Can the platform run alongside our existing WMS?

Yes. We have native integrations with Manhattan and Blue Yonder, plus a generic adapter for custom WMS systems.

How does the platform handle hot SKUs and seasonal volume?

Centralized pathfinding plus dynamic task assignment let the fleet absorb 5–10× spikes without re-tuning.

Robotics / Warehouse AMV Fleet Controller

Warehouse AMV Fleet Controller

Q: Are you locked to specific robot vendors?

No. We support major AMV/AMR OEMs through plug-in adapters and routinely run multi-vendor fleets in production.

We engineer centralized fleet control software for warehouse AMVs and AMRs — handling pathfinding, deadlock prevention, and WMS integration across multi-vendor robot fleets.

Talk to a Solution Engineer View Case Studies

300%

Picking efficiency uplift

Multi-vendor

Single control plane across robot OEMs

Zero-disruption

Cutover from manual to automated ops

Trusted by global innovators

Industry Overview

Warehouse AMV Fleet Controller: Engineered End-to-End

Warehouse robotics fail at the orchestration layer — not the robot layer. We build the centralized control software that turns vendor-locked robot fleets into a coordinated, scalable workforce.

Industry Challenges

What Stops Most Teams From Solving This Today

Common friction points we hear from robotics teams scoping this kind of platform.

Vendor Lock: Single-vendor stacks make it impossible to add capacity from competing OEMs.
Traffic Deadlocks: Multi-robot environments hit deadlocks that bring throughput to a halt.
WMS Integration Friction: Robot stacks rarely speak natively to WMS systems, forcing brittle middleware.
Operator Tooling Gaps: Floor supervisors need ops tools designed for warehouse reality, not robotics PhDs.

Our Approach

Our Engineering Approach

We engineer for the operational reality — not the demo.

Vendor-Neutral Orchestration

Plug-in adapters for major robot OEMs behind one control plane.

Continuous Pathfinding

Centralized solver with deadlock prevention and dynamic re-routing.

WMS-Native Integration

First-class integration with Manhattan, Blue Yonder, and major WMS systems.

Capabilities

Production-grade features the platform ships with from day one.

Multi-Vendor Support

Unified control across MiR, OTTO, Locus, Geek+ and more.

Pathfinding & Deconfliction

Centralized solver with traffic optimization and deadlock prevention.

WMS Integration

Native Manhattan and Blue Yonder integration plus generic adapters.

Charging Orchestration

Battery-aware scheduling with fleet-wide charging optimization.

Live Telemetry

Sub-second telemetry across the entire fleet.

Operator Console

Floor supervisor console for exceptions and re-prioritization.

Simulation Sandbox

Simulate layout changes before committing to floor changes.

Performance Analytics

Throughput, utilization, and exception analytics by zone and SKU.

How It Works

Reference Architecture

How data and decisions flow end-to-end.

Robot Adapters

Plug-in adapters expose vendor-specific control surfaces uniformly.

Orchestrator

Centralized pathfinding, deconfliction, and task assignment.

WMS Bridge

Native integration with Manhattan, Blue Yonder, and major WMS.

Operations Console

Floor supervisor and ops engineer tools.

Analytics Layer

Throughput, utilization, and exception analytics.

Engineering Stack

Technology Stack

A pragmatic stack chosen for reliability, speed, and ease of operation.

Robotics

ROS 2Custom adaptersMQTT

Backend

GoRustPythonKafkaPostgreSQL

Pathfinding

Custom solverOR-ToolsRRT*

WMS

ManhattanBlue YonderManhattan SCALE

Apps

Next.jsReact NativeTailwind

Infra

KubernetesVaultTerraform

Measured Impact

Quantified outcomes from production deployments.

300%

Picking efficiency uplift

Multi-vendor

Control plane

Zero-disruption

Cutover

<100ms

Path-replan latency

E-Commerce Warehouse Automation

An e-commerce giant wanted to convert a manual warehouse to fully automated AMV operations without halting fulfillment. We deployed a centralized fleet controller across two AMV vendors during live operations.

Picking efficiency rose 300% and the warehouse moved from manual to fully automated logistics without a single missed shipment day during cutover.

Case Study

Use Cases

Where This Earns Its Keep

Common deployment patterns we see across customers.

E-Commerce Fulfillment

High-volume pick-pack-ship with goods-to-person AMVs.

Cold Chain Warehousing

Cold and freezer warehouse automation with environment-aware fleets.

Cross-Dock Operations

Cross-dock orchestration with inbound and outbound coordination.

Manufacturing Material Movement

Plant-floor material movement and line-side replenishment.

Hospital Logistics

Hospital supply, lab, and meds movement automation.

Retail Backroom Automation

Backroom automation for grocery and big-box retail.

Integrations

Integrates With Your Existing Stack

We connect to the systems your teams already know.

Robot OEM

MiROTTOLocus RoboticsGeek+

WMS

Manhattan WMSBlue Yonder

Compliance-First Development Services Backed by Global Standards

We build secure, scalable products designed for privacy, interoperability, and regulatory readiness from day one across every sector we serve.

Service Organization Control 2

Verified controls for security, availability, and confidentiality of enterprise data systems.

Information Security Management

Adhering to the international gold standard for managing information security risks.

Quality Management Systems

Ensuring consistent quality in software delivery and operational process optimization.

Our Edge

Why Global Leaders Choose Us

We combine deep technical expertise with industry-specific knowledge to deliver solutions that aren't just functional, but transformational.

Enterprise-Grade Security

We implement rigorous security protocols and compliance standards (HIPAA, GDPR, SOC2) across all industrial solutions to protect sensitive data.

High-Performance Scaling

Our architectures are built to handle massive data loads and user bases, ensuring seamless performance whether you're serving ten or ten million.

Accelerated Time-to-Market

Leveraging our suite of internal tools and proven frameworks, we reduce development cycles and get your product to market 40% faster.

Embedded AI Integration

Beyond simple wrappers, we build deep-learning integrations and predictive analytics directly into the core of your industry-specific workflows.

Engagement Model

Predictable, structured delivery from kickoff through long-term ownership.

Discovery & Scoping

We map the existing systems, constraints, and stakeholders to scope a focused 8–12 week first delivery.

Architecture & Pilot

A working slice on a representative environment — proving the data flow end-to-end before scaling.

Production Engineering

Hardened services, observability, access controls, and audit logging go live behind your IAM.

Operate & Iterate

We stay on as the embedded engineering team — closing tickets, tuning models, and shipping new value.

Voices of Success

We don't just build products; we forge lasting partnerships. See how we've helped industry leaders transform their vision into technical reality.

"I can clearly see how Agnotic has a unique way of handling end-to-end development. They are always active on quick chat and provide support quickly."

Aaron Phelan

Founder, Benchmark

"Agnotic is the best technical team we evaluated. Their engineering excellence made our work dramatically easier and allowed us to stay focused on what matters most for maternal care outcomes. They took full ownership of the technical execution, and we are always happy to continue working together."

Kim Smith

Founder, My Lauren

"Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective."