Meet the Leader

Kyle Castor on value creation in basis points

Kyle Castor, Founder & Principal Architect  •  61 seconds  •  Captions  •  AI-rendered presenter from the studio portrait

Transcript

00:00To private equity sponsors and operating partners here in Las Vegas: your post-acquisition value creation shouldn't be trapped in forty-page slide decks.

00:11At DataOngoing, we measure our work strictly in basis points of EBITDA. Two hours of executive input returns hundreds of automated hours, proven in our 100x time ledger.

00:24First, a 48 to 72-hour AI technology diligence read to price technical debt before wiring capital. Second, compressing your 21-day multi-entity close down to 3. Third, automated floor-to-ledger data ingestion straight into NetSuite.

00:44We ship working code in 14-day sprints. If it does not run in production, the milestone is not billed. Visit DataOngoing.ai to schedule a private advisory session.

  1. How we work →
  2. Read the results ledger →
  3. The productized offers →
  4. The Basis-Point Sprint →

Every figure in the brief is published on this site with its source class; the chapter links go to those pages.

Home / Self-Hosted Local LLM
Self-Hosted Local LLM

Self-Hosted Local LLM for NetSuite: Own Your AI Weights, Pay $0.00 Per Token, and Keep 100% of Your ERP Data Inside Your Firewall

Companies running high-volume NetSuite OCR, automated 3-Way Matching, and conversational SuiteQL reporting should not have to pay a perpetual per-token tax to public AI providers or send their General Ledger, customer pricing, and vendor banking records outside their firewall. DataOngoing deploys a Dual-Tier Self-Hosted Local LLM stack (com.dataongoing.localllm.sovereign) inside an isolated Docker network (internal: true) in a 14-day fixed-price sprint ($18,500 flat setup, 10x fee guarantee), delivering $0.00 per-token inference and 78%–92% 3-year TCO savings (modeled).
Basis-point leverEliminated cloud API token tax & 100% on-premise / private-VPC data residency
Your time2-3 hourshardware/VPC target selection, firewall verification, role-permission sign-off

Replaces metered commercial LLM APIs and per-page SaaS wrappers with an open-weight Dual-Tier Local LLM stack (vLLM Qwen2.5-VL + Llama-3.3-70B or Ollama + Docling) inside an air-gapped Docker network (internal: true), cutting 3-year AI inference TCO by 78%–92% (modeled) at $0.00 per token. See the results ledger for the rows behind this lever.

The two liabilities of metered cloud LLM APIs for NetSuite

Every multi-page vendor invoice, customer purchase order, and full-environment NetSuite X-Ray diagnostic consumes thousands of tokens. At enterprise scale (25,000+ documents per month and 40+ ERP users), metered cloud API bills and per-page SaaS markups compound into $162,000 to $342,000 over a 36-month hold (modeled)—while streaming your raw transactionaccountingline rows and vendor ACH details across third-party APIs.

Dual-Tier open-weight Local LLM architecture

Architecture LayerTier 1: Enterprise Rack / Private VPC (vLLM)Tier 2: Single-Node Edge Appliance (Ollama)
Vision / OCR ModelQwen2.5-VL-7B/32B-Instruct-AWQ via vLLMOllama (qwen2.5vl:7b / llama3.2-vision) + Docling
ERP Reasoning & SuiteQL ModelLlama-3.3-70B-Instruct / Qwen2.5-Coder-32B-AWQOllama (qwen2.5-coder:32b / llama3.3:70b-q4_K_M)
Hardware Footprint1x–2x NVIDIA L40S (48GB) or A100/H100 in Private VPC or 2U Rack1x RTX 4090 (24GB) Workstation or Mac Studio M2/M3 Ultra (128GB)
Network Isolationdo_sovereign_inference_net (internal: true, zero outbound internet)100% air-gapped local warehouse / office appliance
Marginal Token Cost$0.00 / token and $0.00 / page$0.00 / token and $0.00 / page

Model your 36-month savings against cloud API token bills

Use Tab 5 of our interactive proof console to model your monthly OCR document volume and active NetSuite users against metered cloud APIs: Open the Self-Hosted Local LLM TCO Calculator.

Frequently asked questions

How do we verify that the local LLM containers cannot phone home to the internet?

In docker-compose.yml, both the vLLM and Ollama inference services attach exclusively to do_sovereign_inference_net with internal: true and VLLM_NO_USAGE_STATS=1. The OS kernel drops any outbound packet from the inference containers before it can reach an external gateway.

What is the setup cost and timeline for the Sovereign Self-Hosted Local LLM Stack?

$18,500 flat fee for the 14-day production sprint, deployed onto your Private VPC GPU instance or on-premise appliance and backed by our written 10x fee guarantee.

Sovereign AI Architecture

Self-Hosted Local LLM for NetSuite: Zero Token Costs, 100% On-Premise Data Sovereignty & Private ERP Automation

Running vLLM (Qwen2.5-VL + Llama-3.3-70B) or Ollama Inside Your Own Firewall

Why CFOs and CISOs are replacing metered cloud LLM APIs with a Dual-Tier Self-Hosted Local LLM stack (vLLM or Ollama) inside an air-gapped Docker network (internal: true): $0.00 per token, 78%–92% 3-year TCO reduction (modeled), and zero ERP data egress.

Engineering Blueprint

Containerized NetSuite OCR Authority: Automating Sales Orders, AP Vendor Bills, 3-Way Matching & Universal Record Attachment

Why Lightweight Discovery Containers & SuiteScript 2.1 Beat Per-Page AP SaaS

How lightweight Docker containers crawl email inboxes, SFTP shares, warehouse scanners, and the NetSuite File Cabinet, attach source PDFs via record.attach(), and automate Sales Orders, AP Vendor Bills, line-level 3-Way Matching, and any Custom Record in a 14-day sprint ($15,000 flat fee).

Engineering Transcript

CTO Dialogue: SuiteScript 1.0 and the Single Entry Point

Solving 38-Second Saves, Record Deadlocks, and Permission Sprawl

A deep architectural debate on why dozens of ad-hoc User Event scripts lock database rows, how AST static analysis catches SuiteScript 1.0 sunset risk, and how a Single Entry Point router stabilizes high-throughput ledgers.

Talk to the architect, not a salesperson

HelpAirs technology for NetSuite: the five roles a company pays for, delivered as one supervised AI service at a modeled 20-80% lower cost, with the existing team repurposed rather than replaced, and every outcome published in the results ledger with its source class.

Scope a Self-Hosted Local LLM Sprint   Read the results ledger

The direct email and phone number are shared in the receipt of a verified request.