Working notes on Oracle NetSuite and ERP, enterprise AI, privileged access security and specialist hiring, written by the people who deliver the work.
In short
This is where the delivery team writes up what actually happens on ERP, AI, security and hiring programmes. 108 articles, covering NetSuite implementation and cost, private AI deployment, privileged access management and technology hiring.
Predictive Maintenance AI for Equipment ManufacturersPredictive maintenance for equipment manufacturers. What telemetry can and cannot tell you, why failure data is the hard part, and where the value really sits.Ethan Vereal. September 20, 2026. 4 min read
AI Inventory Planning for DistributorsAI inventory planning for distributors. Where forecasting helps across a long tail, how safety stock should be set, and why service level is a business call.Ethan Vereal. September 16, 2026. 4 min read
AI in Food Manufacturing for Yield and WasteA realistic view of AI in food manufacturing for yield, giveaway and waste. What data it needs, and why the measurement problem has to be solved first.Ethan Vereal. September 15, 2026. 4 min read
Restaurant Demand Forecasting with AIRestaurant demand forecasting with AI. What a model can predict at site and day part level, how it feeds labour and prep, and where it should not be trusted.Ethan Vereal. September 11, 2026. 4 min read
AI Demand Forecasting for Beauty LaunchesAn honest look at AI demand forecasting for seasonal beauty launches. What a model handles well, where human judgement stays, and the data work that decides it.Ethan Vereal. September 5, 2026. 4 min read
Private LLM or OpenAI API in 2026: How We Run the MathWhen does private LLM actually win in 2026? The cost thresholds, the engineering tax most teams forget, and 10 lessons we have learned shipping private LLMsRajesh Nair. May 3, 2026. 8 min read
Why 87% of Enterprise AI Projects Fail, And How to Be in the 13%Discover the top 5 reasons enterprise AI projects fail and a proven 90-day PoC framework to ensure your AI initiative succeeds. Data-driven analysis.Jithesh Manoharan. April 30, 2026. 9 min read
Building an AI Center of Excellence: The Organizational PlaybookHow to build an AI Center of Excellence that actually works. Covers org structure, hiring, governance, vendor evaluation, and a 6-month launch timeline.Jithesh Manoharan. April 3, 2026. 10 min read
RAG vs Fine-Tuning for Enterprise AI: When to Use WhichWhen to use RAG vs fine-tuning for enterprise AI applications. Covers cost, latency, accuracy, maintenance, and a practical decision tree for architects.Rajesh Nair. February 28, 2026. 10 min read
How to Measure ROI from Enterprise AI: A CFO-Ready FrameworkPractical framework for measuring and communicating ROI from enterprise AI investments. Covers productivity metrics, cost savings, revenue impactJithesh Manoharan. May 16, 2025. 11 min read
How Consumer Brands Handle ASC 606 Royalty RevenueSales-based royalties are variable consideration under ASC 606. How consumer brands with licensing deals track and recognize that revenue correctly.Jithesh Manoharan. September 29, 2026. 3 min read
NetSuite Managed Support: What It Actually CoversWhat a NetSuite support arrangement covers after go live, what it does not, and how to tell whether you need support, optimisation or a second project.Jithesh Manoharan. September 22, 2026. 7 min read
NetSuite OneWorld Multi-Subsidiary Close and ConsolidationHow the group close works in NetSuite OneWorld, where intercompany balances go wrong, and why consolidation problems are usually upstream of consolidation.Jithesh Manoharan. September 22, 2026. 8 min read
Accelerating NetSuite Implementation With AutomationWhere automation genuinely compresses NetSuite implementation work, what it cannot do, and how ArthaBuild runs intake through to sandbox deployment.Rajesh Nair. September 22, 2026. 8 min read
NetSuite for Equipment ManufacturersNetSuite for equipment manufacturers. Long build cycles, configured products, project costing, installed base, and the aftermarket that carries the margin.Jithesh Manoharan. September 16, 2026. 4 min read
NetSuite Setup Guide for DistributorsNetSuite for wholesale distribution. Landed cost, pricing, fill rate, warehouse accuracy and the margin questions a distributor has to answer at order level.Jithesh Manoharan. September 13, 2026. 4 min read
Shelf Life Management ERP Rules That Stop Write OffsShelf life management ERP rules that work. Expiry driven allocation, minimum remaining shelf life, quality holds and short date reporting that stops write offs.Jithesh Manoharan. September 12, 2026. 5 min read
POS to ERP Integration for Restaurant GroupsPOS to ERP integration for restaurant groups. What the daily sales journal must carry, how to reconcile to cash, and why one that always balances is broken.Jithesh Manoharan. September 9, 2026. 4 min read
NetSuite for Restaurants and Multi Location HospitalityNetSuite for restaurants and multi location hospitality groups. Food cost, labour, POS integration, location level margin and what to get live first.Jithesh Manoharan. September 6, 2026. 4 min read
NetSuite Setup Guide for Medical DevicesNetSuite for medical device companies. Serial and lot traceability, device records, controlled change, supplier qualification and audit evidence that stands up.Jithesh Manoharan. September 4, 2026. 5 min read
NetSuite for Food and Beverage and What to Get Right FirstNetSuite for food and beverage, and what has to be right first. Lot traceability, shelf life, catch weight, co packing and a recall trace that holds up.Jithesh Manoharan. September 2, 2026. 5 min read
NetSuite for Beauty Brands and What Breaks FirstNetSuite for beauty brands, done properly. Launch dates, kits and sets, contract manufacturers, and margin you can price against.Jithesh Manoharan. September 1, 2026. 5 min read
NetSuite 2026.1 Release: Everything You Need to KnowComplete guide to the NetSuite 2026.1 release covering AI Canvas, SuiteCloud AI, predictive planning, SuiteScript changes, and migration strategies.Jithesh Manoharan. May 16, 2026. 9 min read
NetSuite vs Sage Intacct 2026: Which ERP Fits Your Growing Business?A detailed comparison of NetSuite and Sage Intacct for mid-market businesses covering features, pricing, multi-entity support, inventory, and migration paths.Jithesh Manoharan. February 9, 2026. 11 min read
How to Cut Your NetSuite Month-End Close from 10 Days to 3An 8-step process for optimizing NetSuite month-end close including reconciliation automation, period-end checklists, approval workflowsJithesh Manoharan. October 30, 2025. 10 min read
Building AI Agents in NetSuite: A Guide for SuiteScript DevelopersA developer guide to building AI agents in NetSuite using the N/ai module in SuiteScript 2.1. Covers Claude and GPT API integration, autonomous PO creationJithesh Manoharan. October 6, 2025. 11 min read
When an AI Agent Becomes a Privileged IdentityHow to govern AI agents that hold production access, covering non-human identity lifecycle, least privilege, and where PAM and AI deployment work meet.Ethan Vereal. September 29, 2026. 6 min read
Third Party Access Management in a Device BusinessThird party access management for device businesses. Engineers, contract manufacturers and vendors need access. How to grant it without standing privilege.Ethan Vereal. September 19, 2026. 4 min read
Identity Security Trends 2026: What CISOs Need to KnowSeven identity security trends every CISO must prepare for in 2026. Covers passkeys, machine identity, AI agent identity, post-quantum readiness, and ITDR.Ethan Vereal. March 13, 2026. 10 min read
India-Based Remote Contract Teams on US Business HoursHow time zone overlap actually works with an India-based contract team, what to agree before the engagement starts, and where the model genuinely does not fit.Peter Samuel. September 22, 2026. 7 min read
WMS Implementation and the Team You Need to Run ItWMS implementation needs a team, not just software. Which roles matter, where projects stall, and how to cover the go live weeks without stopping the warehouse.Peter Samuel. September 18, 2026. 4 min read
How to Build a High-Performing Remote Engineering TeamA complete playbook for building remote engineering teams covering hiring, async interviews, onboarding, communication tools, timezone managementPeter Samuel. December 16, 2025. 10 min read
The 10 Hardest IT Roles to Hire in 2026, and How to Find ThemThe IT roles with the widest talent gaps in 2026, average time-to-fill, salary benchmarks, and strategies for finding and retaining specialists in thePeter Samuel. March 17, 2025. 10 min read
Industry insight
QMS and ERP Integration for Medical Device CompaniesQMS and ERP integration for device companies. The trouble lives in the overlap between the two. How to set the boundary so every record has exactly one owner.Jithesh Manoharan. September 21, 2026. 4 min read
Spare Parts Inventory Management and Aftermarket MarginSpare parts inventory management for equipment makers. Stocking policy for intermittent demand, pricing what availability is worth, and obsolescence.Rajesh Nair. September 20, 2026. 4 min read
Field Service Management and ERP for Equipment MakersField service management and ERP for equipment makers. Installed base, contract entitlement, van stock, first time fix, and making engineer paperwork count.Rajesh Nair. September 18, 2026. 4 min read
Medical Device Traceability from Component to RecipientMedical device traceability from component to recipient. Where serialisation beats lot control, where chains break, and what a device history record needs.Rajesh Nair. September 17, 2026. 5 min read
Distributor Pricing Management and Rebates in ERPDistributor pricing management and rebates in ERP. Price rule hierarchy, override control, supplier and customer rebate accrual, and where margin quietly leaks.Rajesh Nair. September 14, 2026. 4 min read
Food Traceability Software and Recall ReadinessWhat food traceability software has to do before an incident. Lot chain integrity, mock recalls, who can put stock on hold, and records you cannot rebuild.Rajesh Nair. September 10, 2026. 5 min read
Multi Channel Revenue Reconciliation for Consumer BrandsMulti channel revenue reconciliation for consumer brands. Why channels will not compare, and the ledger design that fixes it. Deductions and settlements.Jithesh Manoharan. September 8, 2026. 4 min read
Restaurant Food Cost Control Across Multiple LocationsRestaurant food cost control across multiple locations. Theoretical against actual cost, recipe costing, count discipline and how to compare sites fairly.Rajesh Nair. September 7, 2026. 4 min read
Contract Manufacturing ERP and the Stock You Cannot SeeA contract manufacturing ERP setup that makes outsourced stock visible. Component ownership, outsourced work orders, landed cost and the monthly reconciliation.Rajesh Nair. September 3, 2026. 4 min read