i5 Capabilities

Empowering Teams with a ‘System of Agents’

Scenario Simulation

Experiment with infinite what-if scenarios to evaluate risks, opportunities, and strategies. i5 allows companies to model disruptions, assess outcomes, and refine decisions before implementing them in the real world.

  • Plan for potential raw material shortages or logistic bottlenecks.
  • Assess the impact of market shifts, such as changing tariffs or competitor actions.
  • Simulate new product launches to predict supply-demand dynamics.

i5 Scenario Simulator isn’t just about predicting problems—it’s about uncovering hidden opportunities and ensuring preparedness in an uncertain world.


Context-Driven Planning

A process that continuously aligns demand forecasts, inventory, and production plans in real time. Using contextual data and AI agents, i5 ensures businesses stay responsive to shifts in demand.

  • Adjust production schedules dynamically based on regional demand changes.
  • Integrate real-time market trends to fine-tune procurement needs.
  • Reduce waste by aligning inventory levels with near-term demand.

This approach eliminates the inefficiencies of static planning, enabling faster, more precise adjustments to market realities.

DEMO: i5 Context-Driven Planning (November 2024)


Buy : Sell : Move Negotiation

A dynamic, agent-driven framework for matching supply, demand, and movement—continuously and in context. i5 uses graph-based negotiation across these three dimensions to drive real-time trade-offs and coordination.

  • Buyers broadcast demand signals with price, time, and location constraints.
  • Sellers publish available supply with associated agreements and capacity windows.
  • Transport agents model movement options and route trade-offs in real time.

The result: decisions no longer flow from static orders, but from ongoing negotiations between intelligent agents—each reasoning across cost, risk, and urgency. This model increases resilience, reduces lead times, and continuously optimizes the match between what’s needed, what’s available, and how it moves .

DEMO: i5 Buy : Sell : Move Negotiation (July 2024)


Synthetic Data Generation (i5-SDG)

Run full orchestration scenarios—without exposing a single byte of sensitive data. i5-SDG generates operationally realistic, agent-compatible data across demand, supply, production, and logistics, all from structured, synthetic inputs.

  • Build forecasts, BOMs, production plans, and agreements in minutes.
  • Stress-test AI agents under peak volatility or rare edge cases.
  • Validate orchestration strategies before any system is touched.

This simulation-first approach enables safe, accelerated transformation—letting enterprises test logic, align teams, and fine-tune decisions long before integration. i5-SDG is how you explore the future, responsibly .

DEMO: i5 Synthetic Data Generation (i5-SDG)

Sales Agent

  • Generates tailored sales quotes, factoring in discounts, lead times, and supply conditions.
  • Aligns customer commitments with real-time supply chain capabilities.

Demand Forecaster

  • Analyzes market trends and inventory levels to refine demand forecasts in real time.
  • Proposes adjustments with clear explanations for user review and approval.

Inventory Analyst

  • Tracks and optimizes inventory levels to balance availability and storage costs.
  • Identifies risks of overstock or understock and provides actionable recommendations.

Production Planner

  • Aligns production schedules with updated demand forecasts and material availability.
  • Identifies incremental production needs and streamlines resource allocation.

Transportation Planner

  • Integrates real-time infrastructure and resource data to dynamically adjust transport schedules and modalities.
  • Constructs and optimizes multi-segmented transportation routes, balancing cost, delivery time, and system efficiency.

Procurement Agent

  • Manages supplier interactions and aligns material procurement with production schedules.
  • Tracks delivery schedules and ensures compliance with cost and timing targets.

Explore INDUSTRY 5 Capabilities in Detail