95% of enterprise AI projects fail in corporate finance due to weak data foundat

MIT research shows 95% of enterprise generative AI initiatives in corporate finance fail to deliver ROI, with poor data quality—not immature tech—cited as the primary culprit.

New framework improves LLM financial reasoning without expensive fine-tuning

ASDA framework outperforms existing methods (GEPA, ACE) on financial reasoning benchmarks, enabling cost-effective LLM adaptation for specialized financial tasks without model-locking.

Kepler taps Parallel's search API to build trustworthy AI for finance pros

Kepler integrates Parallel's Search API to combine natural language understanding with deterministic accuracy and auditability for financial analysis, addressing trust concerns in AI-powered accoun...

AP automation improves financial visibility for mid-market businesses

AvidXchange outlines how AI-enhanced AP automation replaces manual processes with better spend visibility and faster decision-making for finance teams.

OpenAI launches ChatGPT for Excel with financial data integrations

OpenAI releases ChatGPT for Excel with GPT-5.4 and financial app integrations to accelerate modeling and analysis in regulated environments, but lacks specifics on accounting workflows.

Startup parses 10 years of Japanese corporate filings into structured API

Axiora built a parser normalizing Japanese XBRL filings across 4,125 listed companies into structured JSON, solving data accessibility gaps in Japan's 4th-largest stock market.

1 more from YC: Accounting & AI Startups

Nett helps founders distinguish spendable cash from bank balance

Accountant-founder launches Nett, a SaaS tool that shows founders their true available cash by excluding deferred revenue, tax obligations, and other non-spendable funds—addressing a common account...

Hotel operator gains real-time profit visibility through integrated workflows

Docyt explains how integrated accounting workflows help hotel operators uncover hidden profit leaks in labor, invoicing, and operations by automating data consolidation across departments.

1 more from Docyt Blog

LLMs in Finance Risk Accelerating Errors Without Numerical Verification

Kepler argues LLMs excel at summarization but fail at the core financial requirement—numerical accuracy—unless systems include grounding, traceability, and verification mechanisms.

FinQuery names CMO, SVP after TA Associates investment

FinQuery, an AI-powered accounting automation platform, appoints Jacob Fabbri as CMO and Michael Gerson as SVP of Customer Success following majority investment from TA Associates to scale its inte...

Real estate finance teams gain efficiency by pairing ERP with AP automation

AvidXchange argues AP automation complements rather than replaces ERP systems for real estate accounting, addressing invoice processing and payment bottlenecks.

Stay ahead of AI in accounting

Get the latest news on agentic AI for accounting, audit, and tax delivered to your inbox. Curated by AI, reviewed by professionals.

Subscribe to Newsletter