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😊 ChatGPT & NetSuite AI Integration Using MCP Standard Tools
Excited to share a project I recently worked on — integrating ChatGPT with NetSuite using MCP Standard Tools to create a secure AI-powered ERP automation solution.
The goal was simple: make NetSuite easier and faster to use through natural language conversations, without compromising security or governance.
For this implementation, I designed a secure integration architecture connecting ChatGPT with the NetSuite Sandbox environment using OAuth 2.0, SuiteQL, and MCP Standard Tools. I also created a dedicated custom role called “ChatGPT Admin” to provide controlled access to transactions, reports, saved searches, and operational data while avoiding full administrator-level exposure.
With this setup, users can simply ask questions in plain English to:
• Retrieve vendor bills and transaction details
• Search customer and operational records
• Run SuiteQL queries
• Access saved searches and reports
• Generate real-time operational and financial insights
One of the most valuable outcomes was reducing the need for users to manually navigate through ERP screens or depend heavily on technical teams for reporting and data access.
Key areas I worked on included:
✔️ MCP Standard Tool configuration
✔️ ChatGPT + NetSuite integration setup
✔️ OAuth authentication and security configuration
✔️ Role and permission management
✔️ SuiteQL validation and saved search integration
✔️ Workflow automation and Sandbox testing
✔️ End-to-end deployment architecture
What I liked most about this project was balancing AI innovation with enterprise-level security and governance. The architecture was designed to be scalable, secure, and future-ready for broader AI-driven business automation initiatives.
This experience reinforced how conversational AI can transform ERP operations by improving accessibility, speeding up reporting, and simplifying everyday business workflows.
#ChatGPT #NetSuite #AI #ERP #Automation #SuiteQL #MCP #EnterpriseAI #WorkflowAutomation #DigitalTransformation
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PROJECT NAME
AION PYR — The Aitherioi
CONCEPT / PROJECT DESCRIPTION
AION PYR is a one-minute instrumental progressive-rock film by The Aitherioi, a fictional trio of pale pre-terrestrial beings older than Earth.
They were here when the planet was born from heat, basalt, and lava, and they remain calm as that world dissolves into stardust. The film follows them performing inside a collapsing volcanic cathedral while lava, steam, lightning, and stone slowly give way to void.
The music is built only from guitar, bass, and drums: slow, heavy, repetitive, bass-led, and cathartic.
PROCESS
I started by defining The Aitherioi: a fictional pre-terrestrial trio with a shared visual identity, pale ethereal bodies, severe faces, long dark hair, and calm expressions.
Then I built the visual system around contrast: fossil-dark basalt, living lava, white steam, lightning, and their stillness inside collapse.
I created character assets, face studies, wardrobe references, instrument references, environment plates, keyframes, and individual video scenes.
The music was built first as a strict one-minute instrumental progressive-rock track using only guitar, bass, and drums. The video was then structured to follow the track: bass opening, wide trio, basalt corridor, guitar catharsis, drummer pulse, matter dissolution, and final void.
Finally, I stitched the scenes together with clean cuts so the film follows the music without extra transitions or title cards.
FEEDBACK ON BUILDING WITH MELIUS
Melius worked best as a production canvas rather than a single-prompt generator.
The node-based workflow made it possible to build the project in layers: character identity, environments, audio, keyframes, video clips, and final assembly. That helped keep the concept coherent while still allowing corrections when individual shots needed refinement.
The biggest challenge was visual continuity, especially keeping The Aitherioi consistent across scenes. The most useful approach was creating strict reference assets first, then using them as anchors for keyframes and video generation.
This is raw power, like it so much!
Most lending businesses run on email threads, spreadsheets, and disconnected SaaS tools duct-taped together. That's where SBA Loans HQ started.
Brokers losing deals in their inbox. No pipeline visibility. Critical business logic living inside Zapier. Six months later, none of that was true anymore.
We built a full platform from scratch — four user roles, a Kanban deal pipeline, automated document bundles, in-platform messaging, and a live analytics dashboard for leadership. Document collection that used to take days of back-and-forth now closes in hours.
AWS Textract pulls structured data from financial PDFs in seconds instead of 30 minutes. A multi-agent AI layer handles lead scoring, deal prioritization, and document analysis — brokers see which deals are worth their time without reviewing everything by hand. Every third-party automation connector was replaced with a backend engine built in-house.
$33M+ in loans approved. 50+ lenders onboarded. 60% reduction in operational overhead. Six months, start to production.
Stack: Next.js, Django, PostgreSQL, AWS, Multi-Agent AI, Textract, DocuSeal.
Congrats 🔥 Where'd you design your UI/UX?
The Painter of Cities is a Melius-built cinematic short about an impossible gilded automaton that paints a living city onto a monumental black wall. From the city he creates, a female droid briefly appears within the painted surface. They reach toward each other, almost touching, before she is reclaimed by the wall.
It is a quiet story about creation, longing, and the tragedy of making something beautiful that cannot fully enter your world.
https://app.melius.com/projects/23546fb0-e3a3-4074-925f-676dfe384aad/canvas/f96fdb6f-cf03-40cd-ba59-f1ddd40a23a6
PROCESS STEPS
The project began with the challenge theme: create something that should exist, but doesn’t.
The core concept became The Painter of Cities: an impossible gilded automaton that paints a living city onto a monumental black wall.
Melius was used to generate sequential image keyframes for the story: the city being painted, the female droid appearing inside the wall, their near-touch, and her return to the painted surface.
The prompts were refined through several iterations to preserve visual continuity across the male droid, female droid, city wall, studio, palette, and old-master oil-paint aesthetic.
Short silent video scenes were generated from the keyframes, then adjusted to control pacing, motion, transitions, and emotional tone.
The video scenes were stitched into a final silent film. An original instrumental music cue was generated to match the final timing and emotional arc of the film.
FEEDBACK ON USING MELIUS
Melius worked best as a visual production canvas rather than a one-shot generator. The node-based workflow made it possible to build the project step by step: image keyframes, video scenes, stitching, music, and final assets.The strongest part was being able to iterate visually and preserve the creative process inside the canvas.The hardest part was controlling motion continuity between generated video clips. Some transitions and character movements required very precise prompting, especially when preserving the same droid designs and painterly world across multiple nodes.
Stunning!
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