How to produce daily operations reports with an AI agent

Split the report into figures and words. The agent pulls volumes, backlogs, ageing, service-level breaches and exceptions from systems of record at a fixed cut-off, and can distribute the figures at depth 3 once certified. Commentary that explains why something happened is drafted for the operations manager, who approves it, because a wrong explanation is worse than none.

What is the daily operations report for?

Every operations team has some version of it: a morning view of what came in yesterday, what went out, what is waiting, what is late and what went wrong. Managers use it to move people between queues, escalate problems and spot trends. Senior leaders use it to decide whether to worry.

The operations manager owns the report and its content. The management information or reporting team often owns the definitions: what counts as "late", which cut-off applies, how backlog is measured. Each service owner owns the explanation for their own figures.

What does the agent prepare, step by step?

1. Agent, depth 1: extracts figures at the cut-off time. Volumes received and completed, backlog by age band, items breaching service levels, exceptions raised, incidents open, held items waiting for approval. Each figure comes from the system of record for that queue.
2. Agent, depth 1: checks the extraction. All sources reached, all at the same cut-off, totals reconcile with the previous day's closing position plus inflows minus outflows.
3. Agent, depth 1: compares with the previous day, the same day last week and the trailing average, and flags movements beyond thresholds the owner has set.
4. Agent, depth 3: builds the figures section in the fixed layout, with definitions linked.
5. Agent, depth 2: drafts commentary for flagged movements, stating what moved and what is known about why, with sources. It does not guess causes.
6. Person, operations manager: reviews and approves the commentary, adding causes and actions only they or service owners know.
7. Agent, depth 3: distributes the approved report to the standing list.
8. Agent, depth 3: distributes the figures section alone if commentary is not approved by a set time, labelled as figures only.

Why is commentary held but figures are not?

Figures from systems of record are facts about the systems. If the extraction is correct and the definitions are fixed, they are right. Commentary is interpretation. "Backlog rose because of the bank holiday" may be true, or the rise may be a failed batch that no one has noticed. An agent can produce a plausible cause from patterns in past reports, and plausible is exactly the danger: readers trust it and stop asking.

So the agent writes what it can support from sources: "Backlog in payments exceptions rose from 120 to 310. 150 of the new items share the same rejection code from the overnight file." A person decides whether that is the cause and what is being done.

How does this relate to board and cash reporting?

Daily operations reports feed upward. Monthly figures for management, and eventually papers for the board, are built from the same sources. The considerations for those higher-stakes documents are different, and are covered in whether an AI agent can produce board reports. Keep definitions consistent from the daily report up, so a figure in a board paper can be traced to the days that make it up.

The treasury team's morning view of cash is a sibling of this report, with its own cut-offs and approvals; see preparing daily cash positions. Where both exist, align the cut-off times.

Which controls apply, and what evidence do they leave?

Fixed cut-off per source. Evidence: extraction time for each figure.

Reconciliation of flows. Evidence: the opening, inflow, outflow and closing check, with any break.

Definitions held centrally. Evidence: the definition version used for each report.

Commentary approved by a named person. Evidence: draft, approved version and approver.

Held queue figures included. If the agents in the operation hold work for people, the size and age of that queue belongs in the daily report. The routine for working it is in the held queue daily review checklist.

What should you measure?

• Reports issued on time, with and without approved commentary.
• Figures corrected after issue, and why.
• Reconciliation breaks found by the agent, and how many were real problems.
• Commentary edits: how often the manager changes or removes the agent's draft.
• Questions from readers that the report should have answered.

Where does it usually go wrong?

Cut-offs differ between sources. One queue is read at midnight, another at six in the morning. The totals do not reconcile and no one notices. Fix the cut-off per source and record it.

Definitions drift. Someone changes what "late" means in one queue, and the trend line breaks without explanation. Changes to definitions should be versioned and noted in the report.

The report becomes the control. Managers read "no exceptions" and stop checking queues. That is fine only if the report is complete. A source that failed to load should show as missing, never as zero.

Commentary fills space. Draft commentary for every figure, every day, teaches readers to skim. Comment only on flagged movements.

Letters and dispatch are left out. Customer communications often run outside the main queues. If the operation sends letters, their dispatch figures belong here; see producing and dispatching customer letters. Certify the extraction on real past days first, as train, shadow, certify, widen recommends.

Where Pryme fits

In Pryme, each figure in the report carries its provenance stamp, so a reader can see that a backlog count is sealed from the work queue system. Commentary drafted by the agent is held for the named owner, and the issued report is filed with its sources and approver.