The ML, AI & Data Landscape
Machine learning, AI and data: the whole ecosystem, hiring now.
46 categories · 628 companies · 42,058 open jobs
A comprehensive interactive map of the machine learning, AI and data ecosystem, laid out as super-columns (infrastructure, analytics, ML and AI, enterprise and industry applications, and data sources) that break down into detailed categories. Every logo links straight to that company's open roles on TheJobsMap, and only companies that are actively hiring appear.
INFRASTRUCTURE
79 companiesDatabases & Query Engines
Operational OLTP, NoSQL and serverless databases.
Data Warehouses & Lakehouses
Cloud analytical stores and lakehouses.
Data Integration & ETL/ELT
Pipelines that move and transform data.
Data Orchestration & Workflow
Scheduling and durable workflow engines.
Streaming & Messaging
Event streams, webhooks and notifications.
Data Observability, Quality & Governance
Monitoring, lineage and data trust.
Vector & Search Infrastructure
Embeddings, retrieval and search indexes.
Cloud & Compute Infrastructure
Edge, deploy and GPU/serverless compute.
ANALYTICS
32 companiesBusiness Intelligence & Visualization
Dashboards, BI and data exploration.
Product & Behavioral Analytics
Event and product-usage analytics.
Metrics & Data Science Platforms
Modeling, metrics and DS workbenches.
Log Analytics & Observability
Metrics, logs and traces for production.
Enterprise Search & Knowledge
Search over internal knowledge.
MACHINE LEARNING & AI
253 companiesClosed-Source Foundation Models
Frontier proprietary model labs.
Open-Source & Model Hubs
Open weights, hosting and model hubs.
GPU Cloud & AI Chips
Silicon and clouds for training/inference.
ML Platforms & Training
Build, fine-tune, deploy and serve models.
MLOps & AI Observability
Eval, monitoring and guardrails for AI.
Data Labeling & Synthetic Data
Human data, labeling and synthetic data.
AI Coding & Developer Tools
AI pair-programmers and coding agents.
AI Agents & Automation
Autonomous agents and voice automation.
Search & Knowledge Assistants
AI answers over the web and your data.
Generative Media
Image, video, voice and music generation.
Computer Vision & Perception
Vision, perception and physical sensing.
Vertical AI Applications
AI built for one industry or workflow.
APPLICATIONS - ENTERPRISE
127 companiesSales & CRM
Pipeline, prospecting and revenue tools.
Marketing & Growth
Lifecycle, messaging and growth tools.
Customer Support & Experience
Support, helpdesk and CX platforms.
Productivity & Collaboration
Docs, design and team collaboration.
HR, People & Payroll
Hiring, payroll and people ops.
Finance, Spend & Accounting
Cards, spend, close and FP&A.
Legal, Compliance & Security
Auth, GRC, legal and security software.
Developer & IT Ops
Source, CI and internal tooling.
APPLICATIONS - INDUSTRY
172 companiesFintech & Financial Services
Payments, banking, cards and crypto.
Healthcare & Life Sciences
Care delivery, biotech and health data.
Transportation & Autonomous
Autonomy, mobility and EVs.
Aerospace & Defense
Space, defense and hard-tech.
Commerce & Retail Tech
Marketplaces, retail and commerce.
Logistics & Supply Chain
Freight, fulfillment and supply chain.
Real Estate & Construction
Proptech and construction tech.
Gaming & Media
Games, social and media platforms.
DATA SOURCES & APIS
25 companiesFinancial & Market Data
Market, payments and financial data APIs.
B2B, People & Company Data
Company, contact and enrichment data.
Web Data & APIs
Web crawling and data-for-AI APIs.
Location & Geospatial Data
Maps, places and geospatial data.
Data Marketplaces & Enrichment
On-chain and marketplace data.
