KuuloA research system that shows its working
A live research workspace keeps every conclusion connected to its method, sources, model settings, evidence and caveats.
Investment
Not published
Timeline
Ongoing
Status
Live frontier research
Reach
The investment research team using the workspace
Making investment research easier to check
Investment research often combines judgement with a lot of comparison. An analyst may study several companies, different business measures and many time periods before reaching a conclusion.
This project created a research workspace for a large institutional investor. It records the question being asked, the method used, the sources reviewed, the settings used in the analysis and the limits of the result. A later reviewer can therefore understand how a conclusion was reached instead of having to rely on the original analyst's memory.
The situation
The team needed to compare companies, business characteristics and time periods without changing the method halfway through the work or losing the source behind a conclusion.
A final report on its own was not enough. Another person needed to know:
- What question was asked.
- Which plan and method were used.
- Which sources were allowed.
- How the analysis was carried out.
- What limitations or warnings applied.
What we built
- A research workspace with a lead analyst who controls the main question and plan.
- Specialist research roles with clearly limited tasks.
- A structured comparison of companies, business characteristics and time periods.
- A managed process for creating, changing and checking the characteristics used in the research.
- Consistent peer comparisons and tests against historical data.
- Reports created only from completed, source-backed results.
- A permanent record of the question, plan, method, sources, analysis settings, evidence, source trail and limitations.
What changed
After a research run, the team can inspect the question, method, sources, analysis settings, result and limitations behind a conclusion. A later reviewer does not have to search through private working files or rely on the original analyst's explanation.
The same method can be applied across the full comparison. Comparisons with similar companies and tests against historical data follow stated rules instead of asking software to combine persuasive paragraphs. This makes the result more consistent and easier to challenge.
Reports are prepared from completed results. The reporting step presents the research; it is not allowed to introduce a new finding while writing the document.
How the review trail works
The system connects the question to the plan, the plan to the method, the method to the evidence and the evidence to the result. Changes to the plan remain visible. The exact source limits, analysis settings and limitations stay attached to the work instead of disappearing when the report is published.
The different software roles have clear responsibilities. The lead analyst owns the question and interpretation, specialist roles complete assigned research and the reporting role presents completed results. Professional judgement remains visible throughout.
The project in one sentence
A research workspace made important investment analysis easier to review by preserving the method, evidence, sources and limitations behind every conclusion.
Value delivered
Every conclusion can be replayed from the evidence, method, model settings and caveats behind it.