8 segments · 180 companies · as of Sep 18, 2026
Vertical AI
Industry-specific models and agents embedded in consequential workflows
Where it sits
Fed by: Models & Platforms
Vertical AI applies models to clinical care, scientific discovery, lending, professional information, engineering, learning and government operations. Proprietary data, workflow access and measurable outcomes determine whether vendors capture value or lose customers to general-purpose agents.
Why now
In 2026, ambient clinical tools and domain agents move into paid workflows. Frontier labs enter regulated industries, acquisitions combine data with software, and established information and education vendors face substitution as well as new demand.
Clinical documentation & care delivery
Ambient scribes, evidence assistants and care agents sell to clinicians, health systems and payers. EHR integration, reviewable output and documented time savings determine adoption; consumer health advice is a separate, lower-revenue entry point.
Dragon Copilot drafts encounter notes and retrieves clinical information inside health-system workflows, including Michigan
leaderAmbient documentation deployed at Kaiser Permanente and Johns Hopkins; Care Signals extends work beyond visit notes
leaderAI Charting and Art draft encounter notes and queue orders inside the hospital EHR for clinician review
majorClinical evidence answers link physicians to medical literature and guidelines through its dedicated question interface
majorClinical AI Agent drafts notes, suggests coding and reviews charts within Oracle Health clinical workflows
majorAutoScribe, coding and visit summaries support Cleveland Clinic's enterprise ambient-documentation rollout
challengerAugmedix ambient notes and AI revenue-cycle tools combine documentation with hospital operational workflows
majorIodine documentation-integrity models detect missed clinical details and link care records with revenue-cycle automation
majorPathway evidence answers and DoxGPT put clinical AI into an established physician network
challengerAssistant and Dictation draft clinical notes inside Epic and MEDITECH; St. Mary's Healthcare is a customer
challengerAmbient notes, coding support and clinical actions integrate with major EHRs for multilingual patient encounters
challengerPatient-facing voice agents support WellSpan outreach and care navigation, with clinical escalation beyond non-diagnostic tasks
challengerGravity deploys healthcare-context agents for referral intake, benefits checks and prior-authorization preparation
majorIgnite joins EHR, claims and operational data; Healthcare.AI adds predictive analysis to hospital reporting workflows
majorTrueMotion tracks therapeutic movement; AI care-team automation improves digital physical-therapy economics
majorVoiceAI answers and places patient calls for scheduling, refills and billing, writing outcomes back to practice records
challengerAmbient scribe turns consultations into notes, referrals and follow-up documents for clinicians across languages
challengerSpark Medical and Xiaoyi support clinical decision workflows and consumer health queries in China
majorAI Doctor supports clinician-guided consultations and follow-up inside Ping An's online care and employer-health services
majorJingyi Qianxun and MedWork assist online clinicians; AI health guidance feeds existing pharmacy and care transactions
challengerAfu, formerly AQ, answers health questions and connects users with clinicians through Alipay-related services
challengerChatGPT for Healthcare deploys at Stanford Children's, UCSF and other systems; Health adds a consumer entry point
emergingClaude for Healthcare connects coverage, coding and research sources for authorization and administrative workflows
emergingAI symptom checking and pre-visit interviews connect Japanese consumers, hospitals and pharmaceutical outreach
niche
Sources: epic.com, cnbc.com, healthcatalyst.com, innovaccer.com, phreesia.com, heidihealth.com
Medical imaging & diagnostics
Imaging vendors and clinical software specialists use AI for reconstruction, triage and image interpretation. Computational pathology and imaging-linked molecular diagnostics are included; standalone screening assays are not. Clinical evidence and workflow integration determine adoption.
AIR Recon DL and imaging applications reach scanner customers; acquired Intelerad adds radiology workflow distribution
leaderAI-Rad Companion, syngo tools and deep-learning reconstruction embed diagnostic AI into radiology workflows
leaderAI ultrasound, reconstruction and advanced visualization improve radiology throughput across installed systems
majorDeepHealth combines breast-screening AI, iCAD and See-Mode with outpatient imaging-center distribution
majorPaige pathology models, oncology data and Ambry genetics combine imaging and molecular diagnostics
majorFFRct and Plaque Analysis quantify coronary blood flow and atherosclerosis from CT to support cardiology decisions
majorGenius AI Detection analyzes mammograms and tomosynthesis images for suspicious lesions within breast-screening workflows
majorINSIGHT reads chest and breast images; Volpara distributes screening software and SCOPE supports pathology analysis
challengeraiOS routes scans through cleared triage models and coordinates alerts inside hospital imaging and care workflows
majorAI stroke and vascular detection alert care teams and route urgent imaging findings into treatment workflows
majorMedical-system AiCE and PIQE use deep-learning reconstruction to improve CT and MRI images within scanner workflows
majorVisage AI Accelerator integrates model development and deployment with radiology viewers; Mayo Clinic is a partner
majorMI Clarity and AI Insights combine computational pathology and molecular data for breast and other cancer decisions
challengerREiLI image recognition and Synapse workflow software support detection, segmentation and radiology productivity
majorAI reconstruction in uMR and CT scanners distributes clinical models through radiology equipment channels
majorAmplifier deploys vetted third-party AI; acquired Oxipit adds autonomous normal-chest examination workflows
majorqXR and qER support chest screening and head-CT triage, including tuberculosis and lung-cancer workflows
challengerHandheld ultrasound integrates AI scan guidance and interpretation with a third-party application ecosystem
challengerSwoop portable brain MRI uses Optive AI reconstruction; its latest cleared software adds isotropic T1 imaging
challengerAnnalise radiology and Franklin pathology models flag findings for diagnostic review during a reported US-focused restructuring
challengerClara, MONAI and computing partnerships supply imaging-model development and deployment to scanner and AI vendors
majorDeepCARS predicts inpatient deterioration in Korea; US 510(k) clearance failed in 2026 and requires resubmission
nicheJBS-01K stroke MRI analysis is used by Seoul Asan Medical Center on subscription; overseas expansion remains early
nicheNociscan analyzes lumbar-disc MR spectroscopy for pain localization; early commercial use accompanies the CLARITY trial
emerging
Sources: gehealthcare.com, radnet.com, investors.hyperfine.io, hologic.com, global.medical.canon, gminsights.com
AI discovery & life-science tools
Model developers, automated laboratories and scientific software vendors help pharma select targets, design molecules and run trials. Evidence from experiments, clinical progress and paid partnerships distinguishes useful discovery systems from computational demonstrations.
The Recursion OS pairs industrial biology with AI design; integrated Exscientia programs add chemistry and pharma partners
leaderIsomorphic Labs uses AlphaFold-derived molecular models in Lilly and Novartis drug-design collaborations
leaderLiveDesign and physics-based molecular simulation combine machine learning with chemistry workflows for pharma customers
majorPharma.AI links target discovery and molecule design with a clinical pipeline; Hong Kong IPO completed December 2025
majorGenerative protein design advances biologics including Phase 3 asthma antibody GB-0895
majorGenerative antibody design supports ABS-201 clinical development and partnered drug-discovery programs
challengerComputational antibody discovery and wet-lab screening support partners and the ABCL635 clinical program
majorAI and physics models pair with robotic experiments for pharmaceutical screening and validation
challengerTuneLab shares drug-discovery models with partners; a joint NVIDIA lab expands computational research capacity
majorGenentech AI discovery and Nvidia collaboration use proprietary biology data to improve molecular design
majorplai analytics and AI discovery partnerships bring predictive models into research and clinical-development decisions
majorGefion/NVIDIA discovery models and an OpenAI partnership support drug-target analysis and early-development workflows
majorBioNeMo and Clara life-science models provide the computing and model layer used by pharma discovery partners
majorBiosimulation supports drug decisions; CoAuthor uses a biomedical GPT to draft clinical and regulatory documents
majorDynamo combines molecular dynamics, machine learning and lab experiments to design compounds against difficult protein targets
challengerChai-2 and custom models generate biologics for Lilly under a drug-discovery collaboration
challengerMachine-learning models pair human-cell experiments with disease data in discovery partnerships including BMS
challengerX-Cell learns from perturbation experiments to predict cellular responses and guide experimental drug-discovery work
emergingNvidia partnership combines healthcare data with AI agents for trial operations and life-science workflows
majorVault AI agents automate regulated clinical, regulatory and commercial workflows for life-science customers
majorClario endpoint data and OpenAI/Nvidia relationships support AI-enabled research, trial analytics and lab workflows
majorDRAGEN and NVIDIA collaboration connect genomic analysis with AI drug-discovery and multiomics workflows
majorAI-Immunology predicts vaccine targets for cancer and infection programs; clinical validation remains the commercial bottleneck
emergingProtein design via GaluxDesign supports collaborations with Celltrion, LG Chem and Boehringer Ingelheim
emerging
Sources: investor.nvidia.com, etnet.com.hk, relaytx.com, certara.com, cnbc.com, gminsights.com
Lending, insurance & banking AI
Lenders and insurers use models to price risk, verify documents, detect fraud and service accounts. Loss performance and auditable decisions determine adoption. Banking assistants add a distribution layer, while specialist vendors sell models into incumbents.
The FICO Platform combines scoring, model management and decision optimization in bank underwriting workflows
leaderAI underwriting prices consumer loans for bank and credit-union partners; funding availability limits origination capacity
leaderAI credit network helps lender partners approve additional borrowers and places loans with institutional capital
majorProNavigator and PricingCenter add insurance-specific assistance and model-based pricing to carrier software workflows
majorEstimate-STP automates vehicle-damage estimates from photos; USAA is an insurer customer
majorISO and Xactimate data connect directly to Claude, extending insurance analytics into underwriting and claims agents
majorAscend uses credit data and model tools for lending; Agent Operating System adds governed agents for early adopters
majorCredit Tech uses graph models and machine learning to supply credit scoring and risk services to financial partners
majorAI underwriting, claims review and agent assistance operate across insurance and banking distribution
majorAI Jim automates first-loss intake and claims triage; complex insurance cases still require human review
majorLoan PreCheck and AI intelligence units automate lending documents and credit workflows for bank customers
majorFCM AI Agent investigates screening alerts and documents recommendations for bank financial-crime teams
majorTransformer-based underwriting combines repayment and purchase data to price pay-over-time credit in a controlled rollout
majorMachine-learning credit decisions price short-term consumer loans using repayment and transaction data
majorTelematics and machine learning price auto policies; embedded Carvana distribution adds vehicle-purchase context
challengerFinancial Crimes Defender uses ML/AI to flag suspicious bank transactions and supports fraud and compliance casework
majorACI Fraud Management combines behavioral analytics and ML risk scores for real-time bank and merchant payment decisions
majorLuLu Lending Intelligence and underwriting models serve credit unions; Commonwealth uses its AI lending platform
majorInsurance-specific fraud and claims models support AXA investigations and automated triage across its country operations
majorAI models review digital insurance claims and support underwriting inside ZhongAn's online distribution business
challengerThe banking app accepts conversational and voice instructions for transfers, account questions and service navigation
challengerClaude-powered Financial Crimes AI Agent is in development with BMO and Amalgamated Bank; broader rollout planned
challengerAutopilot reviews documents and borrower income for Rapid Refi and Home Equity loans; lender access remains in preview
challengerCortex gives Gold subscribers portfolio explanations and market analysis within the brokerage app
challenger
Sources: verisk.com, temenos.com, jackhenry.com, aciworldwide.com, experianplc.com, fico.com
Financial, legal & professional information
Banks, law firms and other professionals buy trusted data, analysis and workflow tools. AI-native vendors automate research and drafting while incumbents license proprietary sources. General agents threaten interface and subscription pricing, making both suppliers and exposed incumbents relevant.
CoCounsel uses Westlaw and Practical Law content for cited legal research, drafting and document review
leaderLexis+ with Protege embeds cited legal research and agents; general assistants pressure the subscription interface
leaderAssistant and Vault combine legal drafting, research and document review for law firms, with licensed-content partnerships
majorKensho and MCP connectors put licensed financial data into ChatGPT and analyst research workflows
majorASKB beta brings conversational analysis to Terminal workflows, backed by licensed financial and news data
majorVitalLaw Expert AI and CCH automate legal and tax research as general agents challenge reference subscriptions
majorResearch Assistant answers credit questions from licensed research; data feeds also support third-party agents
majorWorkspace AI Search and licensed-data connectors integrate market information into analyst and frontier-model tools
majorMercury and Agent Hub automate portfolio research; agent-led data access threatens traditional workstation pricing
majorDeep Research and enterprise search combine filings, expert calls and private documents for investment research
majorDirect Advisory Suite's AI assistant replaces Mo, combining investment research, portfolio analysis and proposal preparation
majorCollaborative legal research and drafting agents serve firms including White & Case and Linklaters
challengerAcquired vLex adds Vincent legal research to practice management, linking case law with law-firm workflows
challengerCeleste serves professional firms including BakerHostetler; DealCloud connects relationship and deal data to analyst assistants
majorPortfolio insights and licensed index/risk data connect investment analysis with AI assistants and client agents
majorTurboTax and QuickBooks agents draft tax and accounting work, moving value from manual entry to reviewed automation
majorAskGartner summarizes proprietary research; cheaper general AI answers threaten advisory subscription demand
majorDeep Dive answers questions over large case-document collections with source citations for litigation teams to verify
challengerCecilia Q&A Advanced Research uses multi-step reasoning to investigate facts and retrieve evidence from litigation documents
challengerFinance-specific agents automate investment-banking research and modeling for firms including Lazard
challengerMatrix agents analyze large document collections for diligence and investment research at asset managers
challengerSmart Categorization uses AI to classify products for indirect tax; deterministic calculation preserves compliance controls
nicheChatGPT for Financial Services combines licensed market-data connectors with analyst research and professional workflows
challengerClaude finance tools and Cowork legal plugins challenge paid information interfaces while licensing specialist data
challenger
Sources: thomsonreuters.com, lawnext.com, investing.com, newsroom.morningstar.com, csdisco.com, everlaw.com
Engineering, construction & logistics AI
Engineers and operators buy AI through design, simulation, factory twins and construction software. Contractor, property and logistics systems add agents for field work, fulfillment and trade compliance. Accuracy and integration with operational records determine adoption.
Industrial Copilot generates automation code; Altair simulation and NVIDIA twins extend design-to-factory workflows
leader3DEXPERIENCE virtual twins and NVIDIA partnership embed AI companions in engineering and manufacturing workflows
leaderAcquired Ansys offers SimAI Pro/Premium and new GeomAI, applying learned physics and geometry to engineering design
majorMillennium AI and acquired MSC/BETA CAE tools connect physics simulation with AI-driven engineering exploration
majorForma and Autodesk Assistant bring generative design and document answers into building and construction workflows
majorOpenSite+ and iTwin analytics apply AI to civil design and infrastructure assets; newer design features remain in rollout
majorCreo 13 AI Assistant supports engineers; retained Creo and Windchill define its post-IoT-divestiture software role
majorBluebeam Max automates construction-document tasks; the Claude connector gives agents access to project information
majorSketchUp AI Render and Generate Object sell as paid design tools; Claude connector links models with AI assistance
majorAgent Builder and acquired Datagrid automate construction records; embedded workflow agents remain in beta rollout
majorAspenTech process models and AVA industrial AI agents automate operational analysis and optimization
majorAVEVA industrial analytics and AI assistants use engineering and operations data for plant workflows
majorBricsCAD AI and asset-lifecycle software form a separate issuer after Hexagon's May 2026 spin-off
majorManhattan Active Agents act on warehouse, labor and fulfillment data; Agent Foundry customizes supply-chain workflows
majorEmulate3D twins validate factory designs; FactoryTalk Design Studio AI agents help generate and review control logic
majorFree Trade Intelligence analyzes bills of materials, tariffs and origin rules for auditable sourcing and logistics decisions
majorAtlas and Max automate contractor booking, dispatch and job follow-up; the Max package remains in limited release
challengerOmniverse and PhysicsNeMo provide simulation and learned-physics infrastructure to industrial software partners
majorLGM-Aero and physics AI accelerate engineering; Siemens collaboration optimizes data-center power systems
challengerAI performance prediction from CAD supports engineering; disclosed customers include Airbus and Subaru
challengerQuantifAI automates quantity takeoff and cost estimation from construction drawings for project teams
majorTPT2 time-series models predict industrial process behavior and support closed-loop plant optimization
challengerRealm-X agents execute leasing and property tasks; its Claude connector is in beta for external assistant access
majorApollo acts across leasing, maintenance and resident communications inside the property-operations platform
challenger
Sources: cadence.com, ansys.synopsys.com, rockwellautomation.com, manh.com, descartes.com, cambashi.com
Education & training
Learners and institutions buy tutoring, practice, courseware and learning systems. AI lowers content and support costs but also substitutes for paid homework answers. Adoption inside real courses, paid practice products and measurable engagement matters more than generic AI curricula.
Video Call with Lily drives paid AI conversation practice; 2026 tests extend access from Max into Super
leaderGemini for Education and LearnLM support school workflows; Khanmigo integration adds generated visual learning aids
leaderChatGPT Study Mode tutors through guided questions; education deployments distribute general AI into campus learning
majorCoach and AI roleplay complement courses; completed Udemy merger combines enterprise and consumer learning catalogs
majorAI Study Tool provides course-grounded explanations and practice in MyLab, Mastering, Revel and Pearson+
majorAI Reader generates explanations and practice questions inside paid Connect and GO eTextbooks
majorKhanmigo guides students through problems and helps teachers prepare lessons, with Gemini-powered visual explanations
majorAI conversation tutor sells spoken-language practice; OpenAI-backed financing supports international expansion
challengerSpark-powered learning devices and personalized study systems monetize Chinese household demand for AI tutoring
majorZiyue education models power Hi Echo conversation practice, translation and AI learning devices
majorThink Academy TalPad T100 and Xueersi learning tools integrate AI tutors with curriculum and learning devices
majorCanvas IgniteAI Agent uses Amazon Bedrock to generate rubrics and manage course workflows inside the learning platform
majorLumi creates Brightspace course materials; Learner Mode adds personalized study support in a scheduled September beta
majorStudy tools turn learner notes into AI quizzes, flashcards and practice challenges within Kahoot+ subscriptions
majorVarsity Tutors Live + AI combines human instruction with Tutor Copilot, adaptive practice and an on-demand AI Tutor
challengerHarmony Tutor answers course-grounded questions while AI Creator turns source material into corporate learning content
majorCAISY Conversation AI Simulator lets employees rehearse management, sales and customer-service interactions with feedback
nicheAI Guru answers test-preparation questions; voice-based Ask AI and AI Grader support Indian learners and instructors
majorSanta AI adapts exam practice and feedback to learners; the operator continues under the former Riiid company's new name
challengerQANDA uses photo-based math questions and education models to deliver stepwise tutoring across Asian markets
challengerGrammarly for Education supports writing feedback and authorship workflows while generic AI pressures editing tools
challengerClaude for Education uses guided Learning mode in university deployments, including Northeastern
challengerSmartAll uses adaptive practice and learning analytics in Korean children's digital lessons and study subscriptions
nicheStudy subscriptions face substitution by free AI answers; SkillMate AI supports its employability-training business
niche
Sources: investor.coursera.com, instructure.com, skillsoft.com, d2l.com, kahoot.com, iagen.unam.mx
Defense & government software
Public agencies buy secure assistants, intelligence analysis, decision support and administrative software. Accreditations, deployment environments and funded contracts determine adoption. This segment covers software; weapons, drones and other physical platforms remain in their own theme.
Maven and Gotham fuse government data into decision workflows; 2026 plans move Maven toward a program of record
leaderLattice fuses sensor data and coordinates counter-drone operations; task orders sit within a larger contract ceiling
leaderDonovan deploys mission-specific agents on classified and air-gapped networks; Meta holds a non-controlling stake
majoraiSSEMBLE provides reusable model and deployment components for government AI systems through Platform One procurement
majorGemini for Government provides secure assistance on GenAI.mil for administrative and mission-support work
majorChatGPT Mil launched on GenAI.mil at IL5 in August 2026 for unclassified planning, logistics and administration
majorStarshield AI's Grok for Government launched on GenAI.mil at IL5 in August 2026, extending xAI's government business
challengerFederal Microsoft 365 Copilot for government reaches federal agencies through GSA OneGov offers and secure cloud distribution
majorNEXYTE fuses OSINT and authorized agency data; AI models and agentic flows support military and law-enforcement investigations
majorAltra software combines sensor data and command workflows across partner defense platforms
challengercortAIx and HexaForce apply AI to command and mission analysis; the new software platform remains in rollout
majorDarkBlue intelligence software applies AI/ML to analyst searches across open, deep and dark-web sources
majorArk maps defense supply-chain dependencies and acquisition risk for customers including the US Air Force
majorSpectra tasks satellites and applies AI to imagery for rapid monitoring and intelligence workflows
challengerDecrypt and intelligence agents organize foreign-language information for defense analysts and mission decision support
challengerAcquired Ask Sage provides secure model access and agent orchestration for defense and regulated government workflows
challengerPANDA predicts aircraft-maintenance needs from operational data for the US Air Force
majorDraft One turns body-camera audio into officer-reviewed police reports, distributed through existing agency workflows
majorResident AI Assistant powers verified public-service answers, including South Carolina's Bradley assistant
majorGenesis applies source-linked agentic analysis to digital evidence in an early-access investigative workflow
challengerClaude government access remains contested after an August court ruling against the Pentagon risk designation
challengerParcata identifies and patches software vulnerabilities; external mission deployment remains at an early stage
emergingSpace AI Analytics demonstrates satellite-image interpretation for government intelligence and geospatial decisions
emergingcotomi v3 participates in Japan's government AI trial; selection does not establish subsequent paid procurement
emerging
Sources: war.gov, cognyte.com, boozallen.com, blacksky.com, vannevarlabs.com
Glossary
- Ambient scribe
- Software that drafts clinical notes from a patient visit for a clinician to review.
- Digital twin
- A software representation of a physical asset used for simulation, design or operations.
- Underwriting
- Estimating the risk and price of extending credit or providing insurance.
- In silico
- Experiments or predictions performed with computer models before or alongside laboratory work.
Heat, spend, exposure and shares are editorial estimates. How to read the map ↗