Approach 01
Frontier model alone
Great for drafting and summary. The financial number is a probabilistic guess no auditor will sign. Aktus routes math to a deterministic layer, so every figure traces to source and reconciles to the cent.
Most teams evaluating Aktus are choosing between a frontier model alone, building it themselves, or a horizontal AI tool. Here is the honest difference.
The question that decides it: are you computing financial outputs, or summarizing documents?
Great for drafting and summary. The financial number is a probabilistic guess no auditor will sign. Aktus routes math to a deterministic layer, so every figure traces to source and reconciles to the cent.
Possible, but the deterministic compute layer and context orchestration are multi-quarter projects. Loaded cost is roughly 12 to 18 months and $2 to 4M before parity with a sub-90-day Aktus pilot.
Strong for broad document research. Aktus wins on deterministic math, sovereign deployment, and vertical depth for the workflows where the output is a number someone signs.
Twenty minutes, your data model, and a working output at the end of it.
Not ready yet? Start with a readiness assessment.