How to write case notes after every contact with an AI agent

Write the note from the record, not from memory. After each contact the agent drafts a case note from the transcript and the verdicts filed during it: why the customer got in touch, what was checked, what was done with references, and what is still open. It files notes on its own contacts. For contacts a person handled, it drafts and the person approves.

What are case notes, and who owns them?

A case note is the permanent record of one contact: what the customer wanted, what happened, and what comes next. The next colleague reads it before they speak to the customer. A complaints handler reads it months later. The customer may read it too, if they ask for their personal data. Notes written in a hurry at the end of a call are often thin, late or missing, and that is the gap the agent fills.

The support operations lead owns the note standard: what every note contains and how long it is. Team leaders check quality. Each member of staff answers for the notes on their own contacts, even when the agent drafted them. The wider support position is in the AI support agent that knows when to say no.

What does the agent prepare, step by step?

1. Agent, depth 1: reads the contact. The transcript or message thread, and every verdict filed during it: records read, actions allowed, held, refused.
2. Agent, depth 1: builds the note from what happened. Actions come from the verdicts, not from the conversation. If the agent said "I'll update that for you" but the update was held, the note says held.
3. Agent, depth 2: drafts in the standard shape. Reason for contact. Verification level. What was checked, with sources. Actions taken, with references. Anything held or refused, and why. Open items and who owns them. Customer's own words where they matter.
4. Agent, depth 3: files notes on its own contacts. Notes are append-only: once filed, a correction is a new entry, not an edit.
5. Agent, depth 2: drafts notes on staff contacts. The draft appears for the staff member at the end of the call or chat.
6. Person, staff member: approves, edits or rewrites their own contact's note. The approved version is filed under their name.
7. Person, team leader: samples notes weekly against the standard.

What does a named person approve?

Each staff member approves the note on their own contact. The note will be read as their account of what happened, so it must be one they agree with. The approval is not a formality: the agent may have misheard an amount or missed something said off-script, and the person who was there is the only one who can correct it.

The operations lead approves the standard. That includes what not to write: speculation about the customer's character, guesses about health, and opinions about whether the customer is telling the truth. Those do not help the next colleague and may harm the customer.

How are actions recorded in the note?

With references, so anyone can find the underlying record. A preference change names what changed from and to; how those changes are made is covered in can an AI agent change a customer's contact preferences. A credit note carries its number; whether the agent may issue one at all is covered in can an AI agent issue credit notes. A held action names the approver it is waiting for.

This is what separates a note from a summary of the chat. A colleague reading "credit note issued" has to go looking. A colleague reading "credit note 4417 for 25 issued against invoice 9902" can answer the customer's next question at once.

How do notes relate to handovers and reporting?

A handover summary is written for one reader at one moment; a case note is written for the file. They share a shape, and when a contact ends in a handover the summary can become the first part of the note. The handover method is in summarising a case for handover.

Notes also feed reporting. The "reason for contact" line, written consistently, is the raw material for reporting on contact drivers, and the "open items" line shows whether contacts were resolved first time, which is how first-contact resolution can be measured from notes rather than surveys.

Where does it usually go wrong?

Notes record intentions. The agent writes what it meant to do, not what the systems allowed. Build actions from verdicts only.

Staff approve without reading. A note drafted for every contact becomes a button to click. Team leaders' samples should check edits as well as quality; a member of staff who never edits anything is probably not reading.

Transcripts are pasted in. The note becomes a page of dialogue. Keep the standard shape and a word limit.

Failed transcription goes unnoticed. A call with poor audio produces a short, wrong transcript and a confident note. When transcript quality is low, the draft should say so and ask the staff member to write the note.

Notes are edited after filing. Changing a filed note destroys the record of what was known at the time. Corrections are new entries.

What should you measure?

• Notes filed as a share of contacts, by channel. The target is all of them.
• Staff edits to drafts, by section, which show where the agent's drafting is weak.
• Notes failing the standard in team leader samples.
• Corrections added after filing.
• Questions the next colleague had to ask that the previous note should have answered.