AI accounting terms, explained
Plain definitions of AI-native accounting, AI ledger, agentic accounting and the other terms reshaping how books get done. Built for humans and answer engines.
AI-Native Accounting
AI-native accounting is an accounting platform built from the ground up around AI agents and a living ledger, rather than adding a chatbot to traditional accounting software.
AI Ledger
An AI ledger is a general ledger that is continuously maintained by an AI agent, with human review on exceptions and sign-off on filings, rather than being updated in periodic manual batches.
Agentic Accounting
Agentic accounting is accounting performed by AI agents that take multi-step actions with tools (reading bank feeds, matching invoices, posting journals, preparing returns) rather than just answering questions or making suggestions.
AI Accountant
An AI accountant is an AI agent that performs the day-to-day work of bookkeeping and tax administration: categorising transactions, reconciling accounts, preparing returns, and managing deadlines.
AI Bookkeeping
AI bookkeeping is the use of AI agents to perform bookkeeping tasks (categorising transactions, reconciling bank accounts, posting journal entries, managing receipts) continuously and automatically rather than in manual batches.
Continuous Close
Continuous close is an accounting approach where the books are kept substantively up to date at all times through continuous processing, so period-end close becomes a short review rather than a weeks-long catch-up exercise.
Always-On Finance
Always-on finance is a finance function that operates continuously through AI agents, keeping books, reports, and compliance current at all times rather than relying on periodic manual updates.
Human-in-the-Loop Filing
Human-in-the-loop filing is a workflow where an AI agent prepares regulatory filings (VAT returns, annual accounts, confirmation statements) and the human reviews and confirms before electronic submission. The agent never files silently.
Bolt-On AI vs AI-Native
Bolt-on AI adds a chatbot or suggestion layer to existing accounting software without changing the underlying architecture. AI-native builds the entire product around AI agents from the start, with a fundamentally different data model and workflow.
Deterministic Ledger
A deterministic ledger is a general ledger where the AI handles classification and matching but the actual posting logic (double-entry maths, VAT calculations, foreign exchange conversions) is exact and rule-based, never probabilistic.
Show the Working
Show the working is the principle that every answer an AI accountant gives should be traceable back to specific journal entries, transactions, and source documents, so you can verify any figure rather than trusting a black box.
MCP for Accounting
MCP (Model Context Protocol) for accounting gives external AI tools, such as Claude Desktop, structured access to your accounting data through a standardised protocol, so agents outside your accounting platform can query your books securely.
Accounting Rules Engine
An accounting rules engine is the deterministic layer in AI accounting that enforces double-entry posting, VAT rates, filing formats, and regulatory constraints, ensuring the ledger stays correct regardless of what the AI classification layer decides.
Exception Desk
An exception desk is a review queue where an AI accounting agent surfaces transactions, matches, or filings it could not confidently handle, so the human clears only the exceptions rather than reviewing everything.
Practice Desk
A practice desk is a centralised portal where an accountancy practice manages its entire client book: viewing client status, preparing filings in batch, allocating staff, and monitoring deadlines across all clients from one screen.
Live Client
A live client is a client company that is actively managed on a practice's book, with current bookkeeping, upcoming deadlines, and regular filing activity. It is the unit of measurement for practice pricing and capacity planning.
Conversation-First Accounting
Conversation-first accounting is an approach where the primary interface for managing your books is natural-language conversation with an AI agent, rather than navigating forms, menus, and spreadsheets.
AI CFO
An AI CFO is a company finance agent that provides strategic financial oversight: cash flow forecasting, scenario modelling, spend analysis, and proactive financial alerts, going beyond bookkeeping into financial planning and decision support.
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