Alphabet (Google) vs Amazon

Alphabet (Google) — Foundation Models · Public · $4.2T mkt cap · 4 of 4 figures sourced  |  Amazon — Application · Public · $2.8T mkt cap · 4 of 4 figures sourced

Relationship

Google Cloud Natural Language API and Amazon Comprehend do comparable work on document extraction; both also serve buyers who need to extract facts from text; same layer and the same scale band (mega-cap).

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

20 of 30 capabilitiesShared product typeSame scale band

20 of 30 capabilities — Shares AI compute hardware, accelerator silicon, agent orchestration and 17 more.

Ludbee capability tags · from the product records

Shared product type — Both ship API service, agent platform, application and 4 more.

Ludbee product records

Same scale band — Both mega-cap.

Ludbee scale bands · from valuation and funding figures

Aligned comparison

FieldAlphabet (Google)Amazon
Market cap$4.2T$2.8T Amazon has 33% less
Employees190,8201,576,000 Amazon has 8.3× more
Founded19981994 4 yrs earlier
StatusPublicPublic match
CategoryFoundation ModelsApplication
Stack layerAI agent, API service, Agent platform, Application, Developer tool, Hardware, Model API, PlatformAPI service, Agent platform, Application, Data service, Developer tool, Hardware, Model API, Platform
HeadquartersMountain View, USASeattle, USA

Capability overlap

Shared · 20

Accelerator siliconAgent orchestrationAgentic codingAI compute hardwareCode generationCode reviewCustomer supportData analysisDocument extractionEvaluation and observabilityModel inferenceModel trainingKnowledge retrievalSpeech to textText to speechTranslationVideo analyticsVoice agentSearch answersWorkflow automation

Not verified for Amazon · 10

Avatar videoCode searchGPU cloudImage generationMusic generationPresentation generationSummarizationText generationVideo editingVideo generation

Recorded for Alphabet (Google). Amazon’s product records say nothing either way — a missing record is not a missing capability.

Not verified for Alphabet (Google) · 3

Clinical documentationModel hostingVector search

Recorded for Amazon. Alphabet (Google)’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

Alphabet (Google)

Application

AI Mode in Google SearchApplication

A named tab in Google Search — "our most powerful AI search, with more advanced reasoning and multimodality" — that answers a query conversationally over web sources rather than with a link list.

DreambeansApplication

Standalone mobile app (iOS/Android) delivering personalized, AI-illustrated daily stories synthesized from a user's connected Google services (Gemini, Gmail, Calendar, Photos, YouTube, Search).

GeminiApplication

Google's assistant for chat, research, image generation and work across Google apps.

Gemini NotebookApplication

A source-grounded research tool that summarizes, answers questions from and generates audio overviews of documents a user uploads.

Google FlowApplication

AI filmmaking application for creating cinematic clips and scenes, built on Veo (video), Imagen (image) and Gemini (prompting) — the application layer above the Veo model already recorded in models.json.

Google Flow MusicApplication

Agentic music co-producer, formerly ProducerAI and graduated from Google Labs, that chats with you about ideas, generates and edits songs, learns your style, and offers free unlimited downloads.

Google VidsApplication

An AI-assisted video creation and editing application bundled with Google Workspace that generates video from text prompts, slides or screen recordings.

Literature InsightsApplication

A Google Labs science tool (built with Gemini Notebook) that runs a comprehensive literature search, structures results in a data table and produces reports, slide decks and infographics.

MixboardApplication

AI-powered concepting board for exploring, expanding and refining visual/creative ideas.

Play with PuttyApplication

Google Labs experiment; explicitly waitlisted at evaluation time.

API service

Agent SearchAPI service

Enterprise search and retrieval service on the Gemini Enterprise Agent Platform (formerly Vertex AI Search) that indexes an organisation's websites, documents and structured data and serves search, answers and recommendations to applications and agents.

Cloud Speech-to-TextAPI service

A managed Google Cloud API that transcribes audio to text, supporting streaming and batch recognition across 85+ languages.

Cloud Text-to-SpeechAPI service

A managed Google Cloud API that synthesizes natural-sounding speech from text across 380+ voices and 75+ languages.

Cloud TranslationAPI service

A managed Google Cloud API that translates text and documents across more than 100 language pairs using neural machine translation, custom models or a translation-specialized LLM.

Cloud Vision APIAPI service

A managed Google Cloud API for image and document analysis, including object, face and landmark detection, OCR text extraction, and explicit-content tagging.

Document AIAPI service

A pay-per-page API for extracting, classifying and summarizing structured data and text from documents such as invoices, forms and IDs.

Google Cloud Natural Language APIAPI service

ML-based text understanding: sentiment analysis, entity recognition, syntax analysis and content classification.

Google Cloud Video Intelligence APIAPI service

Video AI service that analyzes video content for object/label/shot detection and other video-intelligence tasks.

Agent platform

Customer Experience Agent StudioAgent platform

Studio inside Gemini Enterprise for Customer Experience for building, testing and deploying customer-facing AI agents across voice and chat channels.

Gemini EnterpriseAgent platform

A seat-licensed enterprise application for discovering, building and running AI agents across an organization's business tools, formerly branded Agentspace.

Developer tool

Colab EnterpriseDeveloper tool

Enterprise-grade notebook environment (IAM-managed access, Google Cloud security/network, official support) explicitly distinguished on its own page from the free Colaboratory product.

Gemini Code AssistDeveloper tool

An AI coding assistant integrated into IDEs, GitHub pull requests and a CLI, sold in free, Standard and Enterprise tiers.

Google AI StudioDeveloper tool

A free web tool for prototyping prompts and testing Gemini models before moving to the Gemini API for production use.

Google AntigravityDeveloper tool

Agentic software-development platform managing autonomous coding agents across an IDE, a graphical command center and a terminal-first CLI surface.

Vertex AI WorkbenchDeveloper tool

Managed JupyterLab notebook instances on Google Cloud, prepackaged with deep-learning frameworks and integrated with BigQuery, Cloud Storage and scheduling, for developing and training models end to end.

Platform

BigQuery MLPlatform

Lets analysts create, train and run machine-learning and generative-AI models inside BigQuery with GoogleSQL — from trained regression and forecasting models to remote calls on Gemini and Cloud AI APIs — without moving the data out.

Gemini Enterprise Agent Platform (formerly Vertex AI)Platform

Google Cloud's platform for training, tuning, serving and evaluating models and agents.

Gemini Enterprise for Customer ExperiencePlatform

Google Cloud's customer-experience suite — Customer Experience Agent Studio, Agent Assist, Customer Experience Insights and Contact Center as a Service — for building AI agents and assisting human agents across contact-centre channels.

Model API

Gemini APIModel API

A developer API, distinct from the consumer Gemini app, for integrating Gemini and Gemma models into applications and billed per token.

Hardware

Google Cloud TPUHardware

Google's custom AI accelerator chips, rented by the chip-hour on Google Cloud for training and serving machine learning models.

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.

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.

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.

Model API

Amazon BedrockModel API

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

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.

No counterpart

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

AI agent

Computational DiscoveryAI agent

An agentic research engine (built with AlphaEvolve and ERA) that generates and scores code variations against the user's optimisation metrics to discover models and algorithms.

Hypothesis GenerationAI agent

A multi-agent research tool (built with Co-Scientist) that simulates the scientific method to identify knowledge gaps and propose testable research plans.

JulesAI agent

An autonomous coding agent that clones a GitHub repository, plans and writes code changes in a cloud VM and opens a pull request for review.

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

Data service

Amazon KendraData service

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