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Remi: The AI agent for retail merchandising decisions

Coordinated action, grounded in reasoning. Remi is the supervisory AI agent at the core of invent.ai’s AI-decisioning platform. It connects forecasting, inventory and pricing through coordinated agentic workflows—so every decision works together across your retail operation. 

Retail operations don’t break because of bad data. They fail because decisions don’t connect.

Remi eliminates that disconnect.

As the command layer across a multi-agent system, Remi unifies signals, monitors performance, explains what’s happening and drives aligned action, so decisions stay connected across products, stores and channels.

What retailers gain with Remi:

  • One version of the truth across your operation
  • Decisions that move together, not conflict
  • Real-time visibility driving change
  • Explainable recommendations, not black-box outputs
  • Coordinated execution across workflows

Remi replaces disconnected decisions with coordinated action, bringing speed, alignment and control to retail decision-making. 

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The Remi decisioning loop

remi loop 2-1 remi loop 2_2 remi loop 2_3 remi loop 2_4

Most platforms ask you to trust the system upfront.


We don’t.


With invent.ai, you measure what’s happening, review recommendations, approve what you’re comfortable with—and over time, you trust the system because it consistently delivers results.

01

Measure

Continuously capture demand, inventory and performance signals across your network—down to the store × SKU level.

02

Review

Understand AI-driven recommendations with full transparency—what’s changing, why and the expected financial effect.

03

Approve

Stay in control. Approve or adjust decisions with flexibility across categories, regions or channels.

04

Trust

Let the system optimize continuously—reducing manual work while improving performance over time.

Why choose Remi?

Most retail tools stop at insight, but Remi drives decisions.

 

By orchestrating specialized AI agents across forecasting, allocation, replenishment and pricing, Remi ensures decisions are made in context, not isolation. It delivers:

 

  • Alignment across planning, inventory and pricing
  • Faster reaction to demand volatility
  • Less friction between teams
  • Clear understanding of what’s happening and why
  • Fewer manual interventions, greater control

How Remi supports every retail plan

Remi connects planning, inventory, allocation and pricing into a single decisioning flow—so every action reflects the full business context.

It doesn’t just surface issues, it drives response by:

  • Detecting demand shifts before they affect performance
  • Flagging stockouts and overstocks as they emerge
  • Recommending allocation and replenishment in real conditions
  • Identifying margin risk and pricing pressure
  • Aligning promotions and pricing with demand and inventory

By coordinating these decisions, Remi ensures business moves in one direction, not many.

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Intelligence that drives coordinated action

Remi orchestrates AI agents across retail workflows, continuously monitoring performance and surfacing what matters. It delivers scenario-based recommendations with clear explanations so teams understand what’s happening and why, while built-in controls allow users to approve, adjust or override actions, reducing manual effort without losing control.

 

Purpose-built for retail, Remi is trained across forecasting, inventory, allocation and pricing, understanding how decisions connect and where they break. Operating within a unified system, it keeps planning and execution aligned, identifies the true drivers of change and continuously adapts over time to become more precise with each decision.

FAQ

Understanding your AI partner, Remi

An AI agent is an intelligent helper made of code. It notices what is happening, decides on the best next step for a goal and then does that step by itself. It is often used interchangeably with multi-agentic AI in discussions, but the agent is the personification of the activity itself.

Remi is the name of invent.ai’s primary agent. Think of it as your intelligent co-pilot built to detect, decide and act across retail planning and operations. It's engineered to think with retail logic, execute with precision and adapt over time.

Remi doesn’t wait for you to ask. It monitors what matters, learns from real results and acts autonomously or in collaboration with your team by watching, learning and acting. Unlike dashboards that require human interpretation, Remi identifies what matters and acts on it—autonomously or with your input. Something going awry? Remi will know, get your attention, make decisions as needed and help you make the fewest possible manual changes to achieve your largest revenue targets.

No. Remi amplifies them. It handles the repetitive issues that are bogging your team down, but it also offers a level of foresight and decisioning on complex matters that humans just can’t do. It delivers clarity and insight in one go. And every recommendation comes with the reasoning behind it. The result? Faster decisions, every time. 

You can. Remi offers explainability and override controls so you stay in control, always. It works as a trusted partner, not a black box.

Clients typically see measurable revenue and margin lift in under 90 days. Because our agents learn from actual data—not static rules—they accelerate time to value. Plus, our team is continuously working with you to drive the results even faster and more strongly once your data is connected.

More revenue. Better margins.
Get retail decisions right. Every time.