01
Multi-Brand Robot Fleet Management
Unified monitoring and analytics across Fanuc, KUKA, ABB, UR, and others.
Manufacturing / Robotics & Automation Integration
Robotics & Automation Integration
We engineer the software layer that ties your robots, cobots, AGVs, and automation cells into one orchestrated system — with fleet management, traffic control, analytics, and seamless integration into your MES and WMS.
35%
Higher robot utilization through fleet orchestration
50+
Robot brands and AGV platforms integrated
Real-time
Fleet visibility and task orchestration
Trusted by global innovators
Industry Overview
Robotics & Automation Integration: Engineered End-to-End
Most factories run robots as islands — each cell programmed independently, AGVs on a standalone traffic system, and cobots managed by the operators beside them. We build the integration layer that turns these islands into a coordinated fleet, managed from one platform and feeding data into your MES and quality systems.
Industry Challenges
What Stops Most Teams From Solving This Today
Common friction points we hear from manufacturing teams scoping this kind of platform.
Island Automation: Each robot cell runs its own program with no fleet-level orchestration or shared task queue.
Multi-Vendor Chaos: Different robot brands (Fanuc, KUKA, ABB, UR) each have their own programming environment and data format.
AGV Deadlocks: Standalone AGV traffic systems can't coordinate with production schedules, dock doors, or elevator resources.
No Robot Analytics: Cycle time drift, servo degradation, and collision frequency aren't tracked or analyzed across the fleet.
Our Approach
Our Engineering Approach
We engineer for the operational reality — not the demo.
Unified Fleet Management
One platform to monitor, task, and analyze every robot, cobot, and AGV regardless of brand — through vendor-neutral adapters.
Intelligent Task Orchestration
Dynamic task assignment based on real-time availability, location, battery state, and production priority.
Robot Analytics & Health
Cycle time, servo current, collision, and utilization analytics that feed predictive maintenance and continuous improvement.
Capabilities
Capabilities
Production-grade features the platform ships with from day one.
Multi-Brand Fleet Dashboard
Live status, location, and task assignment for every robot and AGV on one screen.
Task Orchestration Engine
Dynamic dispatch of transport, pick, and process tasks based on priority and availability.
AGV Traffic Management
Zone-based traffic control, deadlock prevention, and elevator/door resource scheduling.
Cobot Safety Monitoring
Force, speed, and zone compliance monitoring with automatic safe-stop integration.
Cycle Time Analytics
Per-cell, per-program cycle time tracking with drift alerts and root cause analysis.
Servo & Drive Health
Current signature and temperature analytics for predictive maintenance on robot joints.
MES Integration
Robot task completions feed MES genealogy; MES work orders trigger robot programs.
Simulation Sandbox
Test new programs and traffic patterns in simulation before deploying to the physical fleet.
OEE for Automation
Availability, performance, and quality metrics applied to robot cells and automated lines.
How It Works
Reference Architecture
How data and decisions flow end-to-end.
Robot & AGV Adapters
Vendor-neutral connectors to Fanuc, KUKA, ABB, UR, MiR, Locus, and others via native APIs.
01
1
Fleet State Engine
Real-time state management for every unit: location, task, battery, faults, and program.
02
2
Task Orchestrator
Priority-based dispatch with constraint awareness: battery, payload, zone access, and schedule.
03
3
Traffic Controller
Zone-based AGV traffic with resource locking, deadlock detection, and path replanning.
04
4
Analytics & ML
Cycle time, utilization, and health analytics with predictive models for servo degradation.
05
5
Operator & Engineering Apps
Fleet dashboard, task monitor, and engineering analytics share one data backend.
06
6
Engineering Stack
Technology Stack
A pragmatic stack chosen for reliability, speed, and ease of operation.
Robot APIs
Fanuc ROBOGUIDEKUKA SunriseABB RobotStudioUR RTDE
AGV / AMR
MiR FleetLocus APIOTTO MotorsVDA 5050
Core
GoPythonTypeScriptgRPCROS 2
Data
TimescaleDBKafkaPostgreSQLRedis
Apps
Next.jsReactThree.jsTailwind
Infra
KubernetesTerraformVaultPrometheus
Measured Impact
Measured Impact
Quantified outcomes from production deployments.
35%
Higher robot utilization
Through dynamic task orchestration and fleet balancing.
50%
Fewer AGV deadlocks
Zone-based traffic control with resource-aware scheduling.
20%
Cycle time improvement
Through analytics-driven program optimization.
4×
Faster new-cell commissioning
Standardized integration patterns cut setup time.
Multi-Brand Robot Fleet Orchestration for an Electronics Manufacturer
An electronics manufacturer running 140 robots across four brands and 60 AGVs across two vendors had no fleet-level visibility. Each cell was an island — task assignment was manual and AGV deadlocks cost 20+ hours per week.
We delivered a unified fleet platform in six months. Robot utilization rose 35%, AGV deadlocks dropped 50%, and the engineering team now uses fleet analytics to benchmark cycle times across cells and drive continuous improvement.
Case Study
Use Cases
Where This Earns Its Keep
Common deployment patterns we see across customers.
02
AGV/AMR Traffic Orchestration
Zone-based traffic control with elevator, dock, and resource scheduling.
03
Cobot Deployment Management
Safety monitoring, program versioning, and utilization tracking for collaborative robots.
04
Palletizing & Depalletizing
Dynamic pattern assignment and cycle optimization for palletizing cells.
05
Machine Tending Orchestration
Coordinate robot tending across CNC, injection molding, and press machines.
06
Warehouse Automation
AS/RS, shuttle, and goods-to-person system integration with WMS.
Integrations
Integrates With Your Existing Stack
We connect to the systems your teams already know.
Robot OEM
FanucKUKAABB Robotics
Cobot
Universal Robots
AMR
MiR (Mobile Industrial Robots)Locus Robotics
MES / SCADA
Rockwell FactoryTalk
WMS
SAP EWM
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
Engagement Model
Predictable, structured delivery from kickoff through long-term ownership.
01
Discovery & Scoping
We map the existing systems, constraints, and stakeholders to scope a focused 8–12 week first delivery.
02
Architecture & Pilot
A working slice on a representative environment — proving the data flow end-to-end before scaling.
03
Production Engineering
Hardened services, observability, access controls, and audit logging go live behind your IAM.
04
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."
John Pasmore
Founder, Latimer
More in Manufacturing
More Manufacturing Solutions
Explore other production-grade engineering platforms we deliver across manufacturing.
Cross-Industry Reach
The Same Engineering Patterns, Across Other Industries
The technical patterns behind this platform translate naturally into adjacent verticals.
Frequently Asked Questions
We have production integrations with Fanuc, KUKA, ABB, Universal Robots, Yaskawa, and Doosan. New OEM adapters typically take 4–6 weeks to build and validate.
Industries
A Unified Vision that Caters to Diverse Industry Demands
Build your next manufacturing platform with us
We engineer production-grade manufacturing platforms end-to-end. Talk to us about scoping a focused 8-week pilot.