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Finance · Software · AI

Rishabb Shankar.

I build financial models and software that make the underlying logic visible.

01 / Financial analysis · −31 m

Start with the assumptions.

My finance research connects operating assumptions to valuation.

The United Airlines workbook models capacity, fuel costs and cash flow; the Apple workbook separates Services mix from segment margins. Each workbook reconstructs its analysis from filings and explicit assumptions.

02 / Software · −54 m

Build the reasoning in.

Spreadline turns synthetic financial inputs into coverage ratios, explicit policy checks and an explainable underwriting memo. It is a prototype for examining the calculation and the factors behind each result.

I care about the evidence a system leaves behind when something goes wrong.

03 / AI systems · −81 m

Eleven agents, one operator.

The marketing agency I built runs as a multi-agent system.

Nothing publishes, sends or spends on its own, and the agent that takes inbound customer messages can only triage them, because the reply should come from a person.

04 / The language model · −122 m

Every answer, accounted for.

Izumi is a conversational workspace that draws on several language models under one versioned constitution. It keeps a record of which prompt built each reply, which model answered and why.

For now it is a private project and not ready for the public, so access is by invitation.