The short version
- A transcript preserves the order the meeting happened in. Work does not happen in that order, which is why the second read never happens.
- An action item needs a verb, an owner, a date and a definition of done. The owner is the field that gets dropped, and the item with no name against it is the one that never starts.
- Split the output in two. The internal list holds the judgement about the account and the things worth holding back a week. What the client sees is status, owners and dates, with the strategic call left to them.
- A model will pull the explicit commitments out of a transcript. It will not flag the sentence where somebody changed their mind, so a person still reads for that.
A recorded call produces a transcript, and a transcript is raw material. The deliverable is a short list of actions, each with an owner and a date, written in the language of whoever has to do the work. Everything between the recording and that list is processing, and processing is the part that carries the value.
What is wrong with meeting notes?
They are a compressed transcript. Notes follow the shape of the conversation rather than the shape of the work, so the commitment that mattered sits wherever it happened to come up.
One test sorts them, and most notes fail it. A week later, can somebody who was not on the call do the work from this document alone? If they have to ask what was meant, the notes recorded a meeting rather than an outcome.
What each artefact is good for, and where it fails:
| Artefact | Who reads it | Useful for | Where it fails |
|---|---|---|---|
| Recording | Almost nobody | Settling a dispute about what was agreed | Nobody rewatches the call |
| Auto transcript | A search box | Finding the exact wording later | Reads as speech, buries the commitments |
| AI summary | Whoever missed the call | Catching up without watching it | Flattens the critical and the incidental |
| Meeting notes | The person who wrote them | Feeling productive | Follows the meeting’s order, not the work’s |
| Internal action list | The account owner | Deciding what to do and what to hold | Carries judgement that is not client-facing |
| Shared action list | The person doing the work | Getting the work done | Useless without an owner and a date |
What has to be in an action item?
A verb, a named owner, a date, and a definition of done specific enough to argue about. The owner is the field people drop most often, and an item with no name against it is the one that quietly never starts. Miss the date or the definition of done instead and the failure is slower: the work stays permanently available to start later, and whatever eventually turns up is hard to challenge, since nothing on paper ever said what finished looked like.
The same field is what catches an approval nobody has assigned. Every gate on a launch needs a name and a date against it in week one, or the launch date is a guess. Naming a gate costs one line in an action list.
One more field earns its place, which is the account and the workstream the item sits in. Across 8 client accounts and 11 brands, an action item with no address gets sorted into nothing.
How do you get from a recording to a list?
Three passes over the same material. The first pulls explicit commitments, the sentences where somebody said they would do a thing. The second pulls decisions, which are frequently made without anyone announcing that a decision has occurred. The third pulls changed context, meaning anything that is true this week and was not true at the last call. A budget that moved. A reorganisation that put somebody new above the programme.
The third pass is the one to protect. Commitments are easy to extract and mostly obvious to everyone who was on the call. Changed context is the part that alters what the next quarter should contain.
How much of this can AI do?
The extraction is worth handing over. Ask a model for the explicit commitments in a transcript and it returns them, sentence by sentence, without anybody rereading the whole call. We take that every week, on every account.
What it will not do is rank them. A summary puts the critical and the incidental in the same register. Read the output before it goes anywhere.
Output that follows the order the meeting happened in records what was said. Nobody can work a week from it.
Who should see which version?
Two documents come out of every call. The internal one carries strategy, judgement about the account, and the things worth holding back a week. The shared one is status, owners and dates, and it never makes the strategic call on the client’s behalf, because that decision is theirs.
The transcript itself goes to nobody.
Related reading: batching every call into two days, and what belongs in a client update.
Frequently asked questions
What should you do with a meeting transcript?
Process it into a short list of actions, each carrying a verb, an owner, a date and a definition of done. The transcript stays in the archive as evidence of what was agreed. The action list is the only part anybody opens again.
What makes a good action item?
A verb, a named owner, a date, a definition of done, and the account or workstream it belongs to. The owner is the field that fails loudest. A missing definition of done fails later, when the work arrives and nothing written down says whether it is finished.
Are AI meeting summaries good enough to act on?
Use them for the extraction and not for the ranking. A summary puts the critical and the incidental in the same register, and it will not tell you that the fourth item is the only one that changes the quarter. Take the extracted commitments, then read the transcript yourself for the sentence where somebody changed their mind.
Should you send meeting notes to a client?
Send an action list, never notes and never a raw transcript. The client-facing version carries status, owners and dates. The internal version carries judgement about the account and the strategic reading, which stays internal because the decision belongs to the client to make.
How long should processing a call recording take?
Give it a fixed slot rather than a target duration. We hold client calls on a Monday or a Tuesday and process them on the Wednesday, while the detail is still sharp and the decisions are still arguable. If the write-up runs longer than the meeting did, the meeting had no agenda and the processing is doing work the agenda should have done.
Who should own turning meetings into actions?
One named person per account, on a fixed day, rather than whoever happens to remember. Shared responsibility for processing means it happens late or happens twice. We do it on the Wednesday after the calls, across every account in the same pass.
Sources
- Chua Network delivery data across 8 client accounts (internal fact bank)
- Chua Network engagement records, anonymized (internal experience bank)