Built as a production system, not a one-off prompt.
Our workflows are built as production systems, not one-off prompts. The stack combines integration, context, orchestration, controls, and monitoring - six layers that together make a workflow reliable enough to do real work.
6
layers in the stack
Processing time
~4 minutes
Manual steps
0
Six layers that make a workflow reliable enough to do real work.
Each layer handles one concern. Together they turn an agent prompt into a system your team can trust with production work.
Works with your existing systems
System Integration Layer
Connects ERPs, CRMs, ticketing tools, internal systems, documents, portals, email, and cloud services. Reads data, validates state, triggers actions, and syncs updates across systems.
Understands the context around each task
Context Layer
Gathers the information needed for the task. Retrieves the right documents, records, and system state. Assembles case context before the model acts. Enforces access boundaries on what can be seen.
Keeps track of where things stand
Memory and State Layer
Carries short-term context through a workflow. Remembers prior steps and decisions. Supports continuity across sessions or exceptions. Stores operational state safely and predictably.
Follows a controlled path, not a single response
Orchestration Layer
Routes work step by step. Decides which tool or model to use. Coordinates system actions and human approvals. Manages retries, branching, and fallbacks.
Keeps people in control where judgment matters
Guardrails and Governance Layer
Controls permissions. Enforces human approvals. Blocks risky actions. Defines failure behavior. Keeps actions traceable.
Logs and monitors every step
Evaluation and Observability Layer
Tests workflows before launch. Measures pass/fail on real cases. Monitors live behavior. Captures logs, traces, and metrics. Supports debugging and improvement.
What happens when a vendor invoice arrives.
A concrete example of the six layers working together on a single task - from the moment an invoice lands to the moment it is paid.
Step 1
Integration
An invoice arrives in the shared inbox. The integration layer detects it, extracts the attachment, and writes the raw file to your document store.
Step 2
Context
The system pulls the matching PO from your ERP, the vendor record from your CRM, and the approval policy from your internal wiki. Nothing acts on a blank prompt.
Step 3
Memory
The workflow remembers this invoice was already partially processed yesterday - the vendor replied to confirm the line items. That context is carried forward.
Step 4
Orchestration
The system compares invoice to PO. Amounts match. It routes to the next step. If they did not match, it would branch to a discrepancy review queue instead.
Step 5
Guardrails
The amount is under the auto-approve threshold, but the vendor is new. The system pauses and sends an approval request to the finance lead. It will not pay without sign-off.
Step 6
Evaluation
Every step is logged - what was retrieved, what was compared, who approved, when. After launch, observability monitors for drift in processing time or error rates.
Read the detail.
Each page covers one part of the stack in depth - how it works, why it matters, and what it means for your team.
Technology stack
The six layers that make a Falnor workflow reliable enough to do real work - integration, context, memory, orchestration, guardrails, and evaluation.
Intelligence layer
How the intelligence works - context-aware execution, decision support with human oversight, memory that carries forward, and cross-platform reasoning.
How decisions are made
What inputs are considered, how business rules and approvals interact, when the system pauses or escalates, and how every step is recorded.
Reliability and evaluation
How we test before launch, monitor after launch, and re-validate when the tools underneath change. Evaluation prevents problems. Observability catches them live.