Frequently asked questions

What is Strivr AI?

Strivr is a Frontline Intelligence platform that helps organizations detect and correct frontline execution issues in real time. The platform combines AI, computer vision, smart glasses, and customer-specific visual language models (VLMs) to support workers while work is happening.

What is Frontline Intelligence?

Frontline Intelligence is an AI-powered system that supports workers in real time, directly in the flow of work. Using technologies like computer vision, AI models, and smart glasses, it detects what’s happening during a task, identifies errors or risks, and delivers hands-free guidance to help ensure work is done correctly.

Unlike traditional training or static SOPs, Frontline Intelligence operates at the moment of execution — where mistakes, delays, and safety risks actually occur.

What types of tasks benefit most from Strivr AI?

Strivr AI is best suited for repeatable, operational workflows where consistency and accuracy matter, including:

  • Assembly and manufacturing processes
  • Quality inspections and compliance checks
  • Equipment maintenance and service procedures
  • Warehouse picking, packing, and logistics workflows
  • Safety-critical operational tasks

These environments often depend on human execution, where small mistakes can lead to rework, downtime, delays, safety incidents, or inconsistent output.

What kinds of errors can Strivr AI detect?

Strivr AI can detect visible execution issues in real time, including:

  • Missed or skipped steps
  • Incorrect or out-of-sequence execution
  • Missing components or tools
  • Safety and compliance violations
  • Incomplete procedures
  • Packaging, assembly, or inspection inconsistencies

If an issue is visible within the worker’s field of view, Strivr AI can be trained to recognize it.

How does Strivr AI know when a mistake has been made?

Strivr AI uses customer-specific visual language models (VLMs) trained on your workflows, environments, tools, and operational procedures.

These AI models learn what “correct” execution looks like by analyzing multimodal data such as videos, images, SOPs, and workflow documentation. During live execution, the platform compares real-world activity against expected outcomes to identify incorrect, incomplete, or out-of-sequence work.

When an issue is detected, Strivr AI delivers hands-free, voice-first guidance through smart glasses so workers can immediately correct the problem.

What business outcomes can Strivr AI deliver?

By detecting and correcting issues in real time, Strivr AI can help organizations:

  • Reduce mistakes and rework
  • Improve quality and consistency
  • Increase safety and compliance
  • Reduce downtime and operational disruptions
  • Accelerate onboarding and ramp time
  • Standardize execution across workers, shifts, and sites

The result is more predictable, high-quality execution — where work gets done right the first time.

How is Strivr AI different from traditional training?

Traditional training prepares workers before the job. Strivr AI supports workers during the job.

Instead of relying solely on memory, shadowing, or static instructions, Strivr AI provides real-time detection and corrective guidance while work is being performed. This helps reinforce training, reduce execution variability, and support workers when and where they need assistance most.

Does Strivr AI replace workers or automate jobs?

No. Strivr AI is designed to support workers — not replace them.

The platform helps frontline teams catch and correct mistakes in real time, improving operational consistency, quality, and safety while keeping humans in control of execution and decision-making.

Does Strivr AI only work on smart glasses?

Strivr AI is optimized for smart glasses because they enable hands-free user interaction, real-time interpretation of visual input,  and seamless delivery of voice-based guidance in the flow of work. Supported devices currently include Vuzix Smart Glasses and Ray-Ban Meta AI glasses.

Strivr AI also runs on Android smartphones and tablets for workflows that don’t require hands-free operation.

How long does it take to train the AI models?

Implementation timelines depend on workflow complexity, available training data, and operational environment. Many workflows can begin with targeted capture and model training around a specific use case, then expand over time as additional execution data is collected.

Because the models continuously learn from real-world execution, the system becomes more accurate and contextual over time.

Does Strivr AI require existing SOPs or documentation?

No. Existing SOPs, videos, and workflow documentation can accelerate deployment, but Strivr AI can also learn directly from frontline execution data captured through smart glasses and operational workflows.

Many organizations use Strivr AI to help standardize processes that currently rely on tribal knowledge or inconsistent execution.

Can Strivr AI support multiple languages?

Yes. Strivr AI supports multiple languages and configurable voice and visual feedback options to accommodate diverse frontline workforces and accessibility needs.

Is Strivr AI designed for safety and compliance use cases?

Yes. Strivr AI is particularly valuable in environments where execution quality, procedural compliance, and worker safety are critical.

The platform can help identify safety violations, missed checks, incorrect procedures, and compliance risks in real time — before they escalate into larger operational issues.

What industries does Strivr AI support?

Strivr AI is designed for frontline-heavy industries where operational execution matters, including:

  • Manufacturing
  • Logistics and warehousing
  • Supply chain operations
  • Field service
  • Retail and restaurant operations
  • Healthcare and clinical workflows

Any environment with repeatable physical workflows and execution variability can benefit from Frontline Intelligence.