Production deployments globally – Logistics · Fintech · Finance & Taxation
Agentic AI Built as a Digital Workforce Not a Chatbot Wrapper
We design, build, and deploy autonomous multi-agent systems…that execute real operations across your enterprise stack. Governed decisions. Auditable workflows. Zero-trust guardrails. Built with LangGraph and RAG+ deployed in production, not pilots. Including in legacy enterprise environments where a full rip-and-replace is not an option.
In Production Today
We Don’t Demo Agentic AI. We Deploy It.
Finance & Taxation · Active Engagement
Shorthills AI
Building an agentic AI system for finance and taxation operations — multi-agent workflows handling document processing, regulatory reasoning, and structured data extraction across complex financial datasets.
● LIVE
Logistics · Enterprise · Production
Fortune 500 Logistics (Anonymous)
Building LogiGPT – an NL-to-SQL analytics platform integrating SAP, Salesforce, and AWS, reducing analyst dependency, accelerating reporting, and delivering scalable, SOC2-compliant operational intelligence.
● LIVE
Built In-House. Available for You.
Five Production-Grade Systems. Ready to Deploy in Your Environment.
Developer Intelligence
Understand your engineering team. Actually.
🔹DORA metrics tracking
🔹PR approval analysis
🔹Bug risk prediction
🔹Bus factor insights
🔹GitHub + ClickUp scoring
Output: 7 Google Sheets tabs — weekly, automated
Development Pipeline
From task to open PR. No developer required.
🔹 Google Sheets intake
🔹 LLM planning engine
🔹 Staff Engineer prompts
🔹 TDD-first execution
🔹 GitHub PR delivery
Result: Spec to PR — zero developer effort
PR Review Agent
A senior staff engineer on every PR. Automatically.
🔹 Migration validation
🔹 Query optimization
🔹 Security scanning
🔹 Test coverage
🔹 Naming enforcement
PR review time: 2 hours → 10 minutes
Content Pipeline
3-hour workflow → 3 minutes. Multi-agent.
🔹 Research workflows
🔹 Draft generation
🔹 Review guardrails
🔹 ClickUp publishing
🔹 Canva integration
Time saved: 3 hours → 3 minutes per post
Chief of Staff
Your company knowledge base. One AI interface.
🔹 Google Drive access
🔹 Slack integration
🔹 Confluence syncing
🔹 Salesforce connectivity
🔹 Enterprise deployment
Connectors: 35+ enterprise sources · RBAC · SSO
What We Deliver
Strategic Capability Grid
CTO-led agentic capabilities enabling scalable architecture, governed automation, and AI-powered enterprise operations.
Grounded AI
Enterprise-grade knowledge architecture with hybrid search, intelligent chunking, agent memory, and confidence validation. RAG-grounded systems reduce hallucinations and ensure every response remains traceable and reliable.
RAG+Hybrid Search
Agentic Ops
SRE-grade AI operations for production agent fleets. Observability, governance, cost control, and reliability built into the infrastructure layer — not bolted on. LangSmith tracing. Prometheus metrics. Full audit trail on every agent decision.
LLM InfraLangSmith
Autonomous AI
Multi-agent workflows that orchestrate tools, invoke APIs, validate outcomes, escalate when uncertain, and loop with human oversight when required. Schema-enforced tool calling. Rollback on failure. Every action logged end to end.
Agentic AITool Calling
Industry Playbooks
Battle-tested agent crew patterns for logistics, fintech, OTT, finance, and e-commerce - ready to adapt and deploy. We start from patterns proven in production and configure them for your specific operations.
LogisticsFintechFinance
How We Build
Structured Engagement Model
Every agentic system we build follows a structured delivery discipline — architecture before code, governance before deployment.
Connects To Your Existing Stack
Integrations
We build agents that plug directly into your operational and data systems — no rip and replace required.
Operational
SmartTOS · ERP · WMS · CRM · SCM · Finance Systems
SaaS
Jira · Zendesk · Salesforce · ServiceNow · Slack · GitHub
Data
Kafka · SQL Databases · Elasticsearch · Redshift · Snowflake · S3 · Vector DBs
AI Layer
LangGraph · LangChain · LangSmith · CrewAI · AutoGen · Qdrant
Cloud
AWS · GCP · Azure · Kubernetes · Terraform · Docker · CI/CD
Engagement Options
Technology Stack
Battle-tested tools we use daily in production agentic systems — not demos or lab experiments.
LLM Orchestration
LangGraph · LangChain · LangSmith · CrewAI
Vector & Memory
Qdrant · Pinecone · pgvector · Redis · VectorDB
AI Models
Kilo AI Gateway · OpenAI · Anthropic · Gemini
Infrastructure
FastAPI · Kubernetes · Docker · AWS · GCP · Azure
Data
Kafka · PostgreSQL · Snowflake · BigQuery S3
Observability
Prometheus · Grafana · LangSmith · Datadog
Measured In Production
Enterprise Impact & Outcomes
85%
Autonomous Task Resolution
Production agentic deployments
99%
Faster Report Generation
LogiGPT — Fortune 500
40%
Annual Cost Savings
LogiGPT operational outcomes
10→min
PR Reviews (was 2hrs)
PR Review Agent — internal
3min
Content Workflow (was 3hrs)
LinkedIn Automation Pipeline
3mo
ROI Realised
LogiGPT — Fortune 500
0
Developer Effort (Spec→PR)
Dev Automation Pipeline
Why Madgical Techdom
- Production-Ready Enterprise AI Infrastructure
- Cloud-Native DevSecOps Execution Expertise
- High-Throughput Fintech & OTT Expertise
- Data Sovereignty & Enterprise-Grade Security
- Execution-Driven Technology Consulting Expertise
No Demos. No Pilots That Fade. Production Agent Fleets From Day One.
Book a free 30-minute session with our AI systems architects. We’ll tell you how we’d build it, what it integrates with, and what outcomes to expect.
We work with founders, CTOs, and VPs of Engineering globally who need agentic AI that actually runs in production.