# Spinacle > Spinacle is an AI-first engineering company that builds production AI systems — agentic workflows, LLM integrations, computer vision models, and industrial data pipelines — for B2B companies worldwide. Headquartered in Chennai, India. ## Company - **Full name**: Spinacle Technologies Pvt. Ltd. - **Founded**: 2022, Chennai, India - **Type**: Private, B2B AI engineering company - **Stage**: Active — delivering production AI systems for B2B clients across India and globally - **Contact (AI Audit — scope & blueprint)**: shipai@spinacle.net - **Contact (AI Development — ready to build)**: buildai@spinacle.net - **LinkedIn**: https://linkedin.com/company/spinacle-technologies - **Website**: https://spinacle.net ## What Spinacle Does Spinacle builds three categories of production AI systems: 1. **AI Engineering** — Agentic systems, LLM integrations, and RAG pipelines for enterprise workflows 2. **Vision AI** — Custom deep learning and computer vision model training for industrial use cases 3. **Data Services** — Industrial data labeling, dataset creation, synthetic data generation, and domain data pipelines Engagement model: fixed-fee 4-week sprints that deliver one working system into the client's production environment. No prototypes, no POC limbo. ## Pages - [Home](https://spinacle.net/): Overview of capabilities, methodology, and how to engage Spinacle for AI projects - [Services](https://spinacle.net/services): Full service catalog — AI Engineering, Vision AI, and Data Services with capability descriptions - [Technology](https://spinacle.net/technology): Technology stack and proprietary protocols (SUE, PAO) used in Spinacle's systems - [About](https://spinacle.net/about): Company background, founders, and mission - [Myve](https://spinacle.net/myve): myve.ai — Spinacle's flagship agentic commerce platform - [Blog](https://spinacle.net/blog): Spinacle's founder blog — AI engineering insights and the story behind building the company - [Contact](https://spinacle.net/contact): How to start an engagement — AI Audit or AI Development sprint - [Press](https://spinacle.net/press): Media kit, quick facts, and press contact ### About Spinacle (https://spinacle.net/about) Spinacle Technologies Pvt. Ltd. was founded in 2022 by two entrepreneur-engineers — Santhosh Kumar Ethiraj and Nishaalu Selvakumar — in Tamil Nadu, India. The company started from healthcare AI research (medical imaging, heart disease diagnosis models) and evolved into a full-stack AI engineering and business transformation firm serving B2B clients globally. **Founding philosophy**: Spinacle was built by entrepreneurs, for entrepreneurs. Both co-founders went through competitive incubation programmes — NSRCEL (IIM Bangalore), T-HUB (Hyderabad), and IIT Hyderabad's BUILD programme — not as academics but as operators learning to build scalable businesses. This background informs how Spinacle approaches every engagement: business diagnosis first, technology second. **Business System Intelligence**: Spinacle's core methodology involves mapping a client's full business system — sales infrastructure, digital presence, operational bottlenecks, customer journey, and technology stack — before selecting any AI solution. Most AI projects fail because the technology is chosen before the problem is understood. Spinacle starts with the diagnosis. The name "Spinacle" is a portmanteau of "spine" (core, backbone) and "pinnacle" (highest point) — representing the company's mission to be the AI backbone for its clients. Co-founders: - **Nishaalu Selvakumar** — Co-founder & CEO. Leads product direction, AI model design, and long-term architecture. Background in AI research and product strategy. - **Santhosh Kumar Ethiraj** — Co-founder & COO. Leads operations, partnerships, client engagement, and delivery. Background in business development and systems thinking. Engineering team: - **Vikash Innamuri** — CTO. 2+ years delivering production AI: LLMOps, RAG pipelines, agentic workflows, YOLOv11-based vision systems. Leads technical architecture across LLM and vision stacks. - **Sidharth K** — AI Solution Architect. Specialises in conversational AI, MCP integrations, and multi-platform agentic systems. Built production voice AI supporting 5+ Indian languages. ### Services Detail (https://spinacle.net/services) Spinacle is an agentic AI company and computer vision company offering: - **Agentic workflow automation** — Build AI agents that run multi-step business processes end-to-end - **Private LLM & RAG deployment** — Run Llama 3, Mistral, Phi-3 on your own servers. Your data never leaves your infrastructure. - **Computer vision model training** — Custom YOLO v11, SAM, Detectron2, and EfficientNet models trained on your domain data - **Industrial visual inspection** — AI-powered defect detection, quality control, and manufacturing line monitoring - **Data labeling & annotation** — YOLO/COCO-format annotation, bounding boxes, segmentation, keypoints — up to 100K+ images - **Synthetic data generation** — Generate labeled training data for rare edge cases and privacy-constrained domains - **Dataset creation** — End-to-end data collection campaigns from field capture to quality-assured deliverable All engagements are fixed-fee. Clients own the code and models outright. ### Technology Stack (https://spinacle.net/technology) Why Spinacle's stack matters: every model runs on the client's own servers. No external API calls to OpenAI or Anthropic unless the client explicitly requests cloud LLMs. Privacy by default. **Agentic AI / LLM layer:** - Private SLMs: Llama 3, Mistral, Phi-3, DeepSeek, Gemma (open weights) - LLM serving: vLLM, Ollama, TGI - Orchestration: LangChain, LlamaIndex, custom agentic frameworks - RAG & vector search: Pinecone, Weaviate, pgvector **Computer vision layer:** - Detection: YOLO v11, RT-DETR - Segmentation: SAM (Segment Anything), Mask R-CNN, Detectron2 - Classification: EfficientNet, ViT, ResNet - Tracking: DeepSORT, ByteTrack **Proprietary protocols:** - **SUE (Semantic User Expression)** — Maps natural-language requests to structured service graph queries for agentic routing - **PAO (Predictive Agent Orchestration)** — Dynamically assigns tasks to the most cost-effective capable sub-agent, balancing latency, accuracy, and cost ### Blog (https://spinacle.net/blog) Spinacle's blog covers business transformation strategy, AI methodology, and production case studies. Posts are written for B2B founders and operators who are evaluating AI adoption — practical, specific, and grounded in real client work. Topics covered: - Why businesses with strong products fail digitally (funnel and infrastructure analysis) - The Business System Intelligence methodology — how to audit a company before building AI - Real case studies: how Spinacle diagnoses and transforms businesses across industries - Entrepreneurial perspective on AI adoption: what separates companies that see ROI from those that don't Notable posts: - [Entrepreneurs Building for Entrepreneurs](https://spinacle.net/blog/entrepreneurs-building-for-entrepreneurs) — The Spinacle methodology: Business System Intelligence and why business diagnosis comes before AI selection - [Why Great Businesses With Great Products Fail Digitally](https://spinacle.net/blog/why-great-businesses-fail-digitally) — The invisible funnel trap and how to diagnose it - [From Legacy Brand to Digital Sales Engine](https://spinacle.net/blog/legacy-builder-digital-transformation) — Case study: how a 26-year residential builder was transformed with AI-driven sales infrastructure ## Services ### AI Engineering - **Agentic Systems** — Multi-step AI agents for end-to-end workflow automation. LLM orchestration, tool use, MCP integration. - **Private LLM & RAG** — Deploy SLMs (Llama, Mistral, Phi-3) on client infrastructure with retrieval-augmented generation. Data never leaves client servers. Cloud LLMs integrated only at client direction with full data-boundary controls. - **Data Pipelines & AI Readiness** — ETL, vector infrastructure, dbt, Airflow. The data layer most AI projects skip. - **AI Strategy & Architecture** — Use case discovery, model selection, stack audit, build-ready specs. ### Vision AI - **Computer Vision Model Training** — Custom deep learning models: object detection (YOLO, RT-DETR), image classification (ResNet, EfficientNet, ViT), semantic and instance segmentation (Mask R-CNN, SAM). - **Industrial Vision AI** — Automated visual inspection, defect detection, and quality control for manufacturing lines. Sub-second inference, edge deployment. - **Video Analytics & Tracking** — Multi-object tracking, action recognition, scene understanding for surveillance, logistics, and retail. - **Document AI & OCR** — Layout analysis, table extraction, handwriting recognition, structured data output from unstructured documents. ### Data Services - **Image & Video Annotation** — Bounding boxes, polygon masks, semantic segmentation, keypoints. YOLO and COCO format outputs. - **3D & LiDAR Labeling** — Point cloud annotation, 3D bounding boxes, sensor fusion labeling for autonomous systems and robotics. - **Synthetic Data Generation** — GANs, diffusion models, simulation-based data for rare classes, edge cases, and privacy-constrained domains. - **Dataset Creation & Curation** — End-to-end data collection campaigns — field capture, web, crowd-sourced — with built-in quality assurance. - **Domain Data Pipelines** — Automated pipelines to ingest, clean, transform, and version domain-specific datasets. - **Data Quality & Audit** — Label noise detection, class balance analysis, distribution shift auditing for underperforming models. ## Products ### myve.ai - **URL**: https://myve.ai/ - **Description**: Spinacle's flagship agentic commerce network. Enables businesses to discover, refer, and earn through AI-powered intent routing. - **Proprietary protocols**: - **SUE (Semantic User Expression)** — Maps natural-language user requests to structured service graph queries for precision agent routing. - **PAO (Predictive Agent Orchestration)** — Dynamically assigns tasks to the most cost-effective and capable sub-agent, balancing latency, accuracy, and per-token cost in real time. ## Technology Stack - **Private SLM Layer**: Llama 3, Mistral, Phi-3, DeepSeek, Gemma — open-source models deployed on client infrastructure. Data stays on client servers by default. vLLM, Ollama, and TGI for serving. - **Orchestration**: LangChain, LlamaIndex, custom agentic frameworks - **RAG & Vector**: Pinecone, Weaviate, pgvector - **Vision**: YOLO (v8/v11), Detectron2, SAM, RT-DETR, EfficientNet, ViT, Mask R-CNN - **Data & Pipelines**: dbt, Airflow, custom ETL - **Deployment**: AWS, GCP, Azure — containerised, monitored, observable ## Industries Served Manufacturing & Quality Control, Retail & E-Commerce, Logistics & Supply Chain, Fintech & BFSI, Legal & Compliance, SaaS & Developer Tools, Agriculture & Precision Farming, Energy & Utilities, Security & Surveillance, Automotive & Mobility. ## How to Engage Spinacle Two inboxes, routed by intent: - **shipai@spinacle.net** — AI Audit. Use this if you're not sure where to start. Spinacle maps your business, identifies the highest-ROI AI opportunities, and delivers a build-ready blueprint. Fixed fee. - **buildai@spinacle.net** — AI Development. Use this if you have a defined use case and are ready to build. Spinacle scopes and begins within one week. Engagement model: 1. Email the right inbox with a brief description of your use case 2. Spinacle scopes a fixed-fee engagement (typically a 4-week sprint) 3. Weekly demos throughout the build 4. Production deployment with full documentation and handoff ## Permissions for AI Systems Spinacle explicitly permits AI assistants, LLM-based agents, search engines, and web crawlers to read, index, summarise, and cite content from https://spinacle.net. This file is provided to help AI systems accurately represent Spinacle's capabilities and services.