About ArbiEngine

Make complex orders correct by default.

ArbiEngine is a deterministic reasoning layer for distributors. It checks carts, quotes, and orders for compatibility and completeness, then returns clear flags, the reason, and the exact fix (add / swap) so buyers, reps, and support all get the same accurate answer.

Our go-to-market starts with an audit-first pilot: one product family, buyers see nothing at first, and you receive a weekly report of what would’ve been flagged plus exact fixes and build-completion attach opportunities.

John Capovani

Founder & Lead Architect

John leads ArbiEngine’s architecture and product direction—focused on practical guardrails that turn messy catalog reality into consistent outcomes: fewer wrong builds, faster validation, and explainable fixes your team can trust.

Request a pilot Use cases

Bounded pilot

Start with one product family. Audit-first. Weekly output that makes value obvious without creating checkout risk.

Deterministic checks

Rule-driven compatibility + completeness checks that return stable, traceable outcomes with a clear pass/review/warn signal.

Exact fixes

Every flag includes the “why” and the specific add/swap needed to move forward correctly—built for buyers and reps, not engineers.

Consistent answers

The same checks power checkout, quoting, support tools, and guided buying so everyone gets the same accurate answer instantly.

Philosophy

Start in audit mode. Earn trust. Then deploy everywhere.

Safe by default

We don’t block checkout on day one. The pilot runs behind the scenes and proves signal before you decide what buyers see.

Messy-data friendly

Catalogs are incomplete. We enrich the minimum needed for one family and a limited check set, then expand only after results.

Fix-forward UX

Flags are only useful if the path forward is obvious. Every issue comes with an exact add/swap fix that keeps the order moving.

One system of truth

The same reasoning powers checkout, quoting, support, and agent flows—so outcomes stay consistent across channels and teams.

Start with one family. Prove lift in weeks.

We’ll help you pick a high-signal product family and run audit mode first. If the signal isn’t there or the data is too thin, we stop—no fire drills.

Request a pilot See use cases

ArbiEngine — audit-first guardrails with exact fixes