Fragmented context
Documents, prior decisions, and company-specific practice rarely live in one place.
Accounting intelligence layer
Accounting work,
with context.
Duga connects to your accounting platform and helps turn documents, history, legislation, and business rules into dependable accounting actions.
First pilot release planned for November 2026
Duga intelligence architecture
Company historyLegislationDocumentsBusiness rules
D
Duga Agent Context · Reasoning · Action
Connected platform Reviewed accounting action
The product
An intelligence layer for accounting—not another ledger.
Duga works alongside existing accounting systems. It gathers the context surrounding accounting work, helps teams reason about it and prepares actions for review.
Repetitive judgement
Teams repeatedly classify and explain transactions that follow known patterns.
Changing rules
Accounting decisions must stay grounded in the relevant legislation and jurisdiction.
How Duga works
From raw information to reviewed action.
- 01
Connect
Link the accounting platform and establish company context.
- 02
Understand
Retrieve relevant history, documents, legislation, and business rules.
- 03
Prepare
Classify the case and prepare an explainable accounting action.
- 04
Review & act
Keep the accountant in control before actions reach the source system.
Integrations
Keep the accounting system. Add intelligence.
Duga is designed to connect to the tools that businesses and accountants already rely on. It’s like having a team of bookkeepers at your fingertips.
X
Xero
Cloud accounting platform
M
Merit Aktiva
Accounting software
Q
QuickBooks
Accounting software for the US market
Additional integrations will be guided by insights from the pilot and by demand.
Built for multiple jurisdictions
Accounting context changes across jurisdictions.
Duga is being built around explicit jurisdictional knowledge. Status labels reflect current maturity—not a claim of universal production readiness.
UK
Primary pilot jurisdiction
Estonia
Pilot jurisdiction
United States
Texas Legislation mapping
Germany
Legislation mapping
Other jurisdictions
Based on the needs of the pilot, like Latvia
European Union
Shared regulatory context
Additional jurisdictions
Expansion framework
Duga Agent
More than a prompt built around a model.
General-purpose language models can support reasoning, but they are only one part of Duga's accounting intelligence architecture.
Duga combines structured accounting context with retrieval, classification, company history, legislation, business rules, and controlled agent actions.
05Reviewed agent actions
04Accounting reasoning
03Classification & business rules
02Retrieval & company history
01Legislation & source systems
Current roadmap
Focused scope, built in stages.
Provisional roadmap · updated as pilot development progresses
In development
Accounting intelligence foundation
Core context, retrieval, classification, and platform connection architecture.
Pilot
First pilot release
Initial workflows with selected companies and accounting partners.
Planned
Custom accounting workflows
Tools for adapting controlled workflows to company and practice-specific processes.
November 2026
Help shape the first Duga pilot.
We are looking for accounting teams and businesses interested in testing a more contextual way to work.
Apply for pilot accessAbout Duga
Building a calmer interface between people and accounting complexity.
Duga is an early-stage accounting technology company building an intelligence layer for real accounting work.
Our aim is not to obscure accounting judgement, but to give it better context: the right records, rules, history, and actions in one controlled system.
More about the team and company will be added as Duga approaches the pilot release.
FAQ
A few direct answers.
Does Duga replace my accounting platform?
No. Duga connects to existing platforms and adds an accounting intelligence layer around them.
Is Duga just a general-purpose LLM?
No. Duga has its own LLM, which is adapted to each user’s context, applicable legislation and rules.
Which platforms will the pilot support?
Current integration work focuses on Xero and Merit Aktiva. Exact pilot availability will depend on the selected company and workflow.
Which jurisdictions are supported?
The UK and Estonia are the initial pilot jurisdictions.
When is the first pilot?
The first pilot release is currently targeted for November 2026.
Pilot application
Interested in working with Duga?
Tell us a little about your accounting setup. We will use this information only to evaluate and contact potential pilot participants.
Target releaseNovember 2026
Initial focusUK · Estonia · Xero · Merit Aktiva