How a Falnor workflow is built
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.
The six layers
Each layer handles a specific concern. Together, they make a workflow reliable enough to do real work - not just demo well.
System Integration Layer
Works with your existing systems
Connects ERPs, CRMs, ticketing tools, internal systems, documents, portals, email, and cloud services. Reads data, validates state, triggers actions, and syncs updates across systems.
- Read data from ERP, CRM, ticketing, and internal systems
- Validate state across systems before acting
- Trigger actions and sync updates across tools
- Handle gaps where APIs do not exist
Context Layer
Understands the context around each task
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.
- Retrieve relevant documents, records, and system state
- Assemble case-specific context before action
- Enforce role-based access boundaries on what can be seen
- Reconcile conflicting information across systems
Memory and State Layer
Keeps track of where things stand
Carries short-term context through a workflow. Remembers prior steps and decisions. Supports continuity across sessions or exceptions. Stores operational state safely and predictably.
- Carry short-term context through each workflow step
- Remember prior steps, decisions, and approvals
- Support continuity across sessions or exceptions
- Store operational state safely and predictably
Orchestration Layer
Follows a controlled path, not a single response
Routes work step by step. Decides which tool or model to use. Coordinates system actions and human approvals. Manages retries, branching, and fallbacks.
- Route work step by step across tools and checks
- Branch, stop, retry, or escalate based on outcomes
- Coordinate system actions with human approvals
- Manage fallbacks when a step fails
Guardrails and Governance Layer
Keeps people in control where judgment matters
Controls permissions. Enforces human approvals. Blocks risky actions. Defines failure behavior. Keeps actions traceable.
- Enforce least-privilege access per role and task
- Require human approval on anything irreversible
- Block risky actions before they execute
- Define failure behavior and rollback paths
Evaluation and Observability Layer
Logs and monitors every step
Tests workflows before launch. Measures pass/fail on real cases. Monitors live behavior. Captures logs, traces, and metrics. Supports debugging and improvement.
- Test on real cases before launch - pass or fail
- Capture logs, traces, and metrics for every action
- Monitor live behavior and alert on drift
- Re-validate after any major change to underlying tools
Stack principles
The stack is designed around five principles that keep it practical, governed, and measurable.
Fit your stack, don’t replace it
We connect to the systems you already pay for. No rip-and-replace, no new platform to adopt.
Model-agnostic where appropriate
We use your approved LLMs. You stay in control of which models touch your data.
Governed actions
Every irreversible action requires a human sign-off. Failure behavior is designed, not improvised.
Client-readable outputs
Logs, traces, and records are in your systems - readable without us, defensible without translation.
Measurable performance
Tested on your real cases before launch. Monitored after. Re-tested when the tools underneath change.
Deployment patterns
Where the workflow runs depends on your security, oversight, and data residency requirements. The default is your cloud environment.
Cloud-native
Default deployment in your cloud environment. Your permissions, your audit boundary.
Customer environment
Where data residency or oversight requires it, the workflow runs in your environment entirely.
API-first
Every integration is API-first. Where APIs do not exist, controlled alternatives handle the gap.
Hybrid execution
Browser or portal actions where APIs are not enough - controlled, logged, and traceable.