Keeping an Incident Log
An unrecorded error stays invisible until it happens a second time. Stanford’s report counts 362 documented AI incidents for 2025 and notes that most organisations keep no incident log at all.
This piece covers how to keep a three-line record. Even a handful of entries a year reveals the pattern. A business without records manages by guesswork.
What Is the Problem?
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- Errors get fixed and forgotten
- Nobody knows where the errors cluster
- The learning stays with one person
Three scenes.
Errors get fixed and forgotten
A wrong figure turns up in an output. Someone spots it, corrects it, moves on. Nobody writes it down. A few months later the same kind of error appears and nobody knows it is a repeat. Learning never accumulates.
Nobody knows where the errors cluster
Checking gets spread evenly across everything. Yet errors concentrate in particular jobs. Without records that concentration stays invisible, so the checking goes to the wrong place. Risky work runs unchecked while ordinary work gets over-reviewed.
The learning stays with one person
An employee learns which jobs need care. But that knowledge sits in their head. When they leave it goes with them, and the next person makes the same mistakes. The organisation pays for the same lesson twice.
Why Does It Happen?
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- The word incident sounds too big
- Recording feels like blame
- Nowhere to write it
Three reasons.
The word incident sounds too big
People hear incident and think catastrophe. A wrong figure or an inappropriate sentence does not seem to qualify. Yet those are exactly what deserve recording; the big failures get remembered anyway. The value of a log lies in the small and repeating ones.
Recording feels like blame
If writing something down means being held to account, nobody writes. The team hides errors instead. A log has to be built as a learning tool rather than a punishment, and the first entry sets the tone.
Nowhere to write it
If no place is defined, no record gets kept. A complicated system produces the same result; nobody opens it. A shared document is enough, provided everyone can reach it.
How Is It Done?
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- Step 1: fix a three-line format
- Step 2: keep the definition broad
- Step 3: read it quarterly
Three steps.
Step 1: fix a three-line format
Three things get written for every incident. What happened? Where was it caught? What was done? Nothing more is needed. Writing takes two minutes, which is why it actually happens. Ask for a long form and no record gets kept at all.
Step 2: keep the definition broad
What deserves recording is not the major failure. Every output that needed correcting is an incident. A wrong figure, an invented source, a customer message written in the wrong tone. A broad definition fills the log; a narrow one leaves it empty and useless.
Step 3: read it quarterly
Every three months, read the entries. Where is the concentration? Move the checking there. Half an hour of reading shows where the effort should go, and data replaces guesswork. The verification routine gets updated from this reading, and the tool matching gets corrected with the same data.
How Long, Where to Start?
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- A few hours a year in total
- The return is checking that lands in the right place
- First step: write it looking backwards
Two minutes per entry, half an hour per quarter.
A few hours a year in total
Each entry costs two minutes. The quarterly reading costs half an hour. That comes to a few hours a year. In return you know which work is risky from evidence rather than assumption.
The return is checking that lands in the right place
Without records, checking spreads evenly and proves insufficient everywhere. With records the risky work becomes visible. The checking concentrates there and lightens elsewhere, so the total load does not rise.
First step: write it looking backwards
Have you corrected anything in the past six months because of an AI output? If yes, your first entry is ready. Write down what you remember. An incomplete record beats no record, and the first line is always the hardest.
The Common Mistake
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- Turning the log into a punishment
- Recording only the major incidents
- Not reading the log
Three traps.
Turning the log into a punishment
If the question becomes who made the mistake, the log dies. The question should be how it was caught and how it gets prevented. Talk about the process, not the person. A blame culture ends the log; a learning culture feeds it.
Recording only the major incidents
Major incidents get remembered anyway. The value sits in the small and repeating ones. If those go unwritten the pattern stays invisible, and without a pattern the checking has no direction.
Not reading the log
A log that gets kept but never read does nothing. Without half an hour a quarter it turns into an archive. Unread data produces no decisions, which is why a calendar reminder matters.
Frequently Asked Questions
Sık Sorulan Sorular
A team of five produces three to five entries a year; hardly a burden. The benefit is the same though: which work needs care becomes visible. And in a small team experience depends more heavily on individuals. When someone leaves, the knowledge leaves too. A log is the only thing keeping it inside the business.
That is usually a culture problem and the answer lies with the manager. If the manager opens the log with their own mistake, the tone is set. Also, keep names out of the entries and put the job in instead. The aim is knowing where it happened, not who did it. Once that distinction is clear the resistance disappears.
The opposite: a record of a corrected error shows the business exercised care. Keeping no log does not suggest you were unaware; it suggests you were not tracking. Corporate customers ask for exactly these records in supplier assessments too. Sensitive customer information should stay out of the entries though. The incident gets written down; the content of the data does not.
