Alphabet (Google) vs IBM
Relationship
IBM FY2024 10-K, Software segment (includes watsonx/Watson Assistant).
17 of 30 capabilities — Shares agent orchestration, agentic coding, code generation and 14 more.
Ludbee capability tags · from the product recordsShared product type — Both ship API service, agent platform, application and 2 more.
Ludbee product recordsSmaller scale — IBM: $216.6B market cap, against Alphabet (Google)'s $4.2T market cap.
Ludbee scale figures · valuation, market cap or revenue estimateNamed in filing — “The principal competitors in this segment include: Alphabet (Google), Amazon, BMC, Broadcom, Informatica, Microsoft, Oracle, Salesforce, SAP and Splunk.”
sec.gov · checked 2026-09-18Draft and edit written content — Rivals on this job — Produce and revise written material — copy, documents, reports — with AI doing the drafting.
Ludbee needs vocabulary · the scope on the sourced edgeServe a model in production — Rivals on this job — Run a trained model behind an API at scale — hosted endpoints, GPU capacity, routing, and the cost and latency trade that comes with them.
Ludbee needs vocabulary · the scope on the sourced edgeAligned comparison
Capability overlap
Shared · 17
Not verified for IBM · 13
Recorded for Alphabet (Google). IBM’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Alphabet (Google) · 4
Recorded for IBM. Alphabet (Google)’s product records say nothing either way — a missing record is not a missing capability.
Products, side by side
Hand-checked pairing
Alphabet (Google)
Application
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.
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).
Google's assistant for chat, research, image generation and work across Google apps.
A source-grounded research tool that summarizes, answers questions from and generates audio overviews of documents a user uploads.
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.
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.
An AI-assisted video creation and editing application bundled with Google Workspace that generates video from text prompts, slides or screen recordings.
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.
AI-powered concepting board for exploring, expanding and refining visual/creative ideas.
API 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.
A managed Google Cloud API that transcribes audio to text, supporting streaming and batch recognition across 85+ languages.
A managed Google Cloud API that synthesizes natural-sounding speech from text across 380+ voices and 75+ languages.
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.
A managed Google Cloud API for image and document analysis, including object, face and landmark detection, OCR text extraction, and explicit-content tagging.
A pay-per-page API for extracting, classifying and summarizing structured data and text from documents such as invoices, forms and IDs.
ML-based text understanding: sentiment analysis, entity recognition, syntax analysis and content classification.
Video AI service that analyzes video content for object/label/shot detection and other video-intelligence tasks.
Agent platform
Studio inside Gemini Enterprise for Customer Experience for building, testing and deploying customer-facing AI agents across voice and chat channels.
A seat-licensed enterprise application for discovering, building and running AI agents across an organization's business tools, formerly branded Agentspace.
Developer 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.
An AI coding assistant integrated into IDEs, GitHub pull requests and a CLI, sold in free, Standard and Enterprise tiers.
A free web tool for prototyping prompts and testing Gemini models before moving to the Gemini API for production use.
Agentic software-development platform managing autonomous coding agents across an IDE, a graphical command center and a terminal-first CLI surface.
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
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.
Google Cloud's platform for training, tuning, serving and evaluating models and agents.
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.
IBM
Application
Protects enterprise data across AI agents, applications and endpoints against agentic-AI, regulatory and post-quantum risks.
Full-stack application and infrastructure observability powered by agentic AI, including automatic discovery/mapping of GenAI workflows and AI-driven Smart Alerts to reduce alert fatigue.
AI-driven robotic process automation for building intelligent bots that automate business processes, with AI-embedded resilience built into the RPA runtime.
Visual data-science and machine-learning platform for building predictive models, with advanced algorithms, model deployment and open-source framework integration.
Document intelligence platform using OCR, NLP enrichments (entity/sentiment/emotion/category extraction) and LLM integration to automate information discovery from enterprise documents.
API service
Deep-learning text analytics service extracting entities, sentiment, emotion, concepts, semantic roles and custom classifications from unstructured text.
A speech recognition API that converts audio into real-time or batch text for transcription, captioning and voice-analytics use cases.
A text-to-speech API that converts text into multilingual synthesized speech using neural voices.
Agent platform
A conversational AI platform for building customer-support chatbots and virtual assistants deployed across voice and digital channels.
Platform for building and running AI agents that call enterprise applications on a user's behalf.
Developer tool
An AI coding agent that automates planning, code generation, review and verification across the software development lifecycle, including IBM Z mainframe modernization workflows.
A generative AI assistant for IBM Z mainframe application discovery, code generation, refactoring and modernization.
Platform
An agentic AI IT-operations platform that unifies observability, optimization and automated remediation across applications, infrastructure and networks.
Studio for building, tuning and deploying model-based applications on IBM and third-party foundation models.
A governance platform providing real-time visibility, policy enforcement and accountability tracking for AI models and agents across the AI lifecycle.
No counterpart
Alphabet (Google) sells these in a stack layer with no product recorded for IBM yet — nothing on the other side to compare them against.
AI 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.
A multi-agent research tool (built with Co-Scientist) that simulates the scientific method to identify knowledge gaps and propose testable research plans.
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.
Model API
A developer API, distinct from the consumer Gemini app, for integrating Gemini and Gemma models into applications and billed per token.
Hardware
Google's custom AI accelerator chips, rented by the chip-hour on Google Cloud for training and serving machine learning models.
IBM 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
An open hybrid data lakehouse including a built-in Milvus vector database that unifies data access and automates governance for AI and analytics workloads.