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Case Study

$1B+ public company deploys agents on Dough.

Three agents a public-company finance team deployed — and what using Dough enabled for each one.

Agent 01

SG&A Forecast Agent

Drives the 3+9 SG&A re-forecast — builds an initial forecast from roster files, open roles, and committed POs, then iterates with department leaders to refine assumptions.

Key Dough enablement

Department-scoped data security — each leader sees only their own payroll and vendor-spend detail.

Excel · Coupa
Agent 02

Coupa Approval Agent

Pulls every pending Coupa approval, scores each against FY budget and prior committed spend, and returns an Approve / Return / Discuss report with drafted comments posted back to Coupa.

Key Dough enablement

Governed access provisioned by Dough — a Coupa key, Anaplan budget data, procurement-policy context.

Coupa · Anaplan
Agent 03

Convertible Note Memo Agent

Runs daily, watching Gmail for new PwC convertible-note valuation reports — decrypts the PDFs, extracts figures, and drafts a fair-value memo per instrument.

Key Dough enablement

Audit-ready by default — full logging of the reasoning chain and token cost behind every memo.

Gmail · PwC · PDF
The process

From system sprawl to live agents, Dough can help at every stage.

01 Architect 02 Build 03 Deploy & Govern
01

Architect

Get the architecture right before a single agent runs — stand up the data foundation and map every core system.

Normalized data warehouse & data lake
ERP, AR/AP, billing & FP&A mapped
Context layer & access scopes defined
Direct integrations, not inefficient MCPs
02

Build

Use Dough to build agents (or have our FDEs build them for you). Dough's primitives and development framework turn workflows into agents in days.

Primitives — data tables, files, pages
Dough development framework & patterns
Shared skill & agent repository prevents redundant work
Evals to harden before you deploy, ensuring your agents work in production
03

Deploy & Govern

Ship to production with governance built in.

Agents work off the most up-to-date context
Hosted agents write back to core systems
Full audit log + token-spend ROI
RBAC, SSO & SOX controls
Governed approval workflows
Fig. — Architect → build → deploy & govern
Team

We've lived the problem from both sides.

Shriram Apte

Shriram Apte

Co-founder / CEO
3× finance leader
VP Finance at Atticus ($3M → $50M, Series A–C) and Triplebyte (acquired).
Closed $250M+ in capital; led ops, recruiting and GTM.
Delivered an unqualified audit opinion on a 5-entity de-novo structure.
Uday Mantripragada

Uday Mantripragada

Co-founder / CTO
AI-native eng leader
Ex-Uber / Apple technical leader.
Built Uber's Marketplace incentive platform — $1.2B+ annually.
Owned Uber's core spend datasets, scenario planning and reconciliation.
Ran org-wide AI-native initiatives; core AI infra & hosted-agent tooling.
Backed by
Outcast Ventures
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Go from AI to ROI using Dough.

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