vResolv LLC

BACKGROUND

Please describe your company and position.

I am the Product Engineer, Owner of Guardian Angel Technologies

Describe what your company does in a single sentence.

Mobile highway condition assessment using LiDAR, imagery, and GPS sensors with live AI inference. 

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire vResolv LLC to accomplish?

• Develop HMI application in C++ to integrate LiDAR, 2.5GigE cameras, and GPS sensors.
• Process, optimize, and save sensor array data
• Integrate various hardware SDKs

SOLUTION

How did you find vResolv LLC?

• Online Search
• Upwork

Why did you select vResolv LLC over others?

• High ratings
• Pricing fit our budget
• Good value for cost
• Niche embedded hardware experience

How many teammates from vResolv LLC were assigned to this project?

2-5 Employees

Describe the scope of work in detail. Please include a summary of key deliverables.

The data collection desktop application is a software designed to interface with mobile mapping hardware and sensor arrays to acquire, process, and save data sets for future consumption by machine learning/inference platforms as well as geospatial processing workflows. The application is designed to facilitate the capture of roadside asset information for use in condition assessment tools.

Functionally, the data collection application serves as the interface for starting and stopping the data collection process for an Ouster LiDAR sensor, a Movella XSENS 680G GNSS/IMU, and 2-4 Lucid Vision Labs industrial cameras. The software should have a user-friendly interface where drivers can easily control and visualize sensor information, trigger sensor recording/data collection, and export completed recording batches.

Milestones: 1) integration of the GNSS/IMU data collection process, 2) integration of the industrial camera data collection process, 3) integration of the LiDAR data collection process

RESULTS & FEEDBACK

What were the measurable outcomes from the project that demonstrate progress or success?

Completion of integration milestones, w/ successful benchmark testing. 

Describe their project management. Did they deliver items on time? How did they respond to your needs?

Project was delivered on time, progress communicated well via work logs and coordination between PM and owner/client. 

What was your primary form of communication with vResolv LLC?

Email or Messaging App

What did you find most impressive or unique about this company?

vResolv's unique experience in a very niche but important field, specifically software design and development for specific embedded applications and sensor/hardware integration is what made their offering so valuable. Their experience with taking a variety of different hardware SDKs an integrating them into a human machine interface software (HMI) was critical to my overall project success and allowed me to focus on physical hardware configuration and integration. Their expertise and optimization of data also proved useful as the sensor array integrated in this application generate enough data to saturated 10 gigabit link.

Are there any areas for improvement or something vResolv LLC could have done differently?

No negative or constructive feedback on this one, vResolv LLC's performance was excellent.

BACKGROUND

Introduce your business and what you do there.

I'm the director of AMCO Security, a company that provides advanced electronic security solutions for homes and businesses. We specialize in monitored alarms and AI-powered CCTV systems.

OPPORTUNITY / CHALLENGE

What challenge were you trying to address with vResolv LLC?

We needed help to build a custom electronics PCB using Raspberry Pi.

SOLUTION

What was the scope of their involvement?

vResolv LLC designed, built, and tested a production-scale PCB for a specific security system for use in the UK. The PCB included a Raspberry Pi 4 and a 4G mobile unit.

What is the team composition?

We worked with five teammates from vResolv LLC.

How did you come to work with vResolv LLC?

I found vResolv LLC via Upwork. I was impressed by Aadil, the founder and CEO, and the team. They did a test project for me, and we progressed into an 18-month contract.

What is the status of this engagement?

We worked together from January 2024–July 2025.

RESULTS & FEEDBACK

What evidence can you share that demonstrates the impact of the engagement?

vResolv LLC delivered a production-ready PCB to our clients, and it works. It's a future-proof solution that's modern and delivers the best for our clients.

How did vResolv LLC perform from a project management standpoint?

vResolv LLC's project management was professional, and they delivered on time. We primarily communicated via email and video calls.

What did you find most impressive about them?

Their high technical skills and reliability were impressive.

Are there any areas they could improve?

No. The project went smoothly.

BACKGROUND

Introduce your business and what you do there.

I’m the CEO of an AI and data software product development company.

OPPORTUNITY / CHALLENGE

What challenge were you trying to address with vResolv LLC?

We needed help developing an AI video application.

SOLUTION

What was the scope of their involvement?

vResolv LLC developed a video object analysis module capable of extracting key people, objects, and setting context. The team also worked on entity relationship analysis between people, objects, and more.

What is the team composition?

We worked with four people from vResolv LLC.

How did you come to work with vResolv LLC?

We found them through an online search. We chose vResolv LLC because of their competency and cost.

What is the status of this engagement?

We started working together in January 2025.

RESULTS & FEEDBACK

What evidence can you share that demonstrates the impact of the engagement?

The proof of concept showed that the application did what was specified in the requirements document. The application worked well enough to proceed to module 2.

How did vResolv LLC perform from a project management standpoint?

vResolv LLC was timely and professional. The team communicated updates and information requests effectively. Very communicative, timely and easy to work with

What did you find most impressive about them?

We were impressed with vResolv LLC's expertise in computer vision and data-related pipelines.

Are there any areas they could improve?

There’s nothing we can come up with at this point.