Case Studies
Every engagement is judged by the hours it returns and the risk it removes. These are documented builds with the numbers attached.
97%
less hands-on effort than the manual baseline
Canadian public practice firm · SR&ED / public accounting
One bespoke SR&ED preparation workflow was run three ways and measured. The engineered workflow, agents for judgment, code for throughput, and gates for trust, reached the same deliverable with roughly 97% less hands-on effort, and its gates caught real errors before they reached review.
>99%
reduction in roll-forward time
Vancouver-based SaaS multinational · Software (SaaS)
Rolling a 90-tab US GAAP tax provision workbook into a new year consumed 20–30 expert hours and carried real error risk. Eighteen ChatGPT-assisted VBA macros on a control panel now complete it in under two minutes, executable by junior staff.
80%
fewer clicks per monthly cycle
Enterprise sales tax team · Corporate tax operations
A monthly reconciliation across two 200,000-row Excel workbooks ran through 100+ precise manual clicks. Converted into a detailed prompt, ChatGPT generated and executed the code, cutting the cycle to minutes and producing upload-ready exception reports.
Tell us where your function loses the most hours, we'll tell you what's automatable.
