We expect a lot from AI and reports, but how far can we trust our own data?
How do you know whether your Logo data is ready before using AI?
AI and reports feed on data; if data is late, incomplete or in the wrong place, any tool is misled. You can measure readiness the way a credit score works: iyibir Pulse gives your data a score out of 100 and shows process scores and a readiness status based on the weakest area.
Why it happens
- Data quality has never been measured; trouble shows only when a report goes wrong.
- One weak process can spoil every interpretation even if the rest is sound.
- Even when measured, nobody knows whether things improved compared with last month.
How it is solved in general
Set a measurable grade
Use a measure that scores process by process and applies the same rules each time.
Focus on the weakest link
Readiness depends on the weakest area; improve it first.
Fix, then measure again
Repeat the same measurement after every fix.
Follow it at intervals
Measure at regular intervals and watch the direction of the grade.
With iyibir Pulse
- A fixed algorithm, not a model, calculates the score: the same data gives the same score, comparable month to month.
- Module scores and a readiness status shown through the weakest area.
- A report is a score, a plain-language comment and findings; the comment is as simple as explaining to a child.
- It reads earlier reports as context: what improved, what persists and what is new appear separately.
Data grade
Readiness: through the weakest area
The drawing explains the concept; the numbers are examples.
Frequently asked
How is the data grade calculated?
The grade comes from the measurement of the checks in the scope list through a fixed algorithm. The same data always gives the same grade, so reports compare month to month.
Does Pulse use AI, and does AI give the score?
An AI auditor scans and interprets the data, but the score comes from an algorithm, not from the AI.
Other problems
Why do Logo reports come out wrong, and how do you find the cause?
Pulse scans the data the report rests on and shows the broken link with its evidence.
How it is solvedWhy do reports become unreliable when entries reach Logo late?
Pulse finds late and bulk entries and shows how far behind each process runs.
How it is solvedHow do you notice the Logo Edge features you are not using?
Pulse gently points out features you are not using but your data calls for; your score does not drop.
How it is solved