All work

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
Q4 on a laptop: an answer beside its cited source.
A cited answer comparing STC and Mobily.
A figure next to its source passage.

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

Q4 on a laptop: an answer about Al Rajhi Financials beside the cited source document.
The research workspace
Q4 AI Chat with recent research threads in the sidebar.
AI Chat
A cited answer comparing STC and Mobily revenue growth, with a table and sources.
Ask: a sourced answer
An answer about Al Rajhi Bank net income next to the exact passage in the annual report.
Verify: the figure next to its source
A new model for Saudi Telecom, ready to build from Q4.
Model: from research to a spreadsheet