accounting

APEX-Accounting is a benchmark created by Mercor and Ramp to assess frontier AI models on real accounting tasks. The best model, Claude-Fable-5 (Max), achieved 56.4% mean criteria.

Yohei Nakajima observes that society has repeatedly solved scalable collaboration with auditability using immutable logs, drawing parallels from open source (git), accounting, medicine, aviation, nuclear infrastructure, and scientific research. He suggests this pattern applies to long-running AI agent problems.

An evaluation of GLM 5.2, an open-weight AI model, demonstrates it can prepare nearly perfect UK VAT returns at a fraction of human cost, processing 59 transactions in 68 minutes for $2.73 with a net error of only 7 pence.

O artigo discute o impacto potencial dos agentes de IA na contabilidade, questionando se eles eliminarão empregos na área.

OpenAI's CRO claims Anthropic's $30 billion run rate is overstated by ~$8 billion due to gross accounting on cloud reseller transactions; the SEC may need to set precedent for AI companies using hyperscaler distribution.

Ramp launches Stack, an AI-native operating system designed for accounting firms to automate monthly close, reconciliation, and workflows, aiming to address industry pressures like CPA shortages and rising client demands.

YC believes the biggest companies of the next decade will be service companies rebuilt with AI (e.g., insurance, law firms, accounting firms), and points out that unstable delivery quality is more deadly than having no customers.

Stack is an AI operating system for accounting firms that automates processes, enabling firms to take on more clients without hiring additional staff.

This paper proposes an LLM-based framework to extract segment disclosures from 10-K filings, improving completeness and comparability through retrieval-augmented systems for longitudinal and cross-firm analysis.

Release of datasette-llm-accountant 0.1a4, an early alpha plugin for Datasette that tracks LLM usage and costs.

CONA is an e-commerce accounting product that automates accounting processes for online businesses.

Basis, an AI startup founded in 2023, scales accounting automation using OpenAI models (o3, o3-Pro, GPT-4.1, and GPT-5) to build multi-agent systems that help accounting firms automate reconciliations, journal entries, and financial summaries with up to 30% time savings. The company's multi-agent architecture routes tasks to specialized agents based on complexity, with GPT-5 serving as the supervising agent for its superior reasoning and explainability capabilities.

Odoo is an open-source suite of business applications including CRM, eCommerce, accounting, and more. This is the GitHub repository for the Odoo project.

ERPNext is a powerful, intuitive, and 100% open-source ERP system that helps businesses manage accounting, order management, manufacturing, assets, projects, and more. It is built on the Frappe Framework and is available for self-hosting or managed hosting via Frappe Cloud.