Alternatives to Moustr

Compare Moustr alternatives for your business or organization using the curated list below. SourceForge ranks the best alternatives to Moustr in 2026. Compare features, ratings, user reviews, pricing, and more from Moustr competitors and alternatives in order to make an informed decision for your business.

  • 1
    JetStream Security
    JetStream Security is a security-first AI governance platform designed to give enterprises full visibility, control, and accountability over their AI systems by turning them from opaque, fragmented tools into managed, traceable infrastructure. It acts as a centralized control plane that connects identity, runtime governance, observability, and financial oversight into a single system, allowing organizations to “see every AI action, tie actions to accountable owners, [and] keep workflows inside approved boundaries” while enforcing policy at runtime. It introduces agentic identity, binding human, agentic, and non-human identities to specific actions and access permissions, ensuring every invocation, tool call, or workflow can be traced and governed through least-privilege access principles. Through continuous runtime governance, JetStream compares live AI behavior against approved blueprints, using immutable logging and real-time observability to detect drift.
  • 2
    Openlayer

    Openlayer

    Openlayer

    Openlayer is an enterprise AI governance platform that helps organizations discover, test, monitor, secure, and control AI systems from development through production. The platform brings AI evaluation, observability, governance, guardrails, compliance, gateway enforcement, and cost controls together in one place. Teams can evaluate LLMs, agents, RAG applications, and traditional ML systems using 175+ out-of-the-box evaluations across quality, safety, security, performance, cost, fairness, and compliance. In production, Openlayer provides end-to-end tracing and continuous monitoring of AI behavior, including prompts, responses, tool calls, agent workflows, latency, and cost. Real-time guardrails can detect and block issues such as prompt injection, jailbreak attempts, PII or PHI exposure, and other unsafe behavior before it reaches a model or end user. Openlayer Governance connects organizational AI policies to technical controls. Teams can maintain an AI inventory, assign own
  • 3
    Montro

    Montro

    Montro AI

    Montro is an AI Governance and SaaS Intelligence platform that helps organisations discover, classify, and manage AI systems and SaaS applications across their environment. The platform provides visibility into software usage, including unapproved AI and SaaS tools, helping teams understand technology adoption and assess associated risks. Montro supports organisations in aligning with regulatory requirements such as the EU AI Act, DORA, NIS2, and GDPR. With continuous discovery, risk assessment, and governance workflows, the platform reduces manual compliance work, improves oversight, and supports audit preparation.
    5.0 out of 5 stars 1 Rating for Montro
    Starting Price: €199/month
  • 4
    Singulr

    Singulr

    Singulr

    Singulr is an enterprise AI governance and security platform that provides a unified control plane to help organizations discover, secure, and optimize AI adoption at scale. It addresses the growing gap between rapid AI usage and limited governance by delivering complete visibility into all AI systems in use, including homegrown applications, embedded AI, public tools, and shadow AI that often remains invisible to security teams. It continuously discovers and inventories AI assets across the organization, creating a real-time map of agents, models, and services, while assessing their risk through contextual analysis of data handling, model lineage, vulnerabilities, and compliance implications. Through its Singulr Pulse intelligence layer, it evaluates millions of AI systems, assigns risk scores, and supports automated onboarding workflows that reduce approval cycles from weeks to hours without compromising security.
  • 5
    Lunar.dev

    Lunar.dev

    Lunar.dev

    Lunar.dev is an AI gateway and API consumption management platform that gives engineering teams a single, unified control plane to monitor, govern, secure, and optimize all outbound API and AI agent traffic, including calls to large language models, Model Context Protocol tools, and third-party services, across distributed applications and workflows. It provides real-time visibility into usage, latency, errors, and costs so teams can observe every model, API, and agent interaction live, and apply policy enforcement such as role-based access control, rate limiting, quotas, and cost guards to maintain security and compliance while preventing overuse or unexpected bills. Lunar.dev's AI Gateway centralizes control of outbound API traffic with identity-aware routing, traffic inspection, data redaction, and governance, while its MCPX gateway consolidates multiple MCP servers under one secure endpoint with full observability and permission management for AI tools.
  • 6
    Assurio

    Assurio

    SDLC Corp

    Assurio is an AI governance, risk management, and assurance platform for organizations overseeing AI systems, models, and agents. It provides an inventory for recording owners, intended uses, components, and suppliers, and connects risk assessments, policies, controls, exceptions, and lifecycle approvals. Evaluation workflows link requirements to test scenarios, metrics, findings, and supporting evidence. Teams can retain decision records and evidence histories, monitor changes, and identify records for reassessment. Assurio maps work to frameworks including NIST AI RMF, ISO/IEC 42001, ISO/IEC 23894, and the EU AI Act; framework mapping is not a compliance determination. The platform is designed to connect with external requirements, model-management, testing, observability, GRC, ERP, CRM, and workflow systems. Customer-hosted and dedicated deployment designs are described for enterprise use.
  • 7
    Unity AI Gateway
    Unity AI Gateway provides centralized governance, observability, and spend controls across enterprise AI systems, helping organizations manage agents, tools, models, MCPs, and AI frameworks from a single governed layer. It applies consistent governance across Databricks-hosted AI, external models, coding agents, agent harnesses, and other AI services without locking teams into a single provider or stack. Identity-aware policies control what agents can access, which actions they can take, and which tools they can use, while built-in, custom, and third-party guardrails enforce safety and compliance across prompts, responses, and interactions. It captures prompts, traces, tool calls, payload logs, audit logs, token usage, and policy decisions to monitor behavior, investigate incidents, and support compliance. Centralized cost controls track consumption across users, teams, applications, agents, and providers, with budgets, rate limits, and hard spend caps.
  • 8
    ModelOp

    ModelOp

    ModelOp

    ModelOp is the leading AI governance software that helps enterprises safeguard all AI initiatives, including generative AI, Large Language Models (LLMs), in-house, third-party vendors, embedded systems, etc., without stifling innovation. Corporate boards and C‑suites are demanding the rapid adoption of generative AI but face financial, regulatory, security, privacy, ethical, and brand risks. Global, federal, state, and local-level governments are moving quickly to implement AI regulations and oversight, forcing enterprises to urgently prepare for and comply with rules designed to prevent AI from going wrong. Connect with AI Governance experts to stay informed about market trends, regulations, news, research, opinions, and insights to help you balance the risks and rewards of enterprise AI. ModelOp Center keeps organizations safe and gives peace of mind to all stakeholders. Streamline reporting, monitoring, and compliance adherence across the enterprise.
  • 9
    elsai

    elsai

    elsai

    elsai is a purpose-built agentic operations platform that gives regulated enterprises the infrastructure to run AI at production scale — not just in pilots. The platform combines three integrated layers: a domain intelligence layer trained to comprehend patient records, financial instruments, and regulatory documents; a multi-agent orchestration engine that sequences specialized agents across complex workflows; and ARMS, a full-observability governance framework that tracks every token, decision, and cost in real time. With 200+ pre-built enterprise integrations and a structured six-stage deployment path, elsai is production-ready for healthcare, BFSI, life sciences, and logistics — governed, auditable, and built on 16 years of enterprise delivery.
  • 10
    Adeptiv AI

    Adeptiv AI

    Adeptiv AI

    AI Governance platform automatically discovers AI inventory, automates compliance, manages AI risks, and continuously monitors model behaviour — ensuring every AI system you deploy remains trusted, safe, and audit-ready. Our AI-powered platform discovers AI systems, auto-maps 30+ global regulations, generates and manages AI-specific risks, evaluates model behaviour in real time, produces audit-ready compliance, and much more. The Adeptiv AI Governance Dashboard is a centralised intelligence layer designed for enterprise-grade oversight of AI systems. It consolidates all critical governance metrics into a single, real-time interface—including total AI use cases, compliance progress, pass/fail rates, evidence submission rates, and business-unit level adoption trends. Risk management is strengthened through detailed views of risk status, severity distribution, and resolution trends, enabling teams to quickly prioritize high-impact areas.
  • 11
    WrangleAI

    WrangleAI

    WrangleAI

    WrangleAI is an enterprise-grade platform that gives organizations visibility, control, and governance over their AI usage and spending. It acts as a “control plane” for generative-AI tools (like GPT-4, Claude, Gemini, and more), providing real-time usage tracking across providers, cost intelligence, infrastructure monitoring, and spend caps so companies can avoid runaway budgets. WrangleAI offers AI observability, helping teams understand which models are being used, by whom, and for what purposes, plus routing intelligence that can redirect workloads to more cost-effective models while maintaining output quality. It also includes governance features such as role-based access control and compliance support (e.g., for SOC 2 / ISO 27001 standards), enabling finance, engineering, and leadership teams to coordinate, enforce policies, and get actionable recommendations for optimizing AI spending and usage.
  • 12
    TokenTally

    TokenTally

    Nelio Tech LLC

    TokenTally is a self-hosted AI governance platform for organizations managing employee use of generative AI tools. It provides a central control layer for approved AI services, with tools to set access policies and spending budgets, improve prompts, and monitor usage and costs. Administrators can oversee how teams use AI providers and apply organization-wide rules, while employees work with permitted tools through the managed environment. The product is intended for company owners and operations leaders, IT and security teams responsible for evaluation and deployment, and IT service providers managing client environments. TokenTally is installed on an organization's own infrastructure, and its plans are organized by employee capacity, with tiers for smaller deployments through enterprise use. It can support businesses seeking centralized visibility and control over AI adoption, expenditure, and company-data handling.
  • 13
    Solo Enterprise

    Solo Enterprise

    Solo Enterprise

    Solo Enterprise provides a unified cloud-native application networking and connectivity platform that helps enterprises securely connect, scale, manage, and observe APIs, microservices, and intelligent AI workloads across distributed environments, especially Kubernetes-based and multi-cluster infrastructures. Its core capabilities are built on open source technologies such as Envoy and Istio and include Gloo Gateway for omnidirectional API management (handling external, internal, and third-party traffic with security, authentication, traffic routing, observability, and analytics), Gloo Mesh for centralized multi-cluster service mesh control (simplifying service-to-service connectivity and security across clusters), and Agentgateway/Gloo AI Gateway for secure, governed LLM/AI agent traffic with guardrails and integration support.
  • 14
    Noon Security

    Noon Security

    Aikido Security

    Noon is a workforce security platform that combines email threat protection, device security, AI-use governance, phishing simulations, and employee training. It connects with Google Workspace or Microsoft 365 to identify phishing, business email compromise, impersonation, and malicious messages, with review and remediation controls. Its endpoint agent protects employee devices by blocking malware, risky browser extensions, and websites, and by detecting suspicious activity and exposed secrets. AI governance features inventory AI tools and MCP connections, apply usage policies, and help limit sensitive data sharing. Security teams can run role- and behavior-based simulations, assign short follow-up lessons, and review employee risk and activity dashboards. The platform is designed for organizations seeking to protect employee inboxes and devices while managing workplace AI use and security awareness.
  • 15
    elsai Foundry
    elsai Foundry is a governance-first platform to design, deploy, and operate AI agents for regulated enterprise workflows. It embeds compliance guardrails, PHI/PII redaction, prompt management, and real-time ARMS observability into every workflow. Its architecture spans multi-agent orchestration, policy and approvals enforcement, human-in-the-loop controls, domain intelligence, and pre-built agents across healthcare, life sciences, insurance, procurement, and supply chain.
  • 16
    Velatir

    Velatir

    Velatir

    Velatir is an AI-governance platform designed to bridge advanced AI systems with compliance and human oversight. We provide human-in-the-loop governance that turns regulation from a barrier into an enabler. Using a smart policy engine, intelligent routing, seamless approval workflows (via Slack, Teams, email, or web), and full audit logging, Velatir ensures AI adoption is safe, explainable, and scalable. Built on a 100 % EU-based stack, we help operations, IT, and compliance teams manage risk, compliance, and efficiency.
  • 17
    AAES Govern
    AAES Govern is pre-launch, self-hosted software for enterprise AI agent requests routed through configured credential paths. It checks permissions, required human approvals and spending limits, reserves evaluated amounts before authorization, and records signed decisions for offline integrity checks. An agent's direct credentials or alternate route can bypass enforcement; observation-only integrations cannot block activity. Customer-run evaluation is available through a paid USD 40,000 three-month design partnership covering AAES Govern and the separate AAES Operate product; production rates are unpublished. Managed Govern hosting is planned, not offered. The separately released Apache-2.0 aaesverify CLI checks exported-record integrity against a separately trusted public key; it cannot establish complete capture, input truth, or downstream execution. AAES has no production customer results or independent certification.
  • 18
    Aiimi

    Aiimi

    Aiimi

    Aiimi’s Workplace AI platform is an enterprise-scale AI and data management solution that connects all structured and unstructured data across an organization through a single Virtual Data Layer, enabling secure, scalable AI-powered search, analysis, automation, and actionable insights. It uses AI, machine learning, and Retrieval Augmented Generation (RAG) to discover, classify, enrich, and govern data at scale, turning fragmented information into trusted, “AI-ready” datasets that support natural language search, contextual chat and assistant features, advanced Q&A, and visualizations like knowledge graphs and timelines. It automates complex processes such as data governance, compliance monitoring, data quality improvement, DSAR/disclosure handling, and cloud/legacy system migration, while preserving access controls, permissions, and audit trails.
  • 19
    Maetra

    Maetra

    Maetra

    Maetra is an AI governance and compliance control plane for teams operating tool-using AI agents. Discover inventories agents and capabilities; Comply maps systems to applicable frameworks and keeps reusable evidence current; Govern evaluates consequential actions against versioned policies and routes human approval when required. Secure scans prompts, messages, model outputs, and tool calls for prompt injection, data exposure, unsafe actions, and policy violations. Task Guard detects task drift, scope changes, and mismatched effects. Interaction Guard protects supported browser-AI prompts and files, while Audit preserves linked decision, approval, runtime, and change evidence. Teams can adopt modules separately or together through the web app, REST APIs, SDKs, and MCP. A 14-day no-card trial is available, with paid plans from $20/month.
  • 20
    Kosmoy

    Kosmoy

    Kosmoy

    Kosmoy is an AI governance and management platform for enterprise AI in production. It connects four layers of control: inventory, monitoring, governance and action control. Register AI systems, models, agents and MCP servers with owners and risk assessments. Monitor usage, costs and behaviour across applications. Apply access controls, guardrails, routing and logging to LLM, MCP and agent-to-agent traffic through an AI Gateway. Use Action Capsule to isolate autonomous agent actions with runtime controls and a kill switch. Deploy in your own Kubernetes environment, in the cloud or on premises. Built for AI platform, security, risk and compliance teams that need shared operational evidence and control.
  • 21
    AI Sigil

    AI Sigil

    AI Sigil

    AI Sigil is an AI governance, risk and compliance platform. It carries a maintained library of 28 AI regulatory frameworks: the EU AI Act plus 27 national and state AI laws. You register each AI system with its components (use cases, models, data, interfaces, actions), and the platform works out which regulations apply, classifies the system by role and risk tier, and derives the obligations, recomputing them whenever the system changes. Obligations become requirements and controls, split organisation-wide and system-level, each with an owner, status, evidence and review frequency, alongside a risk register with mitigations. Assessments and questionnaires run on a recurrence cadence, keep a full answer history, and can be shared with vendors or external assessors without an account. Output is a regulator-ready report assembled only from recorded data and sealed with a fingerprint, backed by a full activity trail. Multi-entity, role-based access, REST API and MCP server, six languages.
  • 22
    Onyx Security

    Onyx Security

    Onyx Security

    Onyx is a secure AI control plane for discovering, protecting, governing, optimizing, and measuring AI agents and models across the enterprise. It gives security, governance, and AI teams visibility into sanctioned and shadow AI across SaaS, cloud, endpoints, and code, including prompts, responses, and agent actions. AI Security helps strengthen posture, identify vulnerabilities, and enforce real-time safeguards against threats and misuse, while AI Governance supports security standards and regulatory requirements with opt-in coverage and policy controls defined in natural language. AI Orchestration reduces friction when setting up agents and MCPs and helps optimize for cost, accuracy, and latency. AI ROI measures adoption, sets goals, and tracks outcomes across departments. The Onyx Guardian Agent acts as a supervisory AI that continuously identifies risks and remediates issues across the platform, helping organizations manage large numbers of agents at scale.
  • 23
    MintMCP

    MintMCP

    MintMCP

    MintMCP is an enterprise-grade Model Context Protocol (MCP) gateway and governance platform that provides centralized security, observability, authentication, and compliance controls for AI tools and agents connecting to internal data, systems, and services. It lets organizations deploy, monitor, and govern MCP infrastructure at scale, giving real-time visibility into every MCP tool call, enforcing role-based access control and enterprise authentication, and maintaining complete audit trails that meet regulatory and compliance needs. Built as a proxy gateway, MintMCP consolidates connections from AI assistants like ChatGPT, Claude, Cursor, and others to MCP servers and tools, enabling unified monitoring, blocking of risky behavior, secure credential management, and fine-grained policy enforcement without requiring each tool to implement security individually.
  • 24
    systemprompt.io

    systemprompt.io

    SystemPrompt

    SystemPrompt is a self-hostable AI governance and runtime platform for organizations connecting AI clients, model providers, and tools. It provides a shared gateway and control plane for managing user and agent access, model routing, tool permissions, credentials, and policy checks. Requests and tool actions can be recorded in the organization's environment for audit and usage review. The platform supports connections to Anthropic, OpenAI, Google Gemini, and Groq, and uses the Model Context Protocol (MCP) to expose authorized tools to compatible clients. Teams can extend the runtime with agents, workflows, skills, and business-specific services, and deploy it through a binary, containers, or managed cloud tenants. SystemPrompt is intended for technical and security teams governing AI workloads. Local evaluation is free; production use and cloud hosting require commercial terms.
  • 25
    Runlayer

    Runlayer

    Anysource

    Runlayer is an AI control plane for organizations deploying AI agents and related tools across engineering, security, IT, and business teams. It provides a governed catalog of approved MCP servers, connectors, skills, and agents, and routes agent tool calls through a policy-enforcing gateway. Administrators can discover AI clients and MCP activity, review session traces and audit records, and use configurable policies, approvals, and security scanners to monitor or block risky actions. Employees can create agents through supported AI clients using approved tools and scoped permissions, while teams manage adoption and usage. Runlayer connects AI clients, identity providers, device-management systems, and MCP servers, with hosted and self-hosted deployment options. It is designed for companies seeking centralized visibility, governance, and security as they roll out AI agents and workflows.
  • 26
    LangProtect

    LangProtect

    LangProtect

    LangProtect is an AI-native security and governance platform that protects LLM and Generative AI applications from prompt injection, jailbreaks, sensitive data leakage, and unsafe or non-compliant outputs. Built for production GenAI, it enforces real-time runtime controls at the AI execution layer by inspecting prompts, model responses, and tool/function calls as they happen. This allows teams to block high-risk behavior before it reaches end users, triggers downstream actions, or exposes confidential data. LangProtect integrates into existing LLM stacks via an API-first approach with minimal latency and supports cloud, hybrid, and on-prem deployments for enterprise security and data residency needs. It also secures modern architectures such as RAG pipelines and agentic workflows with policy-driven enforcement, continuous visibility, and audit-ready governance.
  • 27
    Dawiso

    Dawiso

    Dawiso

    Dawiso is your modern platform for managing and understanding data, built to unify governance and usability in a way that works for your entire organization. At its core is a powerful, AI-powered data catalog, enabling teams to quickly discover, interpret, and access trusted data across systems, reports, and business tools. With flexible governance features and business-friendly documentation apps, Dawiso bridges the gap between technical and non-technical users, fostering true collaboration. Enhance trust in your data with clear, visual data lineage that maps relationships across sources and systems, giving you full context and control. Support compliance through customizable workflows, role-based access, and structured metadata capture.
    Starting Price: $49 per user per month
  • 28
    SurePath AI

    SurePath AI

    SurePath AI

    Ensure AI use adheres to corporate policy with our simple-to-implement AI governance control plane. Remove complexity, gain visibility, and securely increase AI adoption, with SurePath AI. Native integrations to your existing security solutions, private models, and enterprise data sources. SSO, SCIM, and SIEM are natively supported. Detect AI use at a network level. Control access and inspect requests for sensitive data leaks. Redact sensitive data found in requests to public models. In-line modification of requests enables productivity while mitigating risk. Redirect traffic to your private AI models. Leverage SurePath AI's private model access controls as your own internally branded enterprise AI portal. Policy-based controls enrich requests with only the enterprise data users are granted access to, giving meaningful responses based on relevant business context. Users' prompts are automatically enhanced to align output to enterprise objectives.
  • 29
    Constellation

    Constellation

    Constellation

    Constellation is a corporate governance platform designed to enforce organizational rules and decision-making constraints in real time. It ensures that every action taken by employees, teams, or AI systems is checked against institutional policies before execution. The platform helps organizations maintain compliance, reduce risk, and improve decision speed without sacrificing oversight. By embedding governance directly into workflows, Constellation eliminates delays caused by manual approvals and fragmented coordination. It provides a structured system where decisions are both fast and accountable.
  • 30
    Prove AI

    Prove AI

    Prove AI

    Prove AI is an AI governance and management platform that centralizes AI models, datasets, and event logs into a tamper‑proof, blockchain‑backed data store, now built on Hedera and integrated with IBM’s watsonx.governance. It provides real‑time logging of AI lifecycle events, version control, multi‑party access permissions, automated compliance alignment (e.g., EU AI Act, ISO 42001, NIST), and detailed audit trails for troubleshooting, accountability, and regulator validation. Organizations gain unified oversight of AI operations via a centralized console controlling configurations, access, updates, and event monitoring, all with fully auditable, serialized records. It empowers enterprises to manage AI risk, ensure transparency, and confidently scale responsible AI initiatives.
  • 31
    OpenBox

    OpenBox

    OpenBox

    OpenBox is an enterprise-grade AI governance platform designed to make AI systems transparent, auditable, and safe to deploy at scale by enforcing real-time oversight across every agent action and system interaction. It provides a unified governance layer that connects identity, policy, risk, and compliance into a single runtime system, eliminating the fragmentation typically found across multiple tools and enabling organizations to standardize control over AI behavior. It integrates directly into existing AI workflows through a lightweight SDK, requiring no architectural changes, and immediately delivers full visibility into how AI agents operate, make decisions, and interact with other systems. OpenBox monitors and evaluates every action before execution, applying policy enforcement and regulatory checks in real time to prevent non-compliant or risky behavior rather than reacting after errors occur.
  • 32
    Skovos

    Skovos

    Haver AI

    Skovos is a healthcare AI governance platform for hospitals and health systems. It provides a registry for AI agents and tools, associating each with an accountable owner, role and permitted scope. For supported agents, the platform checks requested actions against approved permissions, blocks out-of-scope actions and records decisions in a tamper-evident audit trail. Governance teams can review agents, owners, access scopes, denials and stop events in a shared workspace, recall supported agents, and export signed evidence for committees, auditors and accreditors. Skovos also offers a plain-language governance connector for Claude and ChatGPT. The platform is intended to help clinical, IT, compliance and AI governance teams oversee deployed agents and review their activity; connection availability and control coverage depend on the agent and environment.
  • 33
    Preloop

    Preloop

    Preloop

    Preloop is the open source AI agent control plane for agents that take real actions. It combines an MCP firewall for tool access, an AI model gateway for cost, safety, and attribution, policy-as-code with human approvals, runtime session observability, and audit trails in a single self-hostable platform. AI agents can deploy code, change infrastructure, move money, touch production data, and burn model spend in seconds, so Preloop helps teams control what agents can do, how much they spend, and which actions require human approval. It works with OpenClaw, Hermes, Claude Code, Codex CLI, Cursor, Gemini CLI, Windsurf, Cline, OpenCode, and any MCP-compatible agent or managed runtime. Access rules can inspect arguments and context, not just tool names, with CEL expressions for fine-grained conditions. Teams can start with observability, then layer in approvals and deny rules without SDKs or invasive app changes.
  • 34
    Token Security

    Token Security

    Token Security

    Token Security accelerates secure enterprise adoption of Agentic AI by discovering, managing, and governing every AI agent and non-human identity across the organization. From continuous visibility to least-privilege enforcement and lifecycle management, Token Security provides complete control over AI and machine identities, eliminating blind spots, reducing risk, and ensuring compliance at scale.
  • 35
    Acuvity

    Acuvity

    Acuvity

    Acuvity is the most comprehensive AI security and governance platform for your employees and applications. DevSecOps implements AI security without code changes and devs can focus on AI Innovation. Pluggable AI security results in completeness of coverage, without old libraries or insufficient coverage. Optimize costs by efficiently using GPUs only for LLM models. Full visibility into all GenAI models, apps, plugins, and services that your teams are using and exploring. Granular observability into all GenAI interactions with comprehensive logging and an audit trail of inputs and outputs. AI usage in enterprises requires a specialized security framework that is able to address new AI risk vectors and comply with emerging AI regulations. Employees can use AI confidently, without risking exposing confidential data. Legal would like to ensure there are no copyright, or regulatory issues while using AI-generated content.
  • 36
    AICtrlNet

    AICtrlNet

    Bodaty LLC

    AICtrlNet enforces AI governance instead of only observing it. Unlike tools that score or monitor AI risk, it runs the work — orchestrating AI agents, humans (as first-class agents, not just approval gates), and enterprise systems under a unified governance model. Model-independent across OpenAI, Claude, Gemini, and local runtimes (Ollama, vLLM). A 6-phase Control Spectrum sets autonomy per workflow and agent. Ships 43 role-configured agent templates and 177+ workflow templates across 41 industry packs. Runs n8n, Zapier, and Make as nodes rather than replacing them. Supports HIPAA, GDPR, SOC2, and EU AI Act via design-time governance and audit-grade accountability. Open-core editions: Community (MIT, free, self-hostable) ships the core platform; Business adds ML-enhanced governance and risk scoring; Enterprise adds multi-tenancy and federation. Access via the HitLai visual no-code interface, REST API, or MCP.
  • 37
    Google Cloud Knowledge Catalog
    Knowledge Catalog is an AI-powered data catalog from Google Cloud that helps organizations manage and understand their entire data ecosystem. It automatically extracts semantics from both structured and unstructured data to build a dynamic context graph. This enables better data discovery, governance, and context-aware insights across the enterprise. The platform helps reduce AI hallucinations by grounding models in accurate, enterprise-specific data. It provides tools for tracking data lineage, profiling data, and measuring data quality. Users can also create business glossaries and enrich metadata to improve data usability. Knowledge Catalog integrates with various Google Cloud services and supports both analytics and AI-driven workflows. Overall, it enhances data visibility, governance, and trust across organizations.
  • 38
    Modulos AI Governance Platform
    Modulos is an AI governance platform for organizations that build, buy or use AI in regulated settings. It keeps one record of every AI system with its owner, risks, controls and evidence. One control library covers the EU AI Act, ISO/IEC 42001, NIST AI RMF, GDPR, DORA and NIS2, so a control implemented once counts for every framework that requires it. AI agents discover AI systems across cloud accounts, code and connected tools, draft control assessments, collect evidence and price each risk as an expected annual loss in euros. Scheduled tests run against live systems through connectors such as GitHub, Datadog, Langfuse and Snowflake, or through the REST API and Python SDK, and a failed test reopens the linked control. Founded in 2018 as a spin-off of ETH Zurich, Modulos is SOC 2 Type II certified and was the first AI governance platform to receive ISO/IEC 42001 product conformity certification.
  • 39
    Rithmo

    Rithmo

    Rithmo

    Rithmo is the fact-checker for AI agents. It helps organizations prevent autonomous and managed agents from acting on stale, conflicting, or superseded business information. Rithmo continuously reconciles decisions made across meetings, messages, and operational systems so agents can work from the current business truth rather than simply the information they retrieve. When context changes, Rithmo can identify the discrepancy, provide the resolved answer with provenance, and prevent an agent from proceeding when the conflict cannot be safely resolved. As part of the AI agent governance and agent reliability stack, Rithmo provides decision history, provenance, supersession, and an audit trail showing what changed and why. Rithmo complements AI agent memory, orchestration, observability, security, and enterprise search by addressing a different problem: whether the business context driving an agent’s action is still true.
  • 40
    Enkrypt AI

    Enkrypt AI

    Anaconda

    Enkrypt AI is an agentic AI security and compliance platform designed to protect AI applications, models, agents, and their interactions throughout deployment. The platform combines continuous red teaming, real-time guardrails, monitoring, and policy enforcement to help organizations identify and mitigate AI security, safety, compliance, and brand risks. Enkrypt AI dynamically tests AI systems with use-case-specific attacks to uncover issues such as prompt injection, jailbreaking, data leakage, hallucinations, bias, harmful content, model drift, and unsafe agent actions. Real-time guardrails analyze AI interactions and block threats as they occur while adapting to changing prompts and emerging risks. Its compliance capabilities translate internal policies and external regulations into automated controls while producing evidence that organizations can use for audits and governance.
  • 41
    asqav

    asqav

    asqav

    asqav is an AI governance and security platform designed to make AI agents audit-ready by providing real-time monitoring, enforcement, and verifiable proof of every action taken by an agent. It introduces a lightweight SDK that allows developers to integrate governance directly into their agents in just a few lines of code, enabling continuous oversight across the full lifecycle of AI operations. It includes behavioral monitoring to detect issues such as drift, rate limits, and scope violations, along with advanced threat detection that identifies prompt injections, exposure of sensitive data, toxic outputs, and other risks. It enforces policy through configurable “policy gates,” which apply per-agent rules, preflight checks, and dynamic approvals before actions are executed, ensuring that agents operate within defined boundaries. asqav also provides automated incident response capabilities, including the ability to suspend, quarantine, or escalate risky agents.
    Starting Price: $39 per month
  • 42
    Golf

    Golf

    Golf

    GolfMCP is an open source framework designed to streamline the creation and deployment of production-ready Model Context Protocol (MCP) servers, enabling organizations to build secure, scalable AI-agent infrastructure without worrying about boilerplate. It allows developers to define tools, prompts, and resources as simple Python files, after which Golf handles routing, authentication, telemetry, and observability, so you focus on logic, not plumbing. The platform supports enterprise authentication (JWT, OAuth Server, API key), automatic telemetry, and a file-based structure that eliminates decorators or manual schema wiring. With built-in utilities for LLM interactions, error logging, OpenTelemetry integration, and deployment tools (such as a CLI with golf init, golf build dev, golf run), Golf provides a full stack for agent-native services. Included also is the Golf Firewall, an enterprise-grade security layer for MCP servers that enforces token validation.
  • 43
    Prisma AIRS

    Prisma AIRS

    Palo Alto Networks

    Prisma AIRS AI Runtime Security is a purpose-built solution designed to protect LLM-powered applications, agents, models, and data during live operation, delivering real-time visibility, assurance, and governance across the entire AI lifecycle. It monitors AI behavior continuously, enforcing safeguards that detect and block threats traditional security tools cannot see, such as prompt injection, malicious code, toxic outputs, data leakage, and unsafe or unauthorized actions. It enables organizations to discover all AI assets in use, including shadow AI, and understand how agents, apps, and models interact across environments. It continuously assesses risk by testing AI systems, controlling permissions, and tracking security posture in real time, while integrating controls that prevent manipulation and exposure during runtime interactions. With adaptive protection, it defends against evolving and zero-day threats, using real-time analysis of inputs, outputs, and execution.
  • 44
    trail

    trail

    trail

    Trail ML is an AI governance copilot platform that helps organizations build trustworthy, compliant, and transparent AI systems by automating manual governance and documentation tasks. It centralizes AI registry, policy creation, risk management, automated documentation, development tracking, audit trails, and compliance workflows under one system, enabling teams to classify and manage all AI use cases, trace decisions from data and model to outcomes, and reduce the overhead of manual documentation and governance processes. It integrates governance frameworks and templates, supports creation of custom AI policies, and guides teams through identifying and mitigating risks, preparing for audits and standards like ISO 42001 and regulation such as the EU AI Act. Trail uses curated knowledge, risk libraries, and AI-powered automation to orchestrate governance tasks, translate regulatory requirements into actionable to-dos, and streamline collaboration between stakeholders.
  • 45
    Holiday

    Holiday

    Holiday

    Holiday gives organisations consistent governance and control over AI across their existing business systems. Hard-coded AI boundaries are enforced by software, not prompts: every tool call is checked twice, against what the AI is allowed to do and what the person asking is allowed to do, with no session-level trust. Services: 1. AI Governance - permissions, budgets, audit trail and reporting for every AI identity. 2. Our Environment - a single-tenant environment in your chosen AWS region that connects business systems and hosts Digital Employees. 3. AI Security - zero-trust checks on every AI tool call, against both AI and user permissions. 4. Business Chat - permissioned answers across email, CRM, documents and finance. 5. Shadow Agent Detection - finds unapproved AI tools and unregistered agents using identity and access activity.
    5.0 out of 5 stars 1 Rating for Holiday
    Starting Price: $1,000 AUD/month
  • 46
    Tangerin AI

    Tangerin AI

    Tangerin AI

    Tangerin AI is the independent AI governance platform that discovers, assesses, governs and verifies AI use across the entire company, from any vendor. Headquartered in Brazil and operating globally, serving customers in Portuguese, English and Spanish. It answers what most companies cannot: which AI tools, IT-approved or not (Shadow AI), are used, by whom, at what data risk, and with what evidence for an auditor. Collected via a lightweight endpoint agent (Windows, macOS, Linux) or agentless ingestion of NGFW, SSE and SIEM logs. Every signal resolves against a proprietary catalog of thousands of AI tools, recording data risk, processing country, retention policy and training use. Each tool is scoped as allowed, restricted or prohibited by policy; employees digitally sign the AI usage policy; compliance covers 20+ frameworks - NIST AI RMF, SOC 2, LGPD, ISO 42001, EU AI Act and more. Never collects conversation content, prompts or files.
  • 47
    Fairly

    Fairly

    Fairly

    AI and non-AI models need risk management and oversight. Fairly provides a continuous monitoring system for advanced model governance and oversight. With Fairly, risk and compliance teams can collaborate with data science and cyber security teams easily to ensure models are reliable and secure. Fairly makes it easy to stay up-to-date with policies and regulations for procurement, validation and audit of non-AI, predictive AI and generative AI models. Fairly simplifies the model validation and auditing process with direct access to the ground truth in a controlled environment for in-house and third-party models, without adding overhead to development and IT teams. Fairly's platform ensures compliant, secure, and ethical models. Fairly helps teams identify, assess, monitor, report and mitigate compliance, operational and model risks according to internal policies and external regulations.
  • 48
    OneTrust AI Governance
    OneTrust AI Governance is AI governance tool built to protect the ROI of AI by translating AI risk into enforceable controls, helping teams govern well and move fast. It aligns enterprise governance with technical reality so organizations can scale AI faster, reduce risk, and maintain trust as AI systems evolve in production. It helps teams catalog AI systems and assess risk by tracking models, datasets, agents, and vendors in a central inventory, assigning ownership and lifecycle status, and understanding component dependencies. It standardizes AI risk identification using global frameworks such as the EU AI Act, NIST, and ISO 42001, with automated workflows for risk tiering by use case, system, or component, plus mapped risk and control frameworks for ongoing compliance. OneTrust streamlines approvals, attestations, scoping, evidence collection, and audit-ready reporting through configurable intake and approval workflows.
  • 49
    OwlVigil

    OwlVigil

    Syrovex

    OwlVigil is a cloud-based AI gateway and governance platform for developers, AI product teams, and organizations coordinating multiple model providers. It routes AI requests through a unified endpoint and lets teams connect providers, issue scoped gateway keys, manage access, and apply routing and policy rules. Administrators can set workspace, team, member, or key budgets; restrict models and providers; and monitor requests, tokens, usage, latency, and spending. Role-based permissions, audit logs, alerts, and request analytics help teams review AI activity across workspaces and departments. The gateway accepts OpenAI-compatible requests, allowing teams to connect existing applications through a shared interface. OwlVigil is offered as a hosted service with an individual free plan and paid team and business plans, plus custom enterprise plans.
  • 50
    Holistic AI

    Holistic AI

    Holistic AI

    The Holistic AI Governance Platform is a 360 solution for AI trust, risk, security, and compliance that empowers companies to adopt AI at scale.