The enterprise runtime for governed AI agents, workflows and apps

Govern the agents you have.
Build the ones you need.

Frozion is the runtime where enterprise AI does real work. Every agent action carries authority, every consequential decision reaches the right person, and every outcome is proven. Govern the agents you run today. Build workflows, native agents and systems of engagement on the same foundation.

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Start with one consequential action. Scale to every agent, workflow and app, with no migration. See the four paths
One governed action
A
Your existing agentSupplier bank change requested
01
FROZIONExecution FabricGoverned from request to outcome
✓
Check authority & policyIdentity, scope and history
02
The right person decides, with proofEvidence + passkey confirmation
In review
03
Wait, revalidate, executeDurable workflow · governed tool call
↳
Your enterprise systemReported outcome linked to the request
Every step, decision and outcome in one inspectable graph
Why now

AI changed the smallest unit of software.
The runtime has to change with it.

Before AI agents, software was built from functions that did exactly what they were designed to do. Now the smallest unit decides: the next step, the tool, the inputs. Governance, inspectability and durability can't live in each agent's code anymore. They belong in the runtime that carries the work, and that runtime should belong to you.

Your controls were built for software that does what it’s told.

ThenNow

Behaviour was written in code and reviewed before release.

Agents choose their next step at runtime, after any review.

McKinsey describes a shift from harmful AI responses to harmful AI actions.

Source

Risk sat at the perimeter.

Risk sits in every action an agent takes inside it.

Palo Alto Networks’ 2026 survey reports 109 machine identities per human, including 79 AI-agent identities.

Source

Each request could be judged on its own.

Risk hides in the pattern across requests.

OWASP describes misuse of legitimate tools and harmful multi-tool chains.

Source

People did the work. Systems recorded it.

Agents do the work. People approve it.

McKinsey calls for people to oversee and coordinate workflows carried out by agents.

Source

One system held the transaction.

One request crosses systems no one owns end to end.

MuleSoft’s survey reports 957 applications per organization on average, with only 27% connected.

Source

Change meant a release cycle.

Models, prompts and tools change every week.

EY: 47% of surveyed US senior AI executives say their organization skipped its governance process for urgent deployments.

Source

Electrification paid off when factories were rebuilt around the unit drive. Swapping the steam engine for a dynamo changed little. AI pays off the same way: when the work is rebuilt around a runtime made for agents. Frozion is that runtime, from the agent's first call to the confirmed business outcome.

Why the runtime is the new platform
The scaling challenge

What works for one agent breaks at a hundred.

The research agrees on why agents stall: no runtime governance, no agent identity, no line between what agents decide and what people approve, and no traceable record. Every team rebuilds those parts for every agent. Frozion delivers them as one runtime.

Because Behaviour is decided at runtime

Nobody can see the estate.

Policies, workflows, field mappings, API clients and queries are spread across code and teams. At hundreds of agents, it becomes hard to see what a change will affect.

Gartner forecasts more than 150,000 agents in the average Fortune 500 enterprise by 2028, up from fewer than 15 in 2025. Gartner · April 2026

One inspectable estate

Because Risk sits in every action

Authority gets lost between steps.

Shared keys and old permissions outlive their purpose. When one agent hands work to another, identity, delegated scope and business intent must travel with it—and be checked again before action.

Among organizations reporting an AI-model or application breach in IBM’s study, 97% said they lacked AI access controls. IBM · July 2025

Authority rechecked at every step

Because People approve instead of doing

Human review can’t keep up.

Send every action to a person and review becomes a bottleneck—or a rubber stamp. Context-aware rules must route the decisions that need a person, with the exact proposal, facts and evidence ready to review.

About 80% of surveyed organizations lack mature agentic governance. Deloitte highlights clear human-approval boundaries as a core capability. Deloitte · April 2026

Only the decisions that need a person

Because No system owns the transaction

Evidence is scattered.

When an auditor asks why an agent acted, the answer sits in model logs, tickets and chat threads. Reconstructing the case takes time, if the evidence was kept at all.

EY: 72% of surveyed senior AI executives worry about tracing data lineage and inputs behind critical AI decisions. EY · September 2026

One tamper-evident record
Frozion also closes:Answers that aren’t outcomesAgent-to-agent trustGovernance bypassed under deadline pressureSensitive data reaching the wrong modelAI spend nobody can explainWork lost to timeouts and long waits

Frozion closes every one of these gaps in a single runtime. Your thousandth agent is as inspectable, governed and durable as your first.

Sources: McKinsey, Gartner, Deloitte, EY, IBM, OWASP View references
  1. Building the foundations for agentic AI at scale McKinsey · April 2026
  2. State of AI trust in 2026: Shifting to the agentic era McKinsey · March 2026
  3. Six steps to manage AI agent sprawl Gartner · April 2026
  4. Agentic AI project cancellation forecast for 2027 Gartner · 2025 forecast
  5. Agentic AI is scaling faster than guardrails Deloitte · April 2026
  6. Autonomous AI implementation outpaces oversight EY · September 2026
  7. Cost of a Data Breach: AI access controls IBM · July 2025
  8. Tool misuse, privilege abuse and unsafe action chains OWASP · Agentic Top 10 for 2026
  9. Identity Security Landscape Palo Alto Networks · 2026 vendor survey
  10. Connectivity Benchmark Report insights MuleSoft · 2026 vendor survey
Inspectability at scale

You can't trust, run or scale
what you can't inspect.

In the age of steam, inspectable boilers made steam power safer to scale. Enterprises running agents need the same visibility. Frozion makes every agent, workflow and decision inspectable at all three moments that matter, visually, within each person's permitted scope.

Before it runs

See every path a workflow can take, every rule that can fire, every tool it can reach, and every workflow a change will touch.

While it runs

See the active path, the facts each decision used, who is waiting on what, and where authority was rechecked.

After it runs

Trace any outcome back to the request, the authority, the approval and the confirmation from the system of record.

See the execution graph
Accumulated state

Request-only governance takes each call at face value.
Frozion decides with shared, accumulated state.

Every request is evaluated against what has already happened: how many refunds this agent issued in the last hour, how many bank changes this supplier made this month, how much is still owed. Frozion keeps these counts and totals as shared, governed facts, so every policy, agent, reviewer and app decides from the same accumulated state.

Catch the pattern, not just the request

A routine refund becomes a pattern.

Recorded
10 refunds
Window
1 hour
Next request
$180

Ten refunds are already recorded for an agent in the last hour. The next $180 request uses that accumulated count, so the policy holds it for human review. The reviewer sees the same fact and its source.

See history-aware policy in action

The same facts run operations

Every team sees what is still owed.

Ordered
100 units
Shipped
70 units
Remaining
30 units

For a 100-unit order with 70 units shipped, retain 30 units outstanding as a shared fact. Service agents and an operations workbench reuse that value to coordinate follow-up. Refresh it when shipment records change, keeping the teams on the same calculation.

Explore reusable calculated facts

Workflow state tracks where the process stands. Business facts retain what the next step needs to know. Each fact carries its definition, scope, sources and freshness; a refresh preserves the values used by earlier decisions.

Built on the Feature Store
The four adoption paths

Start with the agents you have.
Grow without migrating.

Each path adds to the last on the same dedicated instance. Nothing is rebuilt and nothing moves. Start at the path your use case needs.

  1. Govern existing agents

    Apply identity, policy and required human review to consequential actions your agents already take.

    Adds
    Control over today’s actions
    Explore this path
    01Start with one agent

  2. Grow tools into workflows

    Extend a governed call into durable, multistep work involving rules, systems and people.

    Adds
    A defined business process
    Explore this path
    02Add to the same foundation

  3. Build native agents

    Build agents in Frozion using the same governed tools, workflows and business context.

    Adds
    Agents built and run here
    Explore this path
    03Add to the same foundation

  4. Build systems of engagement

    Build purpose-built applications and portals that connect participants and systems around a repeatable business process.

    Adds
    Applications where people work
    Explore this path
    04Add to the same foundation

Start at any path. Every path has access to the same identity, visual policies, human collaboration, durable execution, accumulated state and evidence on your dedicated instance. Applications coordinate existing agents, native agents or both.

Compare the four paths
01 Govern existing agents

Give agents the power to act.
Keep authority with the business.

Keep your framework and route selected actions through Frozion. A tool call over MCP or HTTPS invokes one governed operation or a complete durable workflow.

  • Each agent has its own identity and explicit delegated scope.
  • Rules decide with the facts each agent may see, and with the history accumulated from recorded activity.
  • Required decisions go to the HITL Inbox with FIDO2 passkey step-up.
Explore the AI Control PlaneGovern existing agents
Visual Policy BuilderRule
SUPPLIER CHANGE POLICY

Require finance review

Before action
ALL
ActionUpdate supplier bank details
ActorWithin permitted supplier scope
ANY
Bank changes / 30 daysGreater than 1
Payment exposureAbove review threshold
↳
Require authorized finance approvalWith FIDO2 step-up before proceeding
Feature Store
bank_changes_30d = 2Freshness + source provenance
02 Grow tools into workflows

Design the process.
Govern every step.

Turn one governed tool call into a durable workflow across rules, models, people and enterprise systems. Compose repeatable steps visually, with contracts, policy and completion criteria connected to the process.

Visual execution graphWorkflow

Frozion Execution Fabric

  1. EventInvoice receivedFrom your ERP
  2. RuleMatch to purchase orderDeterministic, no model
  3. ModelExplain the mismatchOnly when rules can't settle it
  4. PersonApprove the exceptionHITL Inbox · passkey step-up
  5. ActionPost to the ledgerRe-checked before commit

Any system, any step.

Call databases, SaaS, internal APIs, other agents and external MCP tools through registered capabilities. Apply policy before and after an external MCP call.

Explore API Client Builder

Deterministic first

Use exact queries and rules where the next step is known. Call a model when interpretation adds value, and keep the facts each decision used.

Models only where they add value

Durable by default

Every case survives waits and failures. Authority is rechecked before the next action, and uncertain writes are reconciled before any retry, keeping retries from becoming duplicate posts.

Work that survives failures
03 Build native agents

Build agents with governance
built in from the first step.

Build new agents in Frozion on the identity, policies, data and connections you already have. Author their work visually on the same governed runtime.

An agent can drive a workflow, or be one.

Native agents invoke governed workflows. Workflows expose repeatable capabilities for other agents to call over MCP or HTTPS.

Explore visual orchestration

Models and tools by rule.

Each step gets the right model. Models choose from your tools, workflows and MCP servers, and Frozion completes the inputs before anything runs.

Explore model and tool routing

One connected record.

Keep native-agent participation, governed calls, policy decisions and required human approvals connected to the same business case.

Explore provenance and evidence
04 Build systems of engagement

Build systems of engagement
on top of your systems of record.

Give employees, customers, vendors, partners and management one place to work with agents and approvals. Apps never touch your data directly: every screen runs on a governed workflow, so every read, decision and action is authorized and on the record.

Supplier operations workbenchApplication
OPERATIONS / REVIEW QUEUE

Decisions ready for your review

Authorized reviewer
Request Policy result Next step
Supplier bank changeProposed account update Approval required Review evidence
Invoice exceptionAmount outside expected range More context needed Gather records
Supplier record updateContact details Permitted Inspect outcome
Identity & scopeBusiness factsPolicy evaluationExecution graph

Built visually. Extended in code.

Create apps for employees, customers, vendors and partners visually, with code extensions where needed. Built-in identity and permissions manage participation.

Explore App Builder

Every screen runs on governed work.

Connect agents, rules, human decisions and durable workflows behind the application experience.

Explore the AI Control Plane

Every view shows the same facts.

Agents, policies, reviewers and app screens work from the same records, calculated facts and source evidence.

Explore the AI Data Plane

Start with a complete application. It coordinates existing agents, native agents, rules, APIs and people from day one.

Every path runs on the same foundation. Here’s what’s in it

What every path runs on

Everything agents need to do real work.
One runtime.

A gateway, a framework, a workflow engine or a security overlay gives you one layer. You're left to stitch the rest together. Frozion brings them together in one runtime: three modules sharing one identity, one policy model and one record, on your dedicated instance.

AI Control Plane

Decides what may happen, makes it happen, and brings in people.

Agent identity and delegation
Every agent acts as itself, on behalf of a named person.
Least privilege
Authority narrows at every hop and is rechecked before every write.
Visual Policy Builder
Rules drawn visually and enforced before every action: allow, hold for review or block.
Kill switch and revoke
Stop further governed agent actions instantly, or remove access to a resource.
Data protection
Sensitive data is redacted from tool responses before a model sees it.
Cost limits
Every model and tool call is attributed, and limits are enforced in the runtime.
Visual workflows
Tools, rules, models, agents and people in one process, with typed contracts between steps.
Durable execution
Cases survive waits, restarts and failures, and resume where they stopped.
Human-in-the-loop (HITL) Inbox
Only the decisions that need a person, with the full case, a live thread and passkey sign-off.
Model and tool routing
Each step gets the right model. Models choose from your tools, and Frozion completes the inputs before anything runs.
API Client Builder
Contracted operations against enterprise APIs.
Model Context Protocol (MCP), both ways
Call MCP servers as governed steps and publish workflows as MCP tools. Existing agents connect over MCP or HTTPS.
Explore the AI Control Plane

AI Data Plane

Gives every decision the facts it needs, and nothing it shouldn't see.

Feature Store
Counts, totals and status kept as shared facts, with their source and freshness.
Visual Query Builder
Governed, reusable queries over operational records.
Cache and memory
Results are reused, not recomputed. Memory is scoped and never becomes an instruction.
Context binding
Each task gets the permitted records, evidence and facts it needs.
Coming next

BM25 keyword search · Vector store · Enterprise Knowledge Graph

Explore the AI Data Plane

App Builder

Puts governed work where people work.

Visual apps
Forms, workbenches and portals built visually and extended in code.
Internal and external users
Employees, customers, vendors, partners and management each get the view their role needs.
Templates
Start from ready-made apps and workflows.
Governed by design
Apps never touch your data directly. Every screen runs on a workflow.
Explore App Builder

Across the platform

Inspectable, private and yours.

Execution graph
Every step, decision and outcome in one inspectable view.
Lineage and evidence
Tamper-evident, exportable records, traced to source.
Tenancy
Business units, regions or your own customers, kept separate on one instance.
Your cloud
Your data center, AWS, Azure or Google Cloud, with no lock-in.
Developer extensibility
Your own code, services and models, wherever you need them.
See the connected platform

Because every module shares one case, nothing falls between tools. Who acted, which facts and rules applied, who decided and what the system confirmed all sit in one record.

Why one runtime beats a stitched stack
Build on Frozion

Your domain expertise.
Your product. Our runtime.

Software companies and systems integrators build on the same four paths and deliver solutions to their own customers.

For software companies

Ship a governed agentic product without building the platform.

Identity, policy, approvals and evidence come built in, so you focus on the product your customers buy. Your dedicated instance serves multiple customer organizations as separately scoped tenants.

Own your application IP, brand, customer relationships, contracts, pricing and subscription revenue.

Discuss your SaaS product
For systems integrators

Deliver a repeatable, governed start.

Package reusable workflows, agents, applications and integrations around an industry or business process. Adapt the solution to each client’s approved environment and business purpose.

Build implementation, integration and managed-service offerings around capabilities you reuse.

Discuss a partnership

Each organization licensing Frozion runs its own dedicated instance. Software publishers serve their customers as separate tenants within that instance.

Explore Agentic SaaS and accelerators
Why leaders and teams choose Frozion

One platform.
A decisive advantage at every level.

Every leader who signs off on AI gets something they can't get from a stitched stack: one place to see it, govern it and prove it.

CEOs & business leaders

Turn AI investment into business execution.

Move beyond isolated pilots into repeatable processes and new business experiences. Expand from one governed action to applications that coordinate people, agents and existing systems.

  • Scale useful AI on a shared foundation.
  • Keep ownership and outcomes inspectable.
  • Build new services around your domain expertise.

CIOs, CTOs & technology leaders

Scale AI without multiplying the stack.

Bring governance, orchestration, data, human decisions and applications together. Reuse the platform across initiatives while keeping your systems of record and approved infrastructure.

  • Reduce repeated integration and maintenance.
  • Expand without rebuilding the foundation.
  • Keep deployment in your cloud or data center.

CISOs & security teams

Every agent action inside an enforced boundary.

Connect each governed action to identity, delegated scope and explicit policy. Protect sensitive information and retain the ability to stop or revoke further governed access.

  • Catch patterns, not just bad requests.
  • Require human review and FIDO2 where policy calls for it.
  • Inspect controls before execution and evidence afterward.

CFOs & finance teams

Stop paying to build the same AI plumbing twice.

Control model and tool consumption while reducing work that gets rebuilt across projects. Shared calculations and an integrated runtime address costs beyond the token bill.

  • Attribute every model and tool call, and enforce limits.
  • Calculate once, reuse everywhere.
  • Reduce duplicated integration and maintenance.

COOs & process owners

Keep work moving all the way to completion.

Carry the business case through approvals, exceptions and interruptions. Give people and agents the same facts, current workflow state and a shared place to resolve what needs attention.

  • Every case resumes after waits and failures.
  • Bring the right internal reviewer into the case.
  • Keep handoffs attached to a defined outcome.

Engineering & platform teams

Build once. Change with confidence.

Compose workflows visually, connect tools through explicit contracts and reuse identity, policy, context and durable execution. Maintain one connected process as models and business requirements change.

  • Replace glue code with shared, governed capabilities.
  • Inspect branches, contracts and dependencies.
  • Extend with specialized code where needed.

Risk, compliance & audit teams

Inspect every control. Prove every decision.

Examine policy and possible execution paths before work runs, inspect active cases and trace completed outcomes. See which authority, facts, approvals and versions shaped a decision.

  • Review visually within your permitted scope.
  • Trace lineage and provenance to source evidence.
  • Retain and export tamper-evident case records.

Business analysts & product teams

Turn business knowledge into repeatable applications.

Build purpose-built forms, portals and workbenches around a defined business process. Connect employees, customers, vendors, partners and management to the records, decisions and actions their roles require.

  • Build workflows and interfaces visually.
  • Use current records and accumulated business facts.
  • Keep each experience connected to governed execution.
Fit the enterprise you have

Keep your systems.
Choose how Frozion fits.

Build around your systems of record, enterprise APIs, existing agents and deployment requirements.

Runs in your cloud

Your data center, or your AWS, Azure or Google Cloud account. One deployment governs agents and systems across every cloud. Yours to own, with no lock-in.

Explore deployment options

Identity your way

Use built-in, multi-tenant identity with FIDO2 passkeys, or connect your enterprise SSO.

Explore identity & security

Integration & extensibility

Connect any system through the API Client Builder or MCP. Extend Frozion with your own code, services and models.

Explore extensibility
A practical starting point

Questions before
you begin.

Choose the integration and adoption path that fits your first use case.

Your agents keep their framework and their code. Connect the actions that matter over MCP or HTTPS, and each becomes a governed operation or a complete durable workflow, with approvals, authority rechecks and a confirmed outcome.

Governance and security tools monitor agents and enforce controls. Frozion is where the work runs. Authority is checked at every step, and the right reviewer decides with the full case in the Human-in-the-loop (HITL) Inbox. Waits are durable, authority is revalidated before action, and the outcome is confirmed on the record.

Request-only governance takes the current call at face value. Frozion policy also decides with shared, accumulated state: counts, totals and status over any time window you define. A routine-looking action is held for a person when the pattern says so, and the reviewer sees the same facts the rule used.

A gateway passes calls through. Frozion carries them to completion. Behind any call sits one protected operation or a full durable workflow with policy, human decisions, waits and connected evidence.

Each agent has its own identity. Connect the initiating person or workload, organization, task and delegated scope to the governed action. Use Frozion’s built-in identity with FIDO2 passkeys, or connect your enterprise SSO.

Any existing agent calls a Frozion workflow as a tool over MCP or HTTPS. That workflow coordinates rules, enterprise APIs, other agents, MCP tools, human decisions and durable waits, with policy before and after every step.

Every governed step, linked to the original request: tool calls, policy evaluations, human decisions, waits, cost, and the result the target system reported.

Only the actions your policy says need a person. Routine work proceeds, prohibited actions are blocked, and only the decisions that matter reach the HITL Inbox, with FIDO2 step-up where policy demands it.

Every approval is bound to the person, the proof and the exact proposal. Frozion checks the reviewer's authority and confirms identity with a FIDO2 passkey where policy requires it. It rechecks the approval before execution and records it in the execution graph.

Start with one consequential action from an agent you already run, or begin at the path your use case needs. Expand on the same instance into workflows, native agents and systems of engagement. Software companies and integrators can package those capabilities as products and accelerators. Explore Build on Frozion.

In your data center, or your AWS, Azure or Google Cloud account. Define the deployment, data, evidence and permitted connection boundaries for your environment. Explore deployment options.
Make the first use case concrete

Bring us the agent action
you worry about most.

One agent, one consequential action, one target system. We'll show it checked, held for the right reviewer, approved with a passkey, rechecked before commit and traced end to end.

Book your walkthroughBuild on Frozion