Finance

AI for filings, contracts and risk reporting, with every number traceable to its input.

Finance teams read filings and agreements for the same clauses, rebuild the same risk tables every month, and reconcile numbers by hand. DF1 builds document assistants and decision models where every figure and every answer traces back to a source.

COOs, heads of operations, portfolio managers and compliance officers at RIAs, family offices, small funds, lenders and fintech back offices.

Five places to start

  • Filing and contract review

    Questions over 10-Ks, credit agreements and side letters, answered with the clause cited.

  • KYC document checks

    Documents read and checked against your checklist, with exceptions routed to compliance.

  • Risk and performance reporting

    Risk-adjusted statistics across a portfolio, computed by a tested API and presented in one view.

  • Reconciliation

    Positions, transactions and statements matched across systems, with breaks listed and explained.

  • Covenant and limit monitoring

    Terms extracted from agreements and checked against current data on a schedule.

Decision Models, after a Discovery Sprint

Finance engagements start with a Discovery Sprint on one report or one document set: a decision model in the TickerScope pattern, or a Document Intelligence over your agreements.

Discovery Sprint: two weeks, $4,900 fixed. Credited in full against a Build that starts within 60 days.

About Decision Models

Built for how finance works

  • Traceable numbers

    Every figure traces to its input data and the method that produced it, in the interface and in the documentation.

  • No investment advice

    Models describe risk and return under stated assumptions. Decisions and suitability stay with your firm.

  • Audit log

    Inputs, versions and outputs kept, so a report can be reproduced for a regulator or an investor.

Running examples

Document Intelligence

Live

Blackletter

Answers questions over statutes and contracts with the source passage for every claim, and declines when the text does not support an answer.

Data
Public legal and regulatory text.
Limits
  • Answers only from the loaded documents; it does not know case law it was not given.
  • Every claim is provisional until a reviewer confirms it.

Decision Models

Wakes on demand

TickerScope

Compares stocks and ETFs on risk-adjusted terms in one view, with the statistics computed by a separately tested API.

Data
Public market prices.
Limits
  • Descriptive and backward-looking; not investment advice.
  • Sleeps when idle and wakes in about 30 seconds.

Data Platform

Live

Marketplace Data Platform

A migration verified by source-to-target parity tests, and a map of more than 35,000 seller-to-buyer trade routes.

Data
Public: a Brazilian e-commerce marketplace dataset.
Limits
  • A historical dataset; the platform shows the method, not current trade.
  • Analytics on a fixed snapshot, not a live feed.

Finance questions

Do you give investment advice?

No. DF1 builds tools that compute and explain; it does not recommend securities or manage money.

Can it read our agreements?

Yes, with citations to the clause. Agreements stay in the storage you choose, and models are used under terms that exclude training on your data.

How is model risk handled?

Assumptions are stated, accuracy is measured on held-out data, versions are logged, and limits are shown in the interface.

Can a report be reproduced later?

Yes. Inputs and model versions are kept with each run, so the same report can be rebuilt.

Tell us the workflow. We show you the system.

Describe the process and the data. A reply comes within one business day, from the person who would do the work.