SigmaScribe · Graphs for financial workflows

Turn your financial workflows into living AI systems.

SigmaScribe turns complex financial processes into AI systems that remember, adapt, and can be verified. Test our credit and equity graphs inside your AI assistant, or build your own workflow with us.

MEMO.DOCXEvidence10-Q · p.41Computeddebt / EBITDAJudgmentanalyst · agentDecisionre-derivesnew filing ↻

Custom workflows

Your workflow, wired into the engine

We map how your team actually works, encode it as a graph, and run it alongside you. One workflow, one desk. Credit and equity below are two we built the same way.

01

Map

We sit with your team and chart how the work actually happens: the inputs, the steps, the judgment calls, and what triggers a re-look.

02

Wire

We encode it as a graph. Your evidence, computations and judgments become nodes; your methodology becomes the wiring between them.

03

Run

It runs alongside your team. New information moves only what it touches, so you review the change, not the whole file.

Example workflows

Try our example credit and equity workflows

Credit and equity are two workflows we already built on the engine. Explore them in the app, or drive them from your AI assistant through the MCP. They preview what your own workflow can become.

Example · Credit

Institutional-grade scorecards you can stress

Every issuer resolves through a transparent rating cascade, from business and financial risk to an anchor, modifiers, and a final rating. Adjust an assumption and the notches recompute in place.

  • Business and financial risk profiles with scored sub-factors
  • Modifiers and ratios that roll up to SACP and issuer rating
  • Stress scenarios that re-derive the rating on demand
ConocoPhillipsv3

COP · Oil & Gas E&P · USA

Issuer credit rating

A+

SACP

a+

Anchor

a/a-

Modifiers

+1

Risk profile

Business risk profile
3Satisfactory
Financial risk profile
1Minimal

Modifiers

net +1 notch
Diversification+1
Capital structure0
Financial policy0
Liquidity0
It adapts · a scenario, executing

A macro shock, walked through the credit graph

A stress scenario isn’t a memo appendix, it executes. The shock enters as a node, scores and ratios reprice along the wiring, and the rating re-derives at the root, with every step graded for certainty.

PBF · PBF Energy Inc.Baseline → stressedScenario 01 / 01
Macro shock

Tariffs / price caps / regulatory reform

RFS/LCFS cost escalation drives structural margin compression.

Qualitative scores

Profitability56
Industry risk54

Ratios

Debt / EBITDA41.7x3.80x
EBITDA / Interest0.25x0.86x
FFO / Cash interest0.44x0.38x

Modifiers

Liquidity+2+2 notches
BRP5
FRP6
Anchorb/b-
Modifiers1 adj.
ScorecardCCC+ → CCC+No change

Transmission chain: trigger to impact

01
Profitability
5 6

Revenue to realized margin compression

High certainty
02
Industry risk
5 4

Regulatory margin floor now binding

High certainty
03
Debt / EBITDA
41.7x 3.80x

Constant debt, falling EBITDA

High certainty
04
EBITDA / Interest
0.25x 0.86x

Coverage vs. net interest expense

High certainty
05
FFO / Cash interest
0.44x 0.38x

Cash-flow coverage deteriorates

High certainty
06
Liquidity
Strong Strong

Cash resilient in the near term

Medium certainty
Amber = repriced by the shock · blue = re-derived · every cell traces to a cited source

Example · Equity

A living thesis, not a memo dump

Coverage is a living graph of subjects, insights, and convictions. See what each thesis rests on, how strong the evidence is, and which assumptions are under watch.

  • Convictions with confidence, assumptions, and open watches
  • Insights linked to supporting and contradicting evidence
  • Gaps surfaced so you know what is still unresolved

Microsoft

MSFT · software

5

Convictions

17

Insights

11

Subjects

Active convictions

Shift from headcount- to AI-driven outputhigh
4 insights · 2 watches

Evidence

AI-driven output lifts revenue per employeesupports
Copilot attach rates still earlyconditions
Azure sustains 35%+ growth through FY2027high
5 insights · 3 watches
Cloud gross margin near its cyclical troughlow
3 insights · 4 watches

Grounded & shared

Every claim traces back to a filing

Ask in plain language and get answers grounded in the documents, with citations you can open. Sessions, artifacts, and run receipts persist, and read-only links keep the desk aligned.

  • Keyword search across filings with an in-session PDF viewer
  • Run receipts and event history for reproducible work
  • View-only session and artifact sharing for the team

Grounded answer

How much debt matures in FY2026, and is liquidity covered?

$7.3B of debt matures in FY2026 against $92.6B total debt10-K FY2025 · p.42. The revolver is undrawn and cash plus facilities cover near-term maturities roughly 2x10-Q Q2 FY2026, so refinancing risk is manageable absent a rate shock.

Sources10-K FY202510-Q Q2 FY2026Earnings call · Feb 2026

SigmaScribe MCP

Test it inside Claude or ChatGPT

Connect SigmaScribe to the assistant you already use and it gets grounded access to your credit and equity graphs and their filings. No new tool to learn.

  • Add SigmaScribe as a connector in Claude or ChatGPT
  • One-time sign-in in your assistant, no API keys to manage
  • Scorecards and graphs render interactively, inline
ClaudeChatGPT
MCP setup & tools
MCP server URL
https://mcp.sigmascribe.ai/mcp

Paste this into your assistant’s connector settings.

App access is invite-only

The app is restricted to authorized accounts on your organization’s allowlist. Sign in with Google or an email link to continue.

MCP uses OAuth in your client

Connecting the MCP server only requires a one-time OAuth sign-in through your AI host. No manual keys, and nothing to configure on our side.