Reference build · Agent Ops Console
Let agents act. Keep people accountable.
A reference console that brings flagged AI decisions, supporting evidence and human approvals into one review workspace.
React
TypeScript
Claude
n8n
PostgreSQLWhat this demonstrates
- Risk based review queue
- Evidence beside every decision
- Recorded overrides and reasons
The gap this closes
An agent that runs end to end still needs someone accountable for the calls that matter. The promise of escalating only what it genuinely cannot settle needs a place for that escalation to go: somewhere a person can see a decision, understand why the agent made it, and approve or reverse it, with a record that holds up later.
The review queue
Decisions arrive as structured events rather than opinions. Each one carries the proposed action, the inputs the agent used and a confidence score. Most clear automatically. Only the items a rule flags reach a person, sorted so that the riskiest, meaning low confidence and high value, sit at the top of the queue.
The decision, up close
On a flagged item the reviewer sees the whole picture: the proposed action, the evidence behind it, the source document the agent read and the fields it extracted, and a plain read on why the agent was unsure. From there it is one click to approve, edit, override with a reason, send back or escalate.
Every override is training data
An override is not just a correction. It is captured with a reason code and fed back, so the same case is handled automatically next time and the share of decisions needing a person keeps shrinking. The audit log underneath is immutable and hash chained, because these are real business actions such as orders dispatched and payments approved, and they have to be defensible later.
The escalation policy is the product
What reaches a person is a rule rather than a guess. Confidence and value thresholds, categories that always get a look, and a hold when the agent is unsure. Tuning that policy is where the time savings live, and a metrics view shows the loop tightening as overrides train the agent.
Where the line is
The console is for decisions a person should be able to see and reverse. Genuinely low stakes autonomous steps do not need it, and wrapping them in review only adds friction. Drawing that line for each workflow, deciding what the agent owns and what a person signs off, is part of the build.
How to engage with us
Good work starts
with a conversation.
Tell us what you want to build or improve, and we will come back with a practical next step rather than a sales sequence.
Teams we have worked with
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