AI-Native ERP vs. Legacy ERP: What's the Difference? with Santiago Nestares, Founder & CEO of DualEntry episode artwork

EPISODE · Mar 17, 2026 · 29 MIN

AI-Native ERP vs. Legacy ERP: What's the Difference? with Santiago Nestares, Founder & CEO of DualEntry

from AI to ROI (fka Metrics that Measure Up)

What does it actually mean for an ERP to be AI-native and why does it matter for your finance team? In this episode of the AI to ROI podcast, host Ray Rike sits down with Santiago Nestares (Santi), Founder and CEO of DualEntry, to unpack the real differences between legacy ERP systems and a ground-up AI-native platform.Santi shares the origin story behind DualEntry, born from a painful nine-month ERP implementation at his previous company that cost a team of 12 and hundreds of thousands of dollars—and explains why simply adding AI features on top of old database architecture misses the point entirely. AI, he argues, isn't a feature you plug in; it's a design philosophy that must be embedded at every layer of the product.Ray and Santi dig into one of the thorniest challenges in enterprise finance: the tension between probabilistic AI models and the zero-error standard that accounting demands. Their answer? Deterministic guardrails—approval workflows, permissioning layers, and audit trails—that let AI work freely in draft mode while keeping humans accountable for every posted transaction.You'll also hear about DualEntry's "Next Day Migration" approach, including how the company uses AI to map and migrate every transaction (not just trial balances) in hours rather than months, giving prospects a live sandbox with their own data before they ever sign a contract.What You'll LearnWhy adding AI to a legacy ERP is like "running an on-prem system with a CD on the cloud", and what truly AI-native architecture looks like insteadThe difference between deterministic and probabilistic systems, and why accounting can't afford to get it right only 99.9% of the time without the right guardrailsHow DualEntry's Next Day Migration works: AI-assisted mapping, atomic transactions, and a live sandbox demo using the prospect's own dataThe real ROI of AI-native ERP from eliminating manual categorization drudgery to enabling multi-dimensional segmentation that surfaces hidden pockets of value and riskHow Dto build audit-ready explainability without being able to explain the AI itself - by tracing every decision back to a human approvalWhy early-career finance professionals are "living the luckiest time" in the professionand how to lean into AI rather than fear itEpisode Topics at a Glance00:00 — Welcome & guest introduction00:51 — Santi's origin story: a nine-month legacy ERP nightmare that sparked DualEntry02:52 — AI-native vs. legacy ERP: what's the real difference?04:48 — Deterministic vs. probabilistic systems explained06:49 — How to identify a truly AI-first platform vs. an AI add-on10:07 — Next Day Migration: using AI to accelerate ERP transitions14:11 — Implementation team design: finance practitioners + forward-deployed engineers17:18 — Measurable ROI: from real-time bank feeds to AI-driven business insights22:52 — AI explainability, audit trails, and the permissioning layer25:06 — Rapid fire: CFO ROI variables, who owns AI ROI, and advice for early-career finance professionalsSee Privacy Policy at https://art19.com/privacy and California Privacy Notice at https://art19.com/privacy#do-not-sell-my-info.

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Why bolting AI onto legacy ERP systems is a dead end and how an AI-native architecture, next-day data migration, and human-supervised guardrails are redefining what finance teams can accomplish

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AI-Native ERP vs. Legacy ERP: What's the Difference? with Santiago Nestares, Founder & CEO of DualEntry

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