Workflow outcomes
Completed, waiting and failed items per workflow, with the reason when something stopped.
Monitoring & insights
Follow outcomes, failed actions and exceptions for each workflow. Uncertain cases reach a person with the context needed to decide, and recurring issues feed agreed improvements.

The signals are agreed for each implementation, so they reflect the outcomes your team cares about.
Completed, waiting and failed items per workflow, with the reason when something stopped.
Low-confidence results, missing information and rejected actions, grouped by cause.
Transcripts, summaries and extracted fields where retention has been agreed.

Human review
Human review is designed into the workflow rather than added afterwards. Reviewers see the original input, the proposed result and the reason it was flagged.
Changes are based on recorded outcomes and validated with your team before rollout.
Look at completed work, exceptions and feedback for an agreed period.
Separate unclear instructions, missing knowledge, integration errors and genuine edge cases.
Update instructions, knowledge or tools and test them against recorded examples.
Your team approves the change before it reaches the live workflow.
Implementations include a way to follow agreed outcomes and exceptions, such as the management portal, reports or a queue in a system you already use. The format is agreed during scoping.
Your team owns business decisions. Multibot monitors the technical operation and works with you on recurring issues.
We choose the model and provider for each task during scoping, based on the language, accuracy, latency and data-handling requirements. The workflow is not tied to one provider, so a step can be changed later if the agreed requirements change.

Discovery call
Bring us a process, a recurring enquiry or a pile of documents. We will explore where agents fit and what a useful implementation needs.
Book a discovery call