Understand the problem. Watch the fix work.
Three parts, in plain English: the problem — why risk slips past; the fix — a simple way to keep account facts trustworthy; and a live demo of the fix running on three sample accounts.
The problem: customer facts are scattered, so risk gets missed.
Everything you need to judge an account lives in different places — who they are, what they pay, how they use the product, whether their renewal is coming up. None of it sits in one current record you can actually act on. So judging “is this account healthy” means stitching facts together by hand, and an account slipping toward trouble can go quiet for weeks before anyone notices. With thousands of accounts, that isn’t a process annoyance — it’s a blind spot. A missed renewal is real money.
Scattered facts, hand-stitched, risk goes quiet.
The fix: one current record per account, kept honest by its own history.
Keep a single current record for every account. When the system notices something new — usage down, tickets up, a renewal window opening — it writes that down, then re-figures the account’s health fresh from everything it has learned. Nothing is ever overwritten, so every conclusion has a traceable “why,” and an account in trouble surfaces the moment it appears, not weeks later. In one line: a trustworthy current record, rebuilt from its history, that flags risk as it happens.
One record, rebuilt from history, flags risk as it happens.
Watch it work
Three sample accounts, watched one at a time. Press Step to run the loop — the screen holds one account and the one fact it just handled, so you watch each move land. When one account’s story finishes, the next steps in.
The account we're watching, rebuilt fresh from its log as each fact lands. Health and next step are the working answer. Nothing here is typed by hand — it’s derived, so every flag has a reason you can point to.
| id | account | value | health | status | why | next step |
|---|
One row per step, tagged with what the system did to the record. added — a new fact or verdict written to the log, append-only, never edited. used — the check step reads the existing facts to verify the story. The full log keeps every row — nothing is ever deleted — so you can always look back. This is the proof behind the account row.
| id | account | when | what happened | the detail |
|---|
The snapshot from the most recent run. Every run saves one and keeps it — read them in order and you see the trend.
| account | when | health | why |
|---|
The same simple fix ran on all three accounts. Each time the system noticed something new, it wrote it down, then re-worked that account’s health from everything it knew. Nothing was overwritten — so every “at risk” has a reason you can point to.
By the end, $750k of the book sits at risk, and every dollar of it has a next step:
A person signs off before anything actually ships.