Q4
Q4 brings Saudi market research, company data, filings and AI into one workspace. I work on the product: designing and building the research experience and the internal tools around it.
- My role
- Co-founder
- Areas
- Product design, Frontend, AI integrations, Data workflows



The problem
Research on Saudi companies lives in annual reports, quarterly filings, investor decks and hours of earnings call audio. An AI answer only helps an analyst if they can see where every number came from and check it in seconds. The hard part is not generating text. It is making complex material easy to navigate and easy to verify.
What I built
- Research experiences across company filings, financial documents and earnings calls
- Answer views with source citations that lead back to the original document
- Financial data and spreadsheet workflows, so research can end up in a model
- Model selection and AI integrations inside the product
- Internal tools for the team
Decisions
Every figure points to a page
Citations sit inline with the answer, not in a footnote dump. Selecting a figure opens the source it came from, so checking a claim is one move instead of a search.
One flow for every format
Transcripts, presentations and PDFs open in the same reading surface. An analyst should not have to change tools because the source changed format.
Research ends in a spreadsheet
Financial work usually finishes in a model. Tables in answers are structured data that can move into sheet workflows, not screenshots of numbers.
Models are a setting, not the story
Model selection lives in the product as a choice the user can make. The interface stays focused on the research, whichever model is doing the work.
The work




