Usable Machines
Usable Machines (dba Kindo) builds an AI-native agent harness that lets enterprise security, DevOps, IT operations, and SOC teams deploy AI agents across their existing infrastructure via on-prem or SOC 2 cloud deployments, with a proprietary uncensored offensive-security model (Deep Hat).
- Company typePrivate
- Founded-
- HeadquartersVenice, United States
- Headcount—
- GTM typeB2B
- OfferingSoftware
What Usable Machines does
Usable Machines, Inc., doing business as Kindo, is a Venice, California-based private company that builds Kindo, an AI-native agent harness for enterprise technical operations. The platform enables security, DevOps, IT operations, and SOC teams to deploy AI agents that execute operational workflows through conversational (Action Chat) and bot-based (Action Bot) interfaces, wired into existing enterprise infrastructure including Kubernetes, cloud APIs, CI/CD pipelines, ITSM ticketing, SIEM systems, and job schedulers. The company supports on-prem, self-managed, or SOC 2 Type II cloud deployment, positioning data isolation as a core requirement for security-sensitive buyers.
Kindo's product portfolio centers on the Kindo Platform, supplemented by Deep Hat, a proprietary uncensored cybersecurity model designed for offensive security reasoning and red-teaming that executes entirely within the customer environment with no external API calls. The platform abstracts multiple frontier models (including Mythos and GPT-5.5-cyber) and addresses use cases spanning SOC automation, incident response, vulnerability management, network security mapping, identity and access management, GRC automation, and threat intelligence. Named enterprise customers include IBM, Cisco (CCRC), Chase, The Linux Foundation, Sonesta, Station Casinos, Coda, and Aireon, with claimed outcomes including $2M+ annual savings from incident-response automation and up to 80% DevOps overhead reduction.
The commercial model is enterprise platform subscription with a sales-led, demo-driven GTM supported by field presence at events such as Black Hat 2026 and a self-serve free trial for Deep Hat. Pricing is not publicly disclosed and is handled through quote-based engagement. The company is actively hiring and currently shows no disclosed funding rounds, parent company, or management team details in the available source material.
Usable Machines firmographics
Firmographics- Name
- Usable Machines
- Legal name
- Usable Machines, Inc.
- Website
- https://usablemachines.com
- Company type
- Private
- Operating status
- Operating
- Short description
- Usable Machines (dba Kindo) builds an AI-native agent harness that lets enterprise security, DevOps, IT operations, and SOC teams deploy AI agents across their existing infrastructure via on-prem or SOC 2 cloud deployments, with a proprietary uncensored offensive-security model (Deep Hat).
- Ownership category
- akta.pro rank
Usable Machines industry classification
Industry- Product category
- Enterprise AI Agent Platform for Security and Technical Operations
- NAICS
- Computer Systems Design and Related Services (5415), Computer Systems Design Services (541512), Custom Computer Programming Services (541511)
- SIC
- Services-Computer Integrated Systems Design (7373), Services-Prepackaged Software (7372), Services-Computer Programming Services (7371)
- akta.pro primary industry
- Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent) (HDAAACAF)
- akta.pro secondary industries
- AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs) (HDAEANAJ), Identity, Access & Secrets Management for AI Systems (IAM for agents/models) (HDAAAKAJ), Model Serving, Inference & Deployment Platforms (APIs, Edge/On-Prem) (HDAEANAC), AI/ML Solution Integration & MLOps Enablement (BPAEAAAJ)
Keywords
Where Usable Machines is headquartered
LocationHeadquarters
- HQ city
- Venice
- HQ country
- United States
- HQ region
- North America
Markets served
Usable Machines business model
Business model- GTM type
- B2B
- Offering type
- Software
- Cost components
- Technology or R&D, Personnel, Marketing or Sales, Infrastructure, Operations
Revenue model
- Enterprise Platform Subscription: SaaS and on-prem licensing model for the AI-Native Agent Harness platform. Targets enterprise buyers requiring self-managed deployments behind their own firewalls. Engagement via sales-led motion with demo requests as primary entry point.
Go-to-market motion3 records
Distribution channels1 record
Marketing channels5 records
Usable Machines product offering
Product offeringCore offering
Usable Machines sells Kindo, an AI-Native Agent Harness that lets enterprise security, DevOps, and IT operations teams deploy AI agents that automate technical operations through conversational (Action Chat) and bot (Action Bot) interfaces. It runs on-prem, self-managed, or in a SOC 2 Type II cloud, connecting frontier AI models (Mythos, GPT-5.5-cyber) to enterprise infrastructure such as Kubernetes, cloud APIs, CI/CD pipelines, ITSM ticketing, SIEM, and job schedulers. The flagship add-on product Deep Hat is an uncensored offensive cybersecurity model that runs exploit-path reasoning privately inside the customer environment with no external calls and no data exposure.
Product overview
Usable Machines (dba Kindo) offers Kindo, an AI-Native Agent Harness platform for enterprises with two primary products: the Kindo Platform and Deep Hat. The platform operates through Action Chat and Action Bot interfaces and connects to enterprise tools including Kubernetes, cloud APIs, CI/CD pipelines, ITSM ticketing, SIEM, and job schedulers. Deep Hat is a proprietary uncensored cybersecurity model for offensive security operations. The platform supports on-prem, self-managed, or SOC 2 cloud deployment options.
Differentiator
Problem solved
Functional benefit
Brands
- Deep Hat: Uncensored cybersecurity model built for real offensive reasoning. Built for red teams and security operators, it maps footholds, chains weaknesses, and explores exploit paths with the depth of an adversary armed with AI, executing privately inside the environment with no external calls and no data exposure.
Products and services
- Kindo Platform
Quantifiable outcome
- $2M+ annual savings for a global infrastructure provider through incident response automation
- +2 more outcomes
Companies that use Usable Machines
Customer profileNamed customers8 records
Segments4 records
Ideal customer profiles4 records
Usable Machines technology and API
TechnologyTechnology focussed Yes
API detail
- Has API
- No
- API docs
- API detail
Core technology
AI maturity
App detail
Integration6 records
AI capability6 records
Feature11 records
Usable Machines partnerships and signals
Strategic signalPartnerships
One partnership is on record.
- Partners Page (Unspecified)unclearKindo references a Partners page at https://www.kindo.ai/partners but no specific partner names or partnership details are disclosed in the source content.
Scale indicators4 records
Recent moves6 records
Expansion highlights6 records
Usable Machines competitors and assessment
Company assessmentBroad incumbents
- SentinelOne (Purple AI): SentinelOne's Purple AI provides generative-AI driven threat hunting, triage, and response across endpoint and cloud telemetry — competing with Kindo's SOC, IR, and red-teaming feature set inside a large installed base.
- Microsoft Security Copilot: Microsoft Security Copilot is a hyperscaler-native generative AI assistant for SOC analysts that bundles across Defender, Sentinel, and Intune. It overlaps broadly with Kindo's AI-Native Agent Harness but is anchored to the Microsoft ecosystem rather than on-prem deployment.
- CrowdStrike (Charlotte AI): CrowdStrike's Charlotte AI delivers agentic SOC automation, threat hunting, and incident response inside the Falcon platform — an incumbent competitor for Kindo's SOC, IR, and red-teaming use cases with a much larger installed base.
- Palo Alto Networks Cortex XSIAM: Cortex XSIAM is an AI-driven SOC platform that automates detection, investigation, and response across the enterprise. It overlaps directly with Kindo's SOC agentic tasks and IR automation, backed by Palo Alto's broad security portfolio.
- Splunk AI Assistant: Splunk's AI Assistant and agentic AI capabilities sit atop its SIEM/observability platform, comparable to Kindo's SIEM-integrated SOC automation and threat intelligence-to-detection feature.
Direct peers
- Swimlane: Swimlane provides a low-code security automation platform with agentic AI capabilities for SOC, incident response, and vulnerability management — directly competing with Kindo's SOC and incident response automation use cases.
- Tines: Tines offers no-code security and IT workflow automation with a strong self-serve PLG motion and integrations into SIEM, ITSM, and cloud APIs — a structurally similar agent-based automation platform targeting overlapping buyers.
- Torq: Torq is a security hyperautomation platform that lets security teams orchestrate workflows across SIEM, EDR, cloud, and IT tools — directly comparable to Kindo's horizontal security/DevOps/IT agent approach.
Emerging players
- Intezer: Intezer delivers autonomous SOC and alert triage AI that automates investigation and response — a narrower but directly comparable AI agentic competitor for Kindo's SOC and IR automation use cases.
- Snyk: Snyk's AI-powered developer security platform covers vulnerability management and remediation guardrails — overlapping with Kindo's vulnerability management and Terraform-proposed fix workflows while remaining focused on the developer security niche.
Market position
Strengths5 records
Weaknesses5 records
Competitive moat5 records
Key risks6 records
Key highlights7 records
Customer concentration
Usable Machines social profiles
Digital presenceUsable Machines compliance and trust
Trust signalCompliance1 record
Usable Machines financial estimates
Financial estimateRevenue estimate
Valuation estimate
Usable Machines leadership team
Management profileNumber of profiles
Usable Machines funding detail
Funding detailFunding overview
Funding rounds
Investors
Funding detail is available on the Subscription and Enterprise plan.Contact sales →
Usable Machines M&A and investment
M&A and investmentM&A
Investments
M&A and investment is available on the Subscription and Enterprise plan.Contact sales →
Frequently asked questions about Usable Machines
What does Usable Machines do?
Usable Machines sells Kindo, an AI-Native Agent Harness that lets enterprise security, DevOps, and IT operations teams deploy AI agents that automate technical operations through conversational (Action Chat) and bot (Action Bot) interfaces. It runs on-prem, self-managed, or in a SOC 2 Type II cloud, connecting frontier AI models (Mythos, GPT-5.5-cyber) to enterprise infrastructure such as Kubernetes, cloud APIs, CI/CD pipelines, ITSM ticketing, SIEM, and job schedulers. The flagship add-on product Deep Hat is an uncensored offensive cybersecurity model that runs exploit-path reasoning privately inside the customer environment with no external calls and no data exposure.
Is Usable Machines a public or private company?
Usable Machines is a private company. It is classified as unknown and is currently operating.
When was Usable Machines founded?
Usable Machines was founded in -1.
Where is Usable Machines based?
Usable Machines is headquartered in Venice, United States, in the North America region.
How does Usable Machines make money?
One revenue line is on record: enterprise Platform Subscription.
Who are Usable Machines's main competitors?
Broad incumbents on record are SentinelOne (Purple AI), Microsoft Security Copilot, CrowdStrike (Charlotte AI), Palo Alto Networks Cortex XSIAM and Splunk AI Assistant. Direct peers are Swimlane, Tines and Torq. Emerging players are Intezer and Snyk.
Does Usable Machines have an API?
No public API is recorded for Usable Machines.
What industry is Usable Machines in?
Usable Machines's product category is Enterprise AI Agent Platform for Security and Technical Operations. Its primary akta.pro industry code is HDAAACAF, Agents & Autonomous Workflows (Tool Use, Planning, Multi-Agent), with a secondary code of HDAEANAJ, AI Application Enablement Platforms (Copilot/Agent Frameworks, SDKs). Its NAICS code is 5415 and its SIC code is 7373.