Applied Materials vs Databricks

Applied Materials — Hardware · Public · $380.7B mkt cap · 4 of 4 figures sourced  |  Databricks — Infrastructure · Private · $190B valuation · 5 of 5 figures sourced

Relationship

Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.

Aligned comparison

FieldApplied MaterialsDatabricks
Size$380.7B mkt cap$190B valuation different basis
Employees36,50010,000 Databricks has 3.6× fewer
Founded19672013 46 yrs later
StatusPublicPrivate
CategoryHardwareInfrastructure
Stack layerApplication, Hardware, PlatformAgent platform, Application, Data service, Developer tool, Infrastructure service, Model API, Platform
HeadquartersSanta Clara, USASan Francisco, USA

Capability overlap

Shared · 4

Data analysisEvaluation and observabilityModel trainingWorkflow automation

Not verified for Databricks · 2

Industrial automationSemiconductor manufacturing equipment

Recorded for Applied Materials. Databricks’s product records say nothing either way — a missing record is not a missing capability.

Not verified for Applied Materials · 8

Agent orchestrationDocument extractionGuardrails and safetyModel hostingModel inferencePresentation generationKnowledge retrievalVector search

Recorded for Databricks. Applied Materials’s product records say nothing either way — a missing record is not a missing capability.

Products, side by side

Algorithmic pairing — assembled from recorded fields, not hand-checked

Applied Materials

Application

SmartFactory AI Predictive MetrologyApplication

Fab software that uses machine learning to predict metrology measurement values in real time with confidence scores, reducing reliance on physical measurement and auto-retraining models when drift is detected.

SmartFactory AI Run-to-Run Advanced Recipe TuningApplication

Software that augments existing run-to-run process control with machine learning models that recommend recipe parameter adjustments for high-mix, low-volume and nonlinear processes.

SmartFactory Defect ClassificationApplication

AI-based fab software that automatically detects and classifies wafer inspection images into more than 100 defect categories, replacing manual and rule-based defect review.

Platform

AIxPlatform

Applied's Actionable Insight Accelerator platform, which combines chamber sensors, inline metrology, digital twins and machine learning algorithms to optimise semiconductor process recipes from millions of wafer and chip measurements.

SmartFactory AI IQworksPlatform

Data and model management platform that covers the full AI/ML lifecycle for fabs, from data preparation and model building through deployment and drift monitoring, without requiring coding expertise.

Databricks

Application

AI/BIApplication

AI-native business-intelligence product comprising AI/BI Dashboards (AI-assisted dashboard/visualization creation) and Genie Spaces (conversational natural-language exploration of data), built into the Databricks Data + AI Platform with Unity Catalog governance and no per-seat licensing.

Genie OneApplication

AI coworker (the evolution of the earlier Databricks Assistant/Genie) that lets business users ask questions, take action and drive outcomes over enterprise data via natural language, integrating with Slack, Teams, Jira, Google Drive and Salesforce, with mobile apps.

Platform

Databricks AIPlatform

Databricks' tooling for building, fine-tuning, serving and evaluating models and agents on lakehouse data.

Databricks Data + AI PlatformPlatform

Lakehouse platform for storing, governing, querying and sharing enterprise data.

No counterpart

Applied Materials sells these in a stack layer with no product recorded for Databricks yet — nothing on the other side to compare them against.

Hardware

Enlight 3 Optical InspectionHardware

Brightfield optical wafer inspection system whose third-generation ExtractAI technology pairs its scan data with SEMVision eBeam review to separate yield-killing defects from millions of nuisance signals.

KinexHardware

Integrated die-to-wafer hybrid bonding system for HBM, AI accelerators and co-packaged optics, with an AIx-powered software suite providing predictive maintenance, die-level traceability and multi-binning.

SEMVision H20Hardware

Cold field emission eBeam defect review system that integrates deep learning AI to automatically extract and classify yield-killing defects from wafer inspection data.

VistaraHardware

Modular wafer-processing platform holding four to twelve mixed ALD, CVD, epitaxy and etch chambers, instrumented with thousands of sensors that feed Applied's AIx software for machine-learning recipe acceleration.

Databricks sells these in a stack layer with no product recorded for Applied Materials yet — nothing on the other side to compare them against.

Agent platform

Agent BricksAgent platform

A control plane for building, evaluating, governing and monitoring AI agents across proprietary and open-source models, with native MCP support.

Developer tool

Databricks Model TrainingDeveloper tool

A managed service for fine-tuning open-source LLMs or training custom models on enterprise data using dedicated GPU infrastructure.

Infrastructure service

Unity GatewayInfrastructure service

Enterprise AI gateway providing centralized cost tracking/budgets, model access (Claude, GPT, Gemini, Grok and others), security/governance (access policies, PII/PHI filtering, audit trails), smart routing and observability across an organization's AI systems.

Data service

Databricks AI SearchData service

A managed hybrid semantic, keyword and vector search service (formerly Mosaic AI Vector Search) with automatic data sync and Unity Catalog governance.

Model API

Databricks Model ServingModel API

A managed endpoint service for deploying and governing classical ML models, generative models and agents from one interface.