The specific problems this business faces — each handled by an engine your plan actually includes, not a heuristic.
A revenue model built on average prices misses the outcomes clients care about. STRIX shows the bad-, likely- and good-case revenue and resolves the rare bad day instead of glossing over it. Thousands of Monte-Carlo paths, importance-sampled tail (P10/P50/P90).
Clients ask how sure you are, and a single-number estimate can't answer. HELIOS wraps every forecast in a range that's calibrated on real outcomes, not assumed. Conformal prediction intervals with measured coverage.
A number is only defensible if it beats a fair benchmark. Avrenix tests every result against standard baselines and reports whether the difference is real. Walk-forward against five baselines, Diebold-Mariano significance tests.
When actual performance diverges from the projection, clients want the reason. KAIROS attributes the gap to specific drivers, not correlations. Causal-graph attribution, post-hoc.