PJM Studios / Client Success Stories / The Morning Brief
A hundred emails, one page, by seven.
An assistant that reads the inbox, the calendar, the task list and yesterday’s meeting notes overnight, then puts one ranked page in front of the owner before the day starts.
Studio build. This is a system PJM Studios is building for itself before offering it to anyone, and it is written up here in full so you can see the thinking. Every number on this page is a design target, not a measured result. When it is running and the real figures exist, they will replace these and this note will say so.
Challenge
The owner of a small business is the bottleneck in their own company, and the bottleneck is the first ninety minutes of the day. Somewhere between eighty and a hundred and fifty messages arrive overnight. Perhaps six of them need a decision only they can make. Finding those six is the job that happens before the actual job.
The second problem is quieter and more expensive. Commitments get made out loud in meetings, agreeing to send a quote by Friday, agreeing to call a supplier back, and they live in somebody’s notes rather than anywhere that will ever surface them again. Nobody drops them on purpose. They just never became a thing that could be dropped.
The usual answer is a productivity system, which fails for the same reason every time: it adds a fifth place to look for people who already cannot keep up with four.
Context
Everything needed to work out what matters today already exists. The mail is in Google Workspace. The calendar is beside it. There is a task list of some description, and there are notes or recordings from yesterday’s meetings.
None of the four talks to the others, so the cross-referencing happens in one person’s head, every morning, at the point in the day when their judgment is worth the most.
There is also a trust problem waiting at the end of any solution to this. An assistant that starts by archiving things is an assistant that gets switched off in week two, right after the first time it archives the wrong thing.
Strategy
The design constraint that shapes everything else: build a read-only layer that produces exactly one artifact a day. No new inbox, no new app, nothing to migrate into, and on day one nothing that sends, deletes or files without being asked.
The second constraint is that every ranking has to explain itself. A priority list that says an item is important without saying why gets skimmed by the second week and ignored by the fourth. The explanation is not a nice touch, it is the mechanism by which the thing stays in use.
The third is cost discipline. Sending every message to a model is both slow and needlessly expensive, and it is the reason most builds like this quietly get turned off when somebody looks at the bill.
Execution
At half past four each morning a scheduled job pulls the last twenty-four hours of mail, today’s and tomorrow’s calendar, the open task list and the notes from yesterday’s meetings. Each item is classified, ranked and assembled into a single page, delivered as an email and as a web page that works on a phone at the kitchen table.
Five decisions that separate a real assistant from a demo
- Classification runs in two passes. A deterministic pass first: known senders, newsletters, receipts, calendar invites and automated notifications are sorted by rule with no model involved at all. Only what survives goes to the model, which is roughly fifteen percent of the volume and is what keeps the running cost in cents a day rather than dollars.
- Every ranked item carries its reason, in one line, in plain language. “Top of the list because you committed to an answer by Friday in Tuesday’s call, and it is Thursday.” The reason is generated from the evidence the system actually used, so if the reason is wrong the owner can see immediately why it was wrong.
- Commitments are extracted from yesterday’s notes and matched against the existing task list. Anything promised out loud that is not already captured becomes a proposed task, approved in one tap. It never becomes an actual task on its own, because a task list that fills itself with things you did not agree to is worse than no task list.
- The brief is generated even when a source fails. If the calendar API is unavailable the page still builds, still ranks the mail, and says plainly that the calendar is missing. A brief that sometimes does not arrive teaches people to stop looking for it, and after that the system is dead no matter how good it is on the days it works.
- Nothing is auto-archived for the first ninety days. The system proposes, the owner disposes, and every override is logged. Those ninety days of overrides are the evidence for what it can eventually be trusted to handle without asking, which is a decision made from data rather than optimism.
The end state is not an autonomous agent running the business. It is a very well-prepared briefing, on time, every day, that a person then acts on. That is a lower ceiling than the demos promise and a far higher floor than what most owners have now.
Built with
Design targets
What it is built to achieve
Target: 90 minutes a day
Time currently spent working out what to look at rather than doing the work.
Target: zero dropped commitments
Everything promised in a meeting becomes either a visible task or an explicit decision not to.
One page, not four tools
The owner opens a single artifact instead of switching between mail, calendar, tasks and notes.
Target: under a dollar a day
The deterministic first pass keeps roughly eighty-five percent of the volume away from the model entirely.
What it taught me
The hard part of this is not classification. Models have been good enough at that for a while. The hard part is earning the right to act, and the only way to earn it is to spend the first three months being useful without touching anything. Every system like this that gets abandoned was abandoned because it did something helpful that nobody asked it to do.
Related
Bilingual Content Pipeline
A pipeline that drafts the second-language version, holds it to an approved glossary, hands a reviewer the twelve percent that needs judgment, and publishes both versions together.
Read it YOUR TURNWhat do you do every week by hand?
Name it on a call and I will tell you honestly whether it is worth automating.
Start a project