97%
less hands-on effort than the manual baseline
Why pure agents are not enough
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.