GREAD
Run Consequential AI Workflows With Explicit State From Decision To Effect
Coordinate deterministic logic, models, APIs, tools, policy, human judgment, events, durable state, and business actions through one governed Execution Graph - where an external effect carries its own state, and work already in flight stays bound to the version that started it.
A timeout is not permission to repeat a consequential action.
Frozion keeps identity, authority, policy, versions, state, capability eligibility, external effects, and evidence connected as the application moves from decision to action.
Build the application workflow as one governed execution
Enterprise AI applications move through many different kinds of work. One execution may query data, retrieve knowledge, run a calculation, invoke a model, call an API, choose a tool, apply policy, ask a person for judgment, wait, retry, update an external system, and preserve evidence.
- what happens and what may happen
- under whose authority it happens
- which data and capabilities are eligible
- when human judgment is required
- what state survives and what effect may commit
Benefit: Turn AI and automation steps into a complete operational application governed from start to finish.
Keep every step connected through typed contracts
Reliable AI applications need more than a sequence of boxes. Inputs, outputs, schemas, mappings, query results, API requests, model proposals, policy facts, review packages, and external actions need explicit meaning before execution.
A model output can be evaluated as a proposed business object rather than accepted merely because it is valid JSON. An API response can be mapped into a known contract rather than passed downstream as an opaque payload.
Benefit: Keep application meaning intact as work crosses deterministic logic, AI, APIs, tools, and people.
Use one Execution Graph for the complete application behavior
The Execution Graph is the versioned definition of how an application behaves.
It connects deterministic nodes, queries, APIs, models, tools, policy, approvals, events, timers, callbacks, reusable subgraphs, conditional paths, joins, loops, and external actions.
Each node operates against explicit inputs and outputs. Each transition remains part of the same application execution. The graph connects contracts, authority, policy, state, versions, capabilities, human decisions, external effects, and evidence.
Explore the Execution GraphBuild governance directly into the execution path
Policy becomes useful when it can change what the application actually does. Frozion places policy inside the Execution Graph so behavior can respond to identity, role, tenant, taxonomy, purpose, data sensitivity, confidence, application state, deployment route, and consequence class.
Visual Policy Builder
Create nested policy logic as inspectable typed facts, conditions, branches, obligations, approvals, and enforcement points.
Policy facts
Evaluate known application facts rather than relying on loosely interpreted strings.
Obligations
Require masking, logging, stronger assurance, human review, or evidence before execution may continue.
Enforcement points
Apply policy where the consequence occurs, not as detached proof elsewhere.
Carry identity and authority into every capability call
Models, APIs, tools, and services should not become independent sources of application authority. The AI Control Plane invokes capabilities inside the active Execution Instance so the application preserves subject, actor, workload, tenant, purpose, delegated authority, scope, policy, credential audience, and evidence requirements.
Governed tool routing
Select tools eligible for the active operation.
Workload identity
Use a service identity appropriate to the invoked capability.
Delegated authority
Preserve whose authority the workload is exercising.
Capability gates
Evaluate whether a model, tool, API, or service is permitted.
Bring human judgment into the active execution
A reviewer can enter with the active business record, retrieved evidence, calculated features, Context Package, policy conditions, application history, current state, and proposed action. The Execution Graph waits for the human decision as a durable state transition.
Explore Identity & Security
Give consequential operations explicit identity and state
External actions can time out after committing, be retried, complete asynchronously, return ambiguous results, partially succeed, require reconciliation, or require compensation.
Business Operation Identity
Connect intended action, attempts, retries, callbacks, reconciliation, effects, and evidence.
Effect state
Not attempted, attempted, confirmed, ambiguous, failed, reconciled, compensated.
Version binding
Work in flight stays bound to the version that started it.
Timeout discipline
A timeout is never treated as permission to repeat a consequential action.
Verify the action before committing the effect
Before committing a consequential effect, Frozion can re-evaluate whether the current state permits it, the active authority remains valid, required policy obligations are satisfied, approval still applies, and the action matches the reviewed proposal.
Route work to the right eligible capability
Frozion can select among query, calculation, rule, specialized capability, model, and human judgment using task contract, authority, data sensitivity, policy, region, deployment route, confidence, quality, latency, cost, and provider availability.
Deterministic-first routing
Use exact capabilities where they satisfy the contract.
Confidence escalation
Escalate when the current route cannot meet quality.
Policy-controlled routes
Limit which models or providers may process workloads.
Degraded operation
Continue when a model route is unavailable or ineligible.
A supplier account-change request through the AI Control Plane
One Execution Graph carries the application from analysis through governed business action.
Start with active authority
Identity, tenant, purpose, scope, and assurance establish the active boundary.
Assemble context
The Data Plane supplies the eligible evidence and facts.
Apply policy
Policy decides obligations, allowed routes, and review requirements.
Preserve history
Context, decisions, effects, and versions remain connected for replay.