Example prompts
- âFind the automation opportunities with the strongest evidence and expected impact in our procure-to-pay value stream.â
- âWhere in our close cycle should we focus next?â
- âScan our org for duplicate invoice processing across geographies.â
End-to-end recipe
1
Confirm the workspace
Call
list_accessible_workspaces. If the wrong workspace is active, reconnect with OAuth or use an API key created in the intended workspace before continuing.2
Build the work queue
Call
get_process_hierarchy â the whole tree, or filtered to the value stream of interest. The leaves become your work queue.3
Fan out in parallel across leaves
For each leaf:
get_process_detailsâ current version, steps, dependencies, and relevant attributes.get_process_observationsâ a bounded set of captured runs in summary mode. Record the returned count without treating it as total process volume.
4
Find material patterns in the index
5
Check process attributes
Inspect the
attributes field already returned by get_process_details â âautomation statusâ, âsystem of recordâ, âcontrol levelâ, or similar attributes that help rank candidates.6
Confirm each top candidate
For each top candidate:
get_process_observationswithverbosity="summary"â identify representative runs and competing evidence.get_observation_citationat low or medium verbosity â inspect one activity block at a time for the material behavioral claims the brief will make.- Read the
dependenciesfield already returned byget_process_detailsfor a first cut at blast radius.
7
Synthesize a ranked candidate set
Include process identifiers, the bounded observation count, dependency depth, pattern signal, counterevidence, uncertainty, and the next validation step.
Sample output
The candidate set below is synthetic. Its identifiers and counts show the shape of a useful result, not customer data.
The first candidate ranks highest because the repeated pattern has the broadest downstream reach. The evidence does not yet prove that an agent is the right answer. The next step is to inspect representative activity timelines, confirm the required system access, and compare a skill, a deterministic flow, and a process change.
What to surface in the brief
- A ranked list of candidate processes
- For each: bounded observation count, dependency depth, pattern signal, and counterevidence
- Citable process resource keys and observation resource keys or timestamps
- Gaps where the workspace doesnât have enough evidence yet

