How do you ensure ISO safety compliance?

Safety-rated logic runs on safety-rated hardware; our middleware orchestrates non-safety behavior and audit logging. We work with TÜV-certified safety integrators when required.

Can line operators program new tasks?

Yes — our visual programming and demonstration learning patterns let line operators teach new tasks without expert intervention.

Robotics / Collaborative Cobot Integration Layer

Collaborative Cobot Integration Layer

We engineer specialized middleware that lets industrial cobots safely assist human workers — combining 3D vision, force feedback, and human-aware safety into a single integration layer.

Talk to a Solution Engineer View Case Studies

40%

Throughput uplift on assembly stations

Real-time

3D vision and force feedback fusion

ISO 10218

Safety alignment from design

Trusted by global innovators

Industry Overview

Collaborative Cobot Integration Layer: Engineered End-to-End

Cobots only deliver value when they integrate cleanly with human workflows and existing line systems. We build the middleware that turns a standalone cobot into a productive station partner.

Industry Challenges

What Stops Most Teams From Solving This Today

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

Vision Integration Gaps: 3D vision systems and cobot controllers rarely speak fluently to each other.
Safety Compromise: Off-the-shelf integrations either over-restrict speed or compromise safety.
Line Integration Friction: PLC and MES integration is painful for many cobot deployments.
Programming Bottleneck: Each new task requires expert programming, limiting cobot ROI.

Our Approach

Our Engineering Approach

We engineer for the operational reality — not the demo.

Multi-Modal Sensor Fusion

3D vision, force feedback, and safety scanners fused for adaptive behavior.

Safety-First Behavior

ISO 10218 and ISO/TS 15066-aligned safety with full audit trails.

Operator-Friendly Programming

Visual programming and demonstration learning for line operators.

Capabilities

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

3D Vision Integration

Plug-and-play 3D vision integration across major OEMs.

Force-Adaptive Behavior

Real-time force feedback for delicate assembly and quality tasks.

Human-Aware Safety

Speed and behavior modulation based on human proximity.

MES & PLC Integration

Real-time integration with line PLCs and MES systems.

Visual Programming

Operator-friendly programming with demonstration learning.

Quality Reporting

Per-cycle quality logging and statistical process control.

Remote Monitoring

Centralized fleet monitoring across multiple stations and lines.

Safety Audit

Tamper-evident safety event logging for audits.

How It Works

Reference Architecture

How data and decisions flow end-to-end.

Sensor Layer

3D vision, force, and safety scanners normalized into a unified state model.

Cobot Adapters

Vendor-specific adapters for UR, ABB, FANUC, KUKA, and more.

Behavior Engine

Multi-modal behaviors with adaptive speed and force.

Line Integration

PLC and MES integration via OPC-UA, Profinet, and EtherNet/IP.

Operator UX

Visual programming and station-level monitoring.

Engineering Stack

Technology Stack

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

Cobots

URABB GoFaFANUC CRXKUKA LBRDoosan

Vision

CognexKeyencePhotoneoCustom

Comms

OPC-UAProfinetEtherNet/IPMQTT

Backend

ROS 2PythonC++Rust

Apps

Next.jsReactTailwind

Infra

KubernetesLinux RTDocker

Measured Impact

Quantified outcomes from production deployments.

40%

Station throughput uplift

Real-time

Vision + force fusion

ISO 10218

Safety alignment

Operator-trained

Programming model

Industrial Assembly Line Cobots

An industrial manufacturer wanted to deploy cobots alongside human workers on assembly stations without compromising safety or speed.

By integrating high-speed force feedback and 3D vision, the system enabled robots to adjust speed and path in real time based on human proximity, increasing overall station throughput by 40% while maintaining ISO-aligned safety posture.

Case Study

Use Cases

Where This Earns Its Keep

Common deployment patterns we see across customers.

Assembly Line Cobots

Cobots assisting humans on light assembly tasks.

Quality Inspection

Vision-based quality inspection at line speed.

Pick & Place

Vision-guided pick-and-place for variable parts.

Material Handling

Adaptive material handling with force feedback.

Welding & Joining

Cobot-assisted welding with seam tracking and quality logging.

Lab Automation

Cobots assisting in scientific lab workflows.

Integrations

Integrates With Your Existing Stack

We connect to the systems your teams already know.

Cobot

Universal RobotsABBFANUCKUKA

Vision

Cognex Vision

PLC

Siemens TIA

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."