LUMINA ERP
Prophet 21 & Kinetic, running right.

A Houston engineering practice for Epicor Prophet 21 and Kinetic: implementation, data migration, integration, rescue, and managed support, plus an AI platform purpose-built for distribution and manufacturing ERP.

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● An engineer replies within one business day · Lumina ERP, LLC · Houston, Texas
The Platform
ERP intelligence, built in, not bolted on.

The next generation of ERP is AI-native. We're building it, layer by layer, on top of the systems distributors already run.

Lumina AI

Fine-tuned models trained on your ERP data: schema-aware, transaction-literate, and deployed local-first so your data never has to leave.

Lumina Agents

Autonomous AI workers that handle the busywork inside Prophet 21 and Kinetic, verified, gated, and auditable at every step.

Lumina Voice

An AI-powered phone system with live transcription and in-call intelligence, wired straight into the ERP your team already uses.

The Practice
Five ways engagements actually arrive.

Every one starts with a conversation with an engineer, not a sales sequence.

Implementation Data Migration Rescue & Stabilization Integration & Development Managed Support
Proprietary
Forged by Anvil.

Everything we ship is built by Anvil, our in-house autonomous engineering system. A long-running coding agent with oracle-verified writes, paired-reviewer gates, semantic memory, and a fleet runtime that scales from a single laptop to an 8×B200 swarm. Nothing counts as done until a mechanical verifier agrees.

$ anvil "goal"  →  plan · execute · verify · review · learn
Receipts, not promises
297
P21 windows mapped to the transaction API
22 years
of P21 community knowledge, indexed & searchable
QB · POS · Sage
source systems extracted, cleansed, landed in P21, verified
Both products
one practice: P21 & Kinetic, cloud and on-prem
Open Releases
The flagship pair is live.

A specialized model and the open benchmark it climbs. Trained without a single human label: every preference pair was graded by executing candidate queries against a live SQL Server.

Model · Gated · Apache-2.0
Lumina T-SQL 8B

Text-to-T-SQL for distribution ERP, tuned with execution-grounded DPO. Beats its base model on every split, with the largest gain on the private holdout. Ships with schema-constrained decoding so it cannot invent a table name.

41.6 dev vs 36.0 base +8.0 private holdout FP8 & GGUF variants
Dataset · Open · CC-BY-4.0
ERPBench Distribution

An execution-graded text-to-T-SQL benchmark on an original 60-table wholesale-distribution schema: 2.56M seeded rows, 6,200+ verified questions across five difficulty tiers, and the full grading harness so results reproduce from a clean checkout.

60 tables · 107 FKs Execution-match grading Eval harness included
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