Agents planning · negotiating · executing

Agentic AI for resilient, efficient supply chains.

We design autonomous, goal-driven AI agents that plan, negotiate, and execute across your supply network — cutting costs, boosting service, and turning data into decisions.

  • 10–30%Inventory reduction
  • 95–99%Target service levels
  • Minutesto actionable insights
  • 4 weeksto a working pilot

01Solutions

Modular agentic apps

Agentic AI apps that work together or stand alone.

A1

Smart Purchasing

Autonomous buying agents place, split, and track POs using price/lead-time trade-offs, MOQ, and vendor scorecards.

  • Dynamic reorder & PO splitting
  • Vendor negotiation copilots
  • Budget & cash-flow guardrails
A2

Multi-Echelon Planning

Agents coordinate DCs, hubs, and stores to meet service targets at minimum total cost with uncertainty-aware forecasts.

  • MEIO with ABCD-XYZ policies
  • Service tiers by item class
  • What-if scenarios & simulations
A3

Inventory Allocation

Real-time allocation agents rebalance stock using demand sensing, substitution rules, and priority constraints.

  • Backorder mitigation
  • Cross-dock & transship logic
  • Shelf-life & expiry aware
A4

Risk & Resilience

Continuously scans disruptions (suppliers, logistics, weather) and triggers contingency playbooks.

  • Supplier risk scores
  • Route & capacity re-plans
  • ESG & compliance checks
A5

Network Optimization

Design and continuously optimize your network for cost-to-serve, CO2, and service reliability.

  • Facility location & flows
  • Mode & carrier selection
  • Digital twins for decisions
A6

Performance Management

Self-healing KPIs: agents detect anomalies, explain root causes, and propose fixes you can approve or auto-apply.

  • Service, inventory, cost KPIs
  • Alert → insight → action loop
  • Human-in-the-loop controls

02Approach

How we build agents

Deterministic where it matters, generative where it helps.

01

Agentic by Design

Task-oriented agents with clear goals, tools, memory, and guardrails.

02

Composable

Micro-agents for forecasting, policy, optimization, and execution — orchestrated via events and APIs.

03

Enterprise-Grade

Security, governance, audit trails, and RBAC. Cloud-native and vendor-agnostic (Azure, AWS, Databricks, Snowflake).

03Hypervelocity Engineering

Engineered with HVE Core

We deliver with Hypervelocity Engineering (HVE), using HVE Core, Microsoft’s open-source agentic SDLC framework for context management, governance, and shift-left engineering. Every pilot runs through the same disciplined loop, so speed never costs you traceability. AI carries the rules, humans keep the judgment.

  1. rpi-research

    Research

    Agents gather evidence from your data, systems, and constraints before any decision is made.

  2. rpi-plan

    Plan

    Findings become an explicit, reviewable plan that your planners approve before work begins.

  3. rpi-implement

    Implement

    Agents execute the approved plan step by step, guided by coding standards and guardrails.

  4. rpi-review

    Review

    Results are checked against the plan, with durable evidence and handoff artifacts at every step.

Across the full lifecycle

  1. Setup
  2. Discovery
  3. Product Definition
  4. Decomposition
  5. Sprint Planning
  6. Implementation
  7. Review
  8. Delivery
  9. Operations

What HVE Core provides

  • AgentsSpecialized for research, planning, implementation, and review
  • InstructionsCoding standards applied automatically
  • SkillsReusable workflows and tool capabilities
  • Role guidesFor engineers, TPMs, architects, data scientists, SREs, and more

HVE Core is an open-source project by Microsoft, released under the MIT License.

04Technology

Technology stack

From lakehouse to human-in-the-loop experiences.

Data

Delta Lake • Lakehouse • Streaming ETL • Semantic models

Intelligence

Time-series ML • Bayesian demand • RL policies • OR solvers

Agents

Planning & execution tools • RAG over supply data • Memory & skills

Experience

Copilot UX • Chat + apps • Dashboards • Human-in-the-loop

Ops

MLOps • Prompt/AgentOps • HVE Core • CI/CD • Observability & safety

Integrations

ERP/WMS/TMS • EDI/API • Market & risk feeds • IoT/telemetry

05About

About AGENSTRUM Labs

AGENSTRUM Labs is a focused team of supply-chain engineers, data scientists, and designers. We’ve blended operations research and modern Agentic AI to deliver tangible outcomes — less inventory, higher service, faster decisions.

  • Rapid 4-week pilots
  • Security & governance first
  • Co-create with your planners
Proof of Value

06Contact

Let’s talk

Tell us about your supply‑chain challenges. We’ll get back within one business day.