Category: AI & Finance

IFRS 16 turned lease accounting into a data problem disguised as an accounting problem. Every lease must be captured, classified, discounted, and remeasured as it unfolds, and the numbers change the moment a rent review lands, an extension option gets exercised, or a payment schedule is renegotiated. For most finance teams, the real bottleneck is…

Credit risk analysis in corporate banking has always been a document-heavy, judgment-intensive discipline. A single mid-market borrower can generate a 60-page annual report, three years of financial statements, covenant schedules, an industry outlook, and months of internal relationship notes. Before a credit officer can form an opinion, they must reconcile all of it: normalize EBITDA…

ESG reporting has become one of the most resource-intensive obligations in the finance function. Between the CSRD, ISSB standards, investor questionnaires, and internal board reporting, a mid-sized company can easily spend hundreds of hours per cycle collecting data, chasing site-level owners, reconciling units, and rewriting the same narrative for five different frameworks. The work is…

Transfer pricing documentation has become one of the heaviest compliance burdens in the modern finance function. A single master file and local file can run to hundreds of pages, requiring a functional analysis of every intercompany transaction, benchmarking studies, financial data reconciliations, and a defensible narrative that ties it all together. Multiply that by the…

Accounts receivable is where finance teams quietly lose the most time. Every month-end, someone exports the AR ledger, rebuilds the same aging buckets in Excel, chases down payment promises buried in email threads, and drafts collection notices that all sound slightly wrong. A single skipped follow-up can push an invoice from 30 days to 90…

Month-end close is a race against the calendar, and flux analysis is usually the bottleneck. Controllers and financial analysts export trial balances, drop them into a spreadsheet, and then spend hours comparing account movements, hunting for explanations, and writing commentary that a reviewer will question anyway. The process is repetitive, version-prone, and rarely finished before…

Impairment testing under IAS 36 is one of the most demanding exercises in the finance calendar. Every reporting period, controllers and analysts must identify cash-generating units, rebuild value-in-use models, refresh discount rates, defend terminal growth assumptions, and reconcile carrying amounts against recoverable amounts — often across dozens of asset groups and multiple jurisdictions. The mechanical…

Segment reporting under IFRS 8 is one of the most deceptively difficult disclosures in financial reporting. The standard requires entities to disclose segment information on the same basis as it is reported internally to the chief operating decision maker (CODM). That single principle — the “management approach” — sounds simple, but in practice it creates…

Quarterly earnings call preparation is one of the most compressed, high-stakes workflows in corporate finance. Within a window of roughly ten days, a lean IR and FP&A team must reconcile preliminary results, finalize MD&A language, build the analyst Q&A defense, pressure-test guidance, and rehearse the CEO and CFO on a script that cannot afford a…

Payroll is one of the largest and most unpredictable line items on the income statement, yet the accounting behind it is still largely manual at most companies. Every pay period, controllers and financial analysts rebuild the same spreadsheet: gross wages split by department, employer taxes mapped to cost centers, PTO earned but not yet taken,…