IBM vs Turing

IBM — Application · Public · $216.6B mkt cap · 4 of 4 figures sourced  |  Turing — Infrastructure · Private · $2.2B valuation · 3 of 3 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

FieldIBMTuring
Size$216.6B mkt cap$2.2B valuation different basis
Employees264,300—
Founded19112018 107 yrs later
StatusPublicPrivate
CategoryApplicationInfrastructure
Stack layerAPI service, Agent platform, Application, Data service, Developer tool, PlatformAgent platform, Data service
HeadquartersArmonk, USASan Francisco, USA

Capability overlap

Shared · 5

Agent orchestrationEvaluation and observabilityGuardrails and safetyModel trainingWorkflow automation

Not verified for Turing · 16

Agentic codingCode generationCode reviewCode searchCustomer supportData analysisData securityDocument extractionModel inferenceKnowledge retrievalSpeech to textText generationText to speechThreat detection and responseVector searchVoice agent

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

Not verified for IBM · 1

Data labelling

Recorded for Turing. IBM’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

IBM

Agent platform

IBM Watson AssistantAgent platform

A conversational AI platform for building customer-support chatbots and virtual assistants deployed across voice and digital channels.

IBM watsonx OrchestrateAgent platform

Platform for building and running AI agents that call enterprise applications on a user's behalf.

Data service

IBM watsonx.dataData 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.

Turing

Agent platform

Turing Intelligence PlatformAgent platform

An AI control plane that deploys, manages and scales enterprise AI agents across any model and any cloud, with governance and IP and sovereignty controls.

Data service

Off-the-shelf datasetsData service

A catalogue of pre-built, PhD-authored and expert-verified datasets — including CyberStrike, CompanyBench, EKWBench, SciCode and HLE++ — licensed to AI labs for reinforcement learning, benchmarking and model evaluation.

RL environmentsData service

Iterable UI and non-UI reinforcement-learning environments — including MCP server, computer-use and terminal environments — in which AI agents can be trained and evaluated on long-horizon workflows.

Turing Frontier AIData service

The training material a frontier lab runs on, sold as a service: 300+ reinforcement-learning environments, over a million curated tasks, and named benchmarks including CompanyBench, CyberStrike and Terminal-Bench 3.0, across software engineering, enterprise knowledge work and STEM.

No counterpart

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

Application

IBM Guardium AI SecurityApplication

Protects enterprise data across AI agents, applications and endpoints against agentic-AI, regulatory and post-quantum risks.

IBM InstanaApplication

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.

IBM Robotic Process AutomationApplication

AI-driven robotic process automation for building intelligent bots that automate business processes, with AI-embedded resilience built into the RPA runtime.

IBM SPSS ModelerApplication

Visual data-science and machine-learning platform for building predictive models, with advanced algorithms, model deployment and open-source framework integration.

IBM Watson DiscoveryApplication

Document intelligence platform using OCR, NLP enrichments (entity/sentiment/emotion/category extraction) and LLM integration to automate information discovery from enterprise documents.

API service

IBM Watson Natural Language UnderstandingAPI service

Deep-learning text analytics service extracting entities, sentiment, emotion, concepts, semantic roles and custom classifications from unstructured text.

IBM Watson Speech to TextAPI service

A speech recognition API that converts audio into real-time or batch text for transcription, captioning and voice-analytics use cases.

IBM Watson Text to SpeechAPI service

A text-to-speech API that converts text into multilingual synthesized speech using neural voices.

Developer tool

IBM BobDeveloper tool

An AI coding agent that automates planning, code generation, review and verification across the software development lifecycle, including IBM Z mainframe modernization workflows.

IBM watsonx Code Assistant for ZDeveloper tool

A generative AI assistant for IBM Z mainframe application discovery, code generation, refactoring and modernization.

Platform

IBM ConcertPlatform

An agentic AI IT-operations platform that unifies observability, optimization and automated remediation across applications, infrastructure and networks.

IBM watsonx.aiPlatform

Studio for building, tuning and deploying model-based applications on IBM and third-party foundation models.

IBM watsonx.governancePlatform

A governance platform providing real-time visibility, policy enforcement and accountability tracking for AI models and agents across the AI lifecycle.