LevelBlue) held on watchlist; Adlumin and NetWitness skipped (no named generative/agentic AI). Census refreshed to 313 products across 40 populated cells; AI Security / Security Platforms pairing added to Section 2.

  • v0.6 (August 2026). HCM sprint: HCM & Talent Suites (Embedded) deepened from 2 to 16 using the G2 HCM Software Grid as the market-presence authority. Added enterprise suites (SAP SuccessFactors Joule, ADP Workforce Now, UKG Pro Bryte AI, Dayforce Co-Pilot, Infor HCM, Darwinbox) and modern mid-market platforms (Rippling, Paycom, Paylocity, HiBob, Deel, Personio, isolved, Paychex). Workday Illuminate and Oracle Fusion HCM already held the cell and were not duplicated; BambooHR and Gusto (SMB anchors) and Paycor (consolidating under Paychex) held on watchlist; Namely skipped (no named shipping AI). Census refreshed to 299 products across 40 populated cells; HR & Talent / HCM & Talent Suites pairing added to Section 2. Only Procurement & Supply Chain remains Roadmap on the Embedded side.

  • v0.5 (August 2026). Marketing technology sprint: Marketing Technology (Embedded) populated from Roadmap to 17, using the G2 Marketing Automation grid as the market-presence authority. Members span marketing-cloud/suite incumbents (Salesforce Marketing Cloud Next, Adobe Marketo Engage, Oracle Fusion Marketing, SAP Engagement Cloud/Emarsys, Microsoft Dynamics 365 Customer Insights, Zeta Global Athena) and the customer-engagement/email field (Braze, Klaviyo, Iterable, Attentive, Bloomreach, MoEngage, CleverTap, Insider, Optimove, ActiveCampaign, Intuit Mailchimp). HubSpot Marketing Hub held as a duplicate of Breeze (CRM & CX); Zoho Marketing Automation and Marigold noted but not added (Zia already represented; Marigold's enterprise assets moved to Zeta); four AI-native martech tools (Regal AI, Tofu, Inflection.io, SuperAGI) held on the Sales & Marketing native watchlist. Census refreshed to 285 products across 40 populated cells; only Procurement & Supply Chain remains Roadmap on the Embedded side.

  • v0.4 (August 2026). Analytics expansion: Analytics & BI Platforms (Embedded) deepened from 3 to 21 with the legacy and modern BI field (Power BI, Looker, Qlik, Strategy, SAP Analytics Cloud, Amazon Q in QuickSight, Domo, Sisense, IBM Cognos, GoodData, SAS Viya, Spotfire, Pyramid, Amplitude, Metabase, Sigma, Zoho Analytics, Alteryx). Also added Oracle AI Agents for Fusion Cloud HCM (HCM & Talent Suites), Oracle Health Clinical AI Agent (Industry Clouds), and Tableau AI. Census refreshed to 268 products; Analytics & BI flagged as the top split candidate.

  • v0.3 (August 2026). Sprint 6 update: Embedded ERP & Finance Suites cell populated with 13 incumbents; census refreshed to 246 products across 39 populated cells. Finance & Operations / ERP & Finance Suites pairing added to Section 2.

  • v0.2 (August 2026). Sprint 5 update: all six Native Vertical Application cells populated and the Embedded Industry Clouds cell seeded with its first four members; census refreshed to 233 products across 38 populated cells. Vertical/Industry Clouds pairing added to Section 2.

  • v0.1 (August 2026). Initial taxonomy: 44 cells across both panels, boundaries and representative products for the populated cells, roadmap cells marked. Companion to the Native & Embedded Classification Methodology v0.1.