Financial statements, KAP disclosures and sector data in one analysis flow
Repeatable company analysis workflows that catch definition changes between periods, one-off items and details left in the footnotes.
Financial research technology
Every figure, with its source.
KuKaFin builds tools for company analysis, financial document research, portfolio monitoring and fund management decision support in Turkish capital markets. AI speeds up the work; method and final judgement stay with the analyst.
Sample Industries Inc.
2025 annual report, consolidated income statement and notes
| Item | 2025 | 2024 |
|---|---|---|
| Revenue | 18,420 | 15,310 |
| Gross profit | 4,236 | 3,828 |
| EBITDA1 | 2,947 | 2,756 |
| Net debt2 | 3,105 | 1,982 |
| Gross margin3 | 23.0% | 25.0% |
- Lease expenses are excluded from EBITDA this year. The 2024 figure was restated on the same basis for comparison.Note 3, page 52
- Roughly half of the increase is currency translation; the rest is short-term working capital debt.Note 14, page 61
- Management attributes the two-point contraction to raw material costs.Management discussion, page 12
3 findings, each linked to its source pageAwaiting analyst review
What we work on
We focus on what finance professionals do every day: read, compare, monitor and decide.
From a report of hundreds of pages to a summary with its sources shown
Review, summarisation and comparison of annual reports, audit reports and prospectuses. Every finding links to its page.
Developments that matter to your positions, without the noise
Follow new disclosures and changing indicators for portfolio companies, regularly and in order of priority.
Structured research notes, ready for the investment committee
Notes that set out assumptions, risks and counter-arguments plainly, to support the decision process.
Models add speed. Analysts make the call.
We use large language models such as Claude for document analysis and research automation. No output is treated as final until its source is shown and an expert has reviewed it.
Gather
Financial reports, disclosures and market data are collected and versioned in one research space.
First-pass analysis
The model reads the text, extracts figures, compares periods and flags inconsistencies.
Expert review
Findings reach an analyst together with their source pages. Interpretation and decisions are theirs.
- Traceability
- Every figure and every sentence can be traced back to its document and page.
- Measurable accuracy
- We test model output regularly against hand-verified examples.
- Cost awareness
- For each task we choose the simplest model and the shortest path that does the job.
A figure is only as reliable as your ability to show where it came from.
Academic rigour, market practice.
KuKaFin is an Istanbul-based financial technology and research team. Since 2018 we have worked on the data, research and analysis needs of Turkish markets.
We bring research methods into the daily workflows of finance professionals. We test our tools first in our own research, then in the real use cases of the professionals we work with.
- Based in
- Istanbul
- Focus
- Turkish capital markets
- Working languages
- Turkish and English
Let’s work together.
Write to us about product demos, research collaborations or use cases specific to your institution.
- [email protected]
- Location
- Istanbul, Türkiye