Large Language Models
Foundation models for classification, extraction, and natural-language interfaces across procurement, support, and operations.
Technology
INSOID combines large language models, agentic systems, and domain-specific intelligence into a shared platform that powers every venture we build and operate.

Overview
Our technology is not a product catalog — it is the operating system for the companies we build. From procurement agents to forecasting models, every layer is designed for production reliability and business outcomes.
Architecture
A layered stack that ingests business data, applies specialized models and agents, and returns intelligence and automated actions — with observability at every stage.
Business Data
Operational records, transactions, and market signals from across the venture.
Data Pipelines
Ingestion, validation, and transformation into model-ready datasets.
AI Models & Agents
Specialized models and orchestrated agents for domain-specific reasoning.
Business Intelligence
Insights surfaced through dashboards, alerts, and natural-language interfaces.
Actions & Automation
Decisions routed to downstream systems with full audit trails.
Capabilities
Each capability is battle-tested through GLYC and prepared for reuse as INSOID launches additional companies.
Foundation models for classification, extraction, and natural-language interfaces across procurement, support, and operations.
Autonomous agents that plan multi-step workflows, coordinate with tools, and escalate when human judgment is required.
Structured retrieval and memory layers that ground model outputs in verified business data and domain context.
Deterministic pipelines connected to intelligent routing — reliable execution with adaptive decision points.
Demand, inventory, and market signal prediction using historical data and real-time inputs.
Supplier scoring, sourcing optimization, and logistics visibility across the procurement network.
Governance, access controls, audit trails, and observability for production AI systems at venture scale.
GLYC is our first venture — a premium brand running on this stack from day one.