Amazon vs Databricks

Amazon — Application · Public · $2.8T mkt cap · 4 of 4 figures sourced  |  Databricks — Infrastructure · Private · $190B valuation · 5 of 5 figures sourced

Relationship

Amazon Kendra and Databricks AI Search do comparable work on vector search; smaller scale (private).

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

10 of 23 capabilitiesShared product typeSmaller scale

10 of 23 capabilities — Shares agent orchestration, data analysis, document extraction and 7 more.

Ludbee capability tags · from the product records

Shared product type — Both ship agent platform, application, data service and 3 more.

Ludbee product records

Smaller scale — Databricks: $190B valuation, against Amazon's $2.8T market cap.

Ludbee scale figures · valuation, market cap or revenue estimate

Aligned comparison

FieldAmazonDatabricks
Size$2.8T mkt cap$190B valuation different basis
Employees1,576,00010,000 Databricks has 158× fewer
Founded19942013 19 yrs later
StatusPublicPrivate
CategoryApplicationInfrastructure
Stack layerAPI service, Agent platform, Application, Data service, Developer tool, Hardware, Model API, PlatformAgent platform, Application, Data service, Developer tool, Infrastructure service, Model API, Platform
HeadquartersSeattle, USASan Francisco, USA

Capability overlap

Shared · 10

Agent orchestrationData analysisDocument extractionEvaluation and observabilityModel hostingModel inferenceModel trainingKnowledge retrievalVector searchWorkflow automation

Not verified for Databricks · 13

Accelerator siliconAgentic codingAI compute hardwareClinical documentationCode generationCode reviewCustomer supportSpeech to textText to speechTranslationVideo analyticsVoice agentSearch answers

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

Not verified for Amazon · 2

Guardrails and safetyPresentation generation

Recorded for Databricks. Amazon’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

Amazon

Application

Alexa+Application

Amazon's generative-AI Alexa: a conversational assistant across Echo devices and the Alexa app that handles multi-step requests, remembers context and acts on behalf of the user.

Agent platform

Amazon Connect HealthAgent platform

Agentic AI for healthcare providers and health-tech developers: patient verification, appointment management, ambient clinical documentation, patient insights and medical coding, delivered inside Amazon Connect Customer for patient engagement and via an SDK at the point of care.

Amazon Nova ActAgent platform

An AWS platform for building and running AI agents that automate browser-based UI workflows, billed per agent-hour of active work.

Amazon QuickAgent platform

AWS's subscription AI work assistant combining chat-based research, business-intelligence dashboards and workflow automation, positioned as the successor to Amazon Q Business.

Developer tool

Amazon Q DeveloperDeveloper tool

An AWS coding assistant that generates, reviews, tests and autonomously modifies code inside IDEs and the CLI.

KiroDeveloper tool

Agentic AI development platform (IDE, CLI, web, mobile) that turns prompts into executable specs, validates code with property-based testing and runs parallel agents across large codebases.

Platform

AWS TransformPlatform

Agentic-AI enterprise IT transformation workbench that accelerates cloud migration, application modernization (mainframe, Windows, custom code) and continuous tech-debt reduction.

Amazon Bedrock AgentCorePlatform

Production AI-agent operational platform (framework- and model-agnostic) providing security controls, tool integration, debugging and evaluation for deployed agents.

Amazon Connect CustomerPlatform

Cloud contact-centre service, formerly simply 'Amazon Connect', now positioned as an agentic-AI customer-experience solution: AI agents and intelligent routing across voice, chat, email, SMS, web and WhatsApp, designed on a no-code canvas, with real-time performance tracking for agents and supervisors.

Amazon SageMaker AIPlatform

AWS's unified platform for building, training and deploying machine learning and generative AI models.

Data service

Amazon KendraData service

A managed AWS enterprise search service that answers natural-language queries and powers retrieval-augmented generation over indexed content.

Model API

Amazon BedrockModel API

AWS service that serves models from several providers behind one API, with tooling for agents and evaluation.

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.

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.

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.

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.

No counterpart

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

API service

AWS HealthScribeAPI service

HIPAA-eligible service that transcribes patient-clinician conversations and generates preliminary clinical documentation with evidence mapping back to the transcript.

Amazon ComprehendAPI service

Natural-language-processing service that extracts key phrases, sentiment, entities, document classification and PII redaction from text.

Amazon LexAPI service

A managed AWS service for building voice and text conversational bots, built on the same technology as Alexa.

Amazon PersonalizeAPI service

Recommendation engine trained on user-interaction data to deliver real-time personalized recommendations across web, app and marketing channels.

Amazon PollyAPI service

A managed AWS API that converts text into synthesized speech across more than 40 languages and voice styles.

Amazon RekognitionAPI service

A managed AWS API for image and video analysis, including object and face detection, text extraction from images and content moderation.

Amazon TextractAPI service

A managed AWS API that extracts text, handwriting, forms and tables from scanned documents.

Amazon TranscribeAPI service

A managed AWS API that converts speech to text using an automatic speech recognition model.

Amazon TranslateAPI service

Neural machine translation service for batch and real-time cross-lingual text translation with brand-terminology customization.

Hardware

AWS InferentiaHardware

AWS's custom silicon for machine learning inference, purchased via Amazon EC2 Inf1 and Inf2 instances rather than as a standalone chip.

AWS TrainiumHardware

Amazon's own training accelerator, rented by the hour inside EC2 instances rather than sold as a part.

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

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.