The request has no home
It arrives by portal, email or chat, but nothing links it to the right person, business record or purpose. Every participant starts again.
Benefit / Repeatable business work
From a good AI answer
to work that’s actually done.
An agent can read a request and draft a recommendation. Running that work every day takes more: the right records, the right approver, waits that don’t drop the case, and an outcome you can confirm. Frozion gives each request a defined path, so AI help becomes a process your teams rely on.
Same process every time. Different path when the facts call for it. Never “done” until the outcome is confirmed.
FROZIONExecution FabricGoverned from request to outcome
- Prepare
Link the request to the right person or organization, records and purpose.
- Decide and continue
Apply the rules, involve the right person and hold the case through every wait.
- Act and confirm
Take the action, then confirm the outcome before closing the case.
AI assistance · business rules · people · your existing systems
01 / The gap
AI pilots answer.
Production work has to finish.
In a demo, the agent reads a request and gives a good answer. In production, that request needs the right records, an authorized decision, a wait for missing evidence, an action in another system and confirmation that it happened. A chat answer alone has no durable place to keep that case.
Work dies at the handoff
A reviewer asks for one more document. The case waits, the chat session ends, and nobody owns the next step.
“Done” isn’t done
The action timed out or the downstream system never confirmed it, but the agent reported success. The person waiting for the result finds out before your team does.
An attempt is not completion.
02 / The shape of the work
Give AI a role.
Give the work a shape.
Each recurring request becomes an application with five things a chat answer alone doesn’t provide.
A front door
Link requests from portals, email and connected channels to the right person or organization, records and purpose before anyone acts.
Missing information is caught at intake. Nobody starts from scratch.
Clear decisions
Business rules make the decisions that rules should make. Models read, extract and propose; their output never grants approval on its own.
The same rules apply consistently to the same decision inputs.
The right people
Tasks reach the appropriate employee, manager, customer, vendor or partner with the context needed to act.
Reviewers decide in one place, without chasing history.
Waits that hold
A case can wait days for a document or signature, then resume from its retained state. Its owner, evidence and next task stay connected.
The case survives the handoff and the end of the chat session.
Done means confirmed
Prepared, approved, attempted and confirmed are distinct states. An unresolved external outcome stays open for investigation.
Your reports separate completed work from work still waiting for confirmation.
03 / Service resolution · C-218
Same process. Different facts.
The right response to each.
A customer asks for a refund. The agent summarizes the request and drafts a proposal. What happens next depends on the facts, and the case makes its state clear.
Service resolution · C-218
One refund process. Three possible case conditions.
Outcome confirmed
Approved, issued, confirmed.
The order and payment records support the proposal, and a reviewer approves the exact amount. The refund is issued, the payment system confirms it, and only then does the case close.
The completed path
- AI role
- Summarize and propose
- Reviewer
- Approved the exact amount
- Payment system
- Refund confirmed
- Case
- Closed
Where a fragile process fails: The case is closed when the refund request is sent, before anyone knows whether it went through.
Waiting for document
More evidence needed.
The reviewer asks for a receipt. A request for information is not an approval, so the refund is held and a service specialist owns the next step.
The waiting path
- Proposal
- Retained with the case
- Approval
- Not given
- Next step
- Service specialist obtains the receipt
- Refund
- Held · not attempted
Where a fragile process fails: The question goes out by email, the chat session ends, and the case is rediscovered only when someone follows up.
Unresolved
Sent, but not confirmed.
The approved refund was sent, but the payment system did not return a definitive response. The case stays open, another refund attempt is held, and a specialist reconciles the outcome with the payment system.
The unresolved path
- Approval
- Given for the exact proposal
- Refund attempt
- REF-218 · recorded
- Payment system
- Confirmation unavailable
- Case
- Open · not reported as done
Where a fragile process fails: The agent reports “refund issued.” A premature retry can create a duplicate; no follow-up can leave the request unfulfilled.
Three different states. Each reported truthfully. Confirmed work closes. Waiting and unresolved work retain an owner and a next step.
04 / Who works in it
One process.
The right view for everyone in it.
App Builder gives each participant a view of the same case, with the information and actions their role needs.
Work queueService
C-218Waiting
Refund request · receipt needed
- Owner
- Service specialist
- Proposal
- Retained
Next taskObtain the receipt
Employees
A work queue with the active record, proposal, evidence and permitted next actions. Reviewers have the context to decide without switching between disconnected tools.
Operations viewCase status
- C-217Outcome recordedConfirmed
- C-218Service specialistWaiting
- C-219Reconciliation ownerUnresolved
Managers
Completed, waiting and unresolved work are separated at a glance, with an owner for each open case. See what’s stuck without assembling a status report.
Participant portalYour case
C-218Action needed
Your refund request is waiting for a receipt.
ReceiptRequested document
Next stepProvide the requested receipt
Customers, vendors and partners
A portal to submit information, respond to a request or track progress in their own cases. The next step is visible without reconstructing an email thread.
- Fewer dropped cases
- Fewer status chases
- Reports that match reality
05 / Scope and questions
Repeatable work.
Room for the facts of each case.
Consistency comes from a defined business process, including what happens when the expected path cannot continue.
Paths adapt
The process stays defined.
Facts, rules, human decisions and model proposals can lead to different paths. Each path has defined actions, exceptions and completion criteria.
Models still vary
Rules govern the decision.
Explicit workflows, tool contracts and routing give model variability a defined role. Business rules handle consistent decisions; model output never grants approval by itself.
External systems retain their guarantees
Uncertainty stays visible.
Frozion records attempts and holds uncertain outcomes open. Reconciliation and safe retry depend on the destination’s supported checks; an attempt alone is never proof of completion.
Coverage and access
Governed work, scoped views.
This applies to work routed through Frozion. Each participant sees the cases, records and actions allowed by their role and resource scope.
No. They stay the systems of record. Frozion links each request to them, takes actions through governed connections and records what they confirm.
Yes. Connect portals, email or collaboration channels such as Slack to the application. Intake associates each request and reply with the relevant person or organization, records and business purpose.
Yes. App Builder supports portals where external participants submit information, respond to tasks and follow their cases, with the actions their role allows.
An uncertain external outcome stays open as unresolved. Another write remains on hold while the outcome is reconciled with the destination system. If it cannot be established, the case stays open for the configured investigation or escalation.
Start with one recurring request
Bring the request
your team handles every day.
A refund, an invoice exception, a supplier change, a service ticket. We’ll map its intake, decisions, waits and outcome, and show it running end to end.