What Kindo does

Kindo (legally Usable Machines, Inc.) is a US-based enterprise software company that has built what it describes as an AI-native agent harness for technical operations, targeting security, DevOps, and IT teams. The platform enables engineers to deploy autonomous AI agents through two core interfaces — Action Chat (conversational) and Action Bot (agentic task execution) — that orchestrate actions across enterprise infrastructure including Kubernetes, cloud APIs, CI/CD pipelines, ITSM ticketing, SIEM systems, and job schedulers. The company supports three deployment models: on-premises, self-managed, and SOC 2 cloud, positioning data residency and sovereignty as a key differentiator against cloud-only AI agent competitors.

The product portfolio spans an agent harness core plus two proprietary AI models: Deep Hat, an uncensored cybersecurity model built for offensive security reasoning and red-team operations that runs entirely inside the customer's environment, and WhiteRabbitNeo V3, an advanced open-source-derived model for cybersecurity and infrastructure automation. Solution areas include SOC execution, incident response, vulnerability management, identity and access management, network security, red teaming, threat intelligence, and GRC compliance. Documented customer outcomes include $2M+ annual savings in incident response automation, up to 80% reduction in DevOps overhead via CI/CD rollback automation, and 50–70% reduction in audit preparation costs.

Kindo generates revenue through SaaS platform subscriptions governed by a Master SaaS Agreement for enterprise customers; pricing is not publicly disclosed and sales are demo-driven. The company combines direct enterprise field sales with a channel partner program launched in December 2024 for VARs and MSPs. Named enterprise customers include IBM, Cisco, OpenAI, Google, Microsoft Azure, Anthropic, Amazon, The Linux Foundation, Aireon, Sonesta, Station Casinos, and Coda, with the company claiming 300+ enterprises use Deep Hat for red-teaming. The company has raised approximately $27.6M in total disclosed funding ($7M seed in September 2023 led by Riot Ventures; $20.6M Series A in July 2024 led by Drive Capital), is headquartered in Venice, California, and operates with 51–100 employees.

Name

Kindo

Legal name

Usable Machines, Inc.

Website

https://kindo.ai

Company type

Private

Founded year

2021

Operating status

Operating

Headcount range

1–10 employees

Short description

Kindo builds an AI-native agent harness for enterprise security, DevOps, and IT operations teams, deploying autonomous agents that orchestrate actions across Kubernetes, SIEM, CI/CD, and ITSM tools. It sells via enterprise SaaS subscriptions with on-prem, self-managed, or SOC 2 cloud deployment.

Ownership category

akta.pro rank

Product category

AI Cybersecurity Automation

NAICS

Software Publishers (5132), Computer Systems Design and Related Services (5415), Computer Systems Design Services (541512)

SIC

Services-Prepackaged Software (7372), Services-Computer Integrated Systems Design (7373), Services-Computer Programming Services (7371)

akta.pro primary industry

AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ)

akta.pro secondary industries

Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent) (HDAAACAF), LLMOps & Generative AI Platforms (Prompt/Agent Orchestration, RAG) (HDAEANAD), Responsible AI, Security & Privacy Platforms (Safety, Guardrails, PII) (HDAEANAG), AI Observability, Monitoring & Evaluation Platforms (Drift, Quality, Safety) (HDAEANAF)

Keywords

• AI security automation
• Agentic cybersecurity platform
• DevSecOps automation
• Enterprise AI agents
• On-prem AI platform

Headquarters

HQ city

Los Angeles

HQ country

United States

HQ region

North America

Offices1 record

Markets served

GTM type

B2B

Offering type

Software

Cost components

Technology or R&D, Personnel, Marketing or Sales, Operations, Infrastructure

Revenue model

1. SaaS Platform Subscription: Kindo operates as a SaaS platform providing access to its proprietary products and related services through app.kindo.ai, subject to Terms of Service or Master SaaS Agreement for enterprise customers. The platform offers subscription-based access to AI-powered security and DevSecOps automation capabilities.

Go-to-market motion3 records

Distribution channels2 records

Marketing channels4 records

Core offering

Kindo provides an AI-native agent harness platform for enterprise technical operations including security, DevOps, and IT teams. Engineers deploy autonomous AI agents through Action Chat and Action Bot interfaces that orchestrate operations across Kubernetes, cloud APIs, CI/CD pipelines, ITSM ticketing, SIEM, and job schedulers. The platform supports on-premises, self-managed, or SOC 2 cloud deployment, with proprietary AI models Deep Hat (uncensored offensive cybersecurity) and WhiteRabbitNeo V3 (cybersecurity and infrastructure automation).

Product overview

Kindo offers a unified AI-native agent harness platform for technical operations (SecOps, DevOps, IT Operations, SOC), built around two core interaction interfaces — Action Chat (conversational AI interaction) and Action Bot (agentic task execution). The platform orchestrates autonomous AI agents across enterprise environments, connecting to tools like Kubernetes, cloud APIs, CI/CD pipelines, ITSM ticketing, SIEM, and job schedulers, with deployment options spanning on-premises, self-managed, and SOC 2 cloud. The product portfolio includes Deep Hat (an uncensored offensive cybersecurity model executed privately inside customer environments) and WhiteRabbitNeo V3 (an advanced open-source cybersecurity and infrastructure automation AI model acquired by Kindo in 2024). The platform targets enterprise security, DevOps, and IT operations teams with solutions spanning SOC execution, incident response, vulnerability management, network security, red teaming, threat intelligence, IAM, and GRC compliance.

Differentiator

Problem solved

Functional benefit

Brands

• WhiteRabbitNeo: Open-source cybersecurity AI model acquired by Kindo in July 2024, dedicated to DevSecOps automation. Version 3 launched in February 2026.
• Deep Hat
• Mythos

Products and services

• Kindo Platform AI-native agent harness for technical operations (SecOps, DevOps, IT Operations) that enables security, development, and IT engineers to deploy autonomous AI agents through Action Chat and Action Bot interfaces, orchestrating actions across enterprise tools with on-premises, self-managed, or SOC 2 cloud deployment options.
• Deep Hat Kindo's uncensored cybersecurity AI model built for real offensive reasoning that maps footholds, chains weaknesses, and explores exploit paths, executing privately inside customer environments with no external calls and no data exposure. Built for red teams and security operators.
• WhiteRabbitNeo V3 Advanced AI model dedicated to cybersecurity and infrastructure automation, designed for both offensive and defensive security operations. Provides efficiency and actionability for security teams across enterprise environments, originally an open-source project acquired by Kindo in July 2024.

Quantifiable outcome

• $2M+ annual savings for a global infrastructure provider through incident response automation
• +3 more outcomes

Named customers12 records

Segments4 records

Ideal customer profiles4 records

Technology focussed Yes

API detail

Has API

No

API docs

API detail

Core technology

AI maturity

App detail

AI capability8 records

Feature5 records

Scale indicators4 records

Recent moves6 records

Expansion highlights6 records

Direct peers

• Torq: Torq is an AI-powered security hyperautomation platform that orchestrates agents across the SOC, incident response, and DevSecOps workflows. Directly comparable to Kindo's agent-harness positioning, with similar enterprise field-sales motion and on-prem deployment options.
• Tines: Tines is a no-code security orchestration, automation, and response (SOAR) platform increasingly embedding AI agents for SOC and IT operations. Targets the same enterprise SecOps/DevOps buyer as Kindo with workflow-driven automation.
• Swimlane: Swimlane Turbine is a low-code security automation platform with AI agent capabilities for SOC, vulnerability management, and incident response. Closely matches Kindo's horizontal SecOps/DevOps/ITOps coverage and enterprise deployment model.
• Radiant Security: Radiant Security provides an AI SOC analyst platform that autonomously triages, investigates, and responds to alerts. Directly overlaps with Kindo's SOC and incident response use cases and competes for the same enterprise security buyer.
• Dropzone AI: Dropzone AI offers an autonomous AI SOC analyst that investigates alerts end-to-end. Targets the same SOC automation use case as Kindo's Swarm Defense and Action Bot agents within enterprise security operations.
• Intezer: Intezer provides an autonomous SOC platform combining AI alert investigation, threat intelligence, and incident response. Competes with Kindo on AI-driven SOC execution and security operations automation.

Emerging players

• Prophet Security: Prophet Security is an AI-native SOC analyst startup focused on alert triage and threat investigation. Emerging peer with narrower scope than Kindo but overlapping AI-agent approach to SOC automation.

Broad incumbents

• CrowdStrike: CrowdStrike Charlotte AI and Falcon platform embed agentic automation across SOC, cloud security, and IT operations. Larger incumbent with bundled distribution that competes with Kindo's enterprise agent-harness value proposition at a portfolio level.
• Microsoft (Security Copilot): Microsoft Security Copilot brings generative and agentic AI across Defender, Sentinel, Entra, and Intune. A broad incumbent competing with Kindo across SOC, IAM, and DevSecOps, with massive installed-base distribution advantages.
• SentinelOne (Purple AI): SentinelOne's Purple AI agent and Singularity platform provide AI-driven SOC automation, threat hunting, and endpoint-to-cloud response. Broad incumbent overlapping with Kindo's incident response, vulnerability management, and SOC execution use cases.

Market position

Strengths5 records

Weaknesses5 records

Competitive moat5 records

Key highlights7 records

Customer concentration

• Xx.com/kindoai
• Facebookfacebook.com/kindoai

Revenue estimate

Valuation estimate

Number of profiles

Profiles5 records

Funding overview

Funding rounds2 records

Investors8 records

Funding detail is available on the Subscription and Enterprise plan.Contact sales →

M&A

Investments

M&A and investment is available on the Subscription and Enterprise plan.Contact sales →

Frequently asked questions about Kindo