Harness vs IBM

Engineering-intelligence module that tracks DORA metrics, developer productivity and AI coding-tool spend together: which AI tools teams use, token consumption by developer, team, agent and model, AI-authored code and its effect on delivery.

AI Firewall blocks prompt injection, evasion, and malicious payloads targeting AI applications.

AI Posture discovers AI assets and agents and assesses their security posture.

Correlates deployment, feature flag, and infrastructure changes during incidents.

AI and Cloud Costs translates natural-language governance intent into cloud rules and remediates violations automatically.

Detects and blocks API attacks, bots and Layer 7 DDoS with behavioral AI trained on live traffic, covering credential stuffing, account takeover and business-logic abuse such as BOLA and mass assignment.

Governed AI agents defined in a committed file that run inside Harness pipelines on events such as CI failures and pull requests, with prebuilt agents for autofix, code review, code coverage, feature-flag cleanup, manifest remediation and IaCM remediation.

Reviews pull requests by grouping diffs by risk so the riskiest changes come first, enforcing required checks that cannot be bypassed, and citing delivery history and the knowledge graph for context.

Scores AI-agent responses for faithfulness, relevance, and task completion.

AI SAST scans agent-generated code and provides AI-generated fix suggestions.

AI SCA applies reachability analysis and EPSS scoring to open-source risk detection.

Monitors AI-agent LLM calls, tool calls, and decisions.

Creates intent-based tests and runs them within CI/CD pipelines with AI-assisted failure analysis.

AI-native software delivery platform: pipelines and canary deployments, AI security testing, runtime API and AI protection, cost management and policy governance, driven by AI agents that recommend while people decide.

IBM Automation Document Processing combines AI and deep learning to classify documents and extract information.

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

An iOS and iPadOS application for labeling images and starting AI training jobs.

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.

A managed endpoint detection and response offering that combines AI automation, machine learning and human analysis for continuous threat detection and response.

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.

IBM Trusteer Pinpoint Assure assesses fraudulent intent and detects false or synthetic identities.

IBM Trusteer Pinpoint Detect provides real-time risk scoring and detects credential-theft malware.

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

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.

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.

IBM Cognos Analytics provides business analytics and agentic AI with natural-language data exploration.

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

IBM Maximo Application Suite combines asset maintenance, inspections and reliability management with image and video analysis.

IBM Planning Analytics combines business planning with AI guidance and demand forecasting.

IBM Process Mining visualizes workflows and analyzes process data to identify inefficiencies.

IBM Turbonomic uses AI to optimize cloud resources and automate operational decisions and actions.

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

IBM watsonx.data integration automatically generates, validates and executes data pipeline plans.

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