It-Jim

BACKGROUND

Please describe your company and your position there.

I am the owner of an IT service company

OPPORTUNITY / CHALLENGE

For what projects/services did your company hire It-Jim, and what were your goals?

We hired IT-Jim to support development of a Computer vision model, to detect and track a fast-moving object and related events, via an RGB camera.

SOLUTION

How did you select It-Jim and what were the deciding factors?

We shortlisted 3 companies via LinkedIn, and selected IT-Jim, because they made the relevant efforts to suit our requirements.

Describe the scope of work in detail, including the project steps, key deliverables, and technologies used.

Thanks to IT-Jim, we managed to build a POC model, then a smart pre-production CV model. We later adapted this model to embedded constraints.

How many people from the vendor's team worked with you, and what were their positions?

We worked with 3 people from IT-Jim: - CEO - CTO - Developper

RESULTS & FEEDBACK

Can you share any measurable outcomes of the project or general feedback about the deliverables?

We managed to develop, in time, a CV model with the required standards (recall, precision).

Describe their project management style, including communication tools and timelines.

For our project IT-Jim used a Scrum methodology with 2-week sprints.

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

We found it reassuring to work with experts who, on a very specific project, gave us a correct view of the state-of-the-art in CV, what was feasible or not within our given constraints.

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

During the project course we improved communication and objective alignment, by joint efforts.

BACKGROUND

Introduce your business and what you do there.

I’m the CEO and founder of a digital healthcare startup. We specialize in developing innovative and groundbreaking solutions for the healthcare industry.

OPPORTUNITY / CHALLENGE

What challenge were you trying to address with It-Jim?

We’re working with them on several projects to decrease the cost of healthcare around the world while increasing accessibility to world-class diagnostics.  

SOLUTION

What was the scope of their involvement?

They’ve served as an extension of our business team. Their team had the right talent to excel in our research. Our goal was to be able to diagnose health conditions in patients noninvasively. They’ve aided us in accelerating the research process by looking into new ways of diagnosing COVID-19 in ways that can be accessible to everyone with a consumer technology device, such as a smartphone. 

They were researching computer vision and software development work. Together, we’ve come up with proprietary techniques that work well for our project. We’ve been focused most closely on face tracking, motion tracking, signal processing, signal cleaning, and examining the relation of biomedical signals and specific health conditions. 

What is the team composition?

We work directly with their CEO.

How did you come to work with It-Jim?

I initially found them on LinkedIn and began following their page. Soon after, I began engaging in conversation with their CEO. They proved themselves to be a good fit to collaborate with our research team pretty quickly. 

How much have you invested with them?

We’ve spent about $100,000 at this point. 

What is the status of this engagement?

We’ve been working together since February 2020. We’re anticipating the relationship to continue for a minimum of two years at this point.

RESULTS & FEEDBACK

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

They’ve given us the opportunity to accelerate and scale. We can now handle millions of users. One of our main ways of tracking our success is through accuracy metrics. We’ve been consistently getting accuracy rates of 98% or above. We’re beating out competitors in the industry.   

How did It-Jim perform from a project management standpoint?

They’ve been strong project managers in all areas. We communicate regularly on Slack and through calls.  

What did you find most impressive about them?

Their expertise and specialization within the computer vision field are fantastic. The team has exceptional capabilities in scientific research, and we’ve learned from them.  

Are there any areas they could improve?

I have no complaints. I wish I could hire more people like them. 

Do you have any advice for potential customers?

Clearly define your success metrics to ensure that everyone is working toward the same goals.

BACKGROUND

Introduce your business and what you do there.

I’m the CEO of a boutique agency. We recently moved to expand our augmented reality services by creating proprietary software. 

OPPORTUNITY / CHALLENGE

What challenge were you trying to address with IT-Jim?

We had architected a solution that was rooted in web-based augmented reality and we needed a development team to build it out and advise us on the project. 

SOLUTION

What was the scope of their involvement?

There was a heavy research phase. There were several ideas we wanted to try and they helped us determine which areas of our solution would be worth pursuing. They used a mix of coding languages including C++ and JavaScript to build us a cloud-based solution. 

We provided 3D models and some assets to demonstrate the computer vision algorithm since they were building a utility solution. 

What is the team composition?

My main point of contact was Ievgen (CEO & Founder). There were also several developers that I worked with. 

How did you come to work with IT-Jim?

I found them online. I chose them because of their prior experience in computer vision. 

How much have you invested with them?

We’ve invested around $30,000. 

What is the status of this engagement?

We began working with them in November 2019, and the engagement is ongoing.

RESULTS & FEEDBACK

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

We measured the success of the engagement by looking at the quality of the demo. We’re seeing success in terms of being able to make continuous improvements with each version we develop. 

How did IT-Jim perform from a project management standpoint?

Communication was fluid. We used Slack, email, and Zoom to communicate. We also worked in a cloud-based environment where we hosted our work so it was easy to share files. 

What did you find most impressive about them?

They’re experts in their field. We were able to take their advice and make gains based on that. They were also skilled in planning a research phase. 

Are there any areas they could improve? 

I don’t think there’s anything they could’ve done differently. I’m happy with what they delivered within our deadlines. 

BACKGROUND

Introduce your business and what you do there.

I’m the founder of a construction estimation SaaS platform. 

OPPORTUNITY / CHALLENGE

What challenge were you trying to address with It-Jim?

We deal with a lot of blueprints that involve symbols and numbers, and we wanted to find a way to automatically count those symbols from the PDF image files. We tried to find a solution in-house and try some image recognition platforms, but we weren’t able to get the accuracy and results we needed. 

SOLUTION

What was the scope of their involvement?

It-Jim worked on the symbol recognition engine that underlies our products. They’re highly structured to work with. They gathered requirements and defined them. They delivered the desired output from a typical engineering sprint with great communication throughout. I think the team is primarily made of academics based on their work output and detailed artifacts. We appreciate that; it allows us to assess where we are in terms of future delivery.

What is the team composition?

Ievgen (CEO) is our main point of contact. He handled the scoping exercise and now interfaces with me and my engineering team. 

How did you come to work with It-Jim?

I found them by googling around for agencies that specialized in image recognition software. Our engineering team is in the Czech Republic, so I was looking for folks in Central and Eastern Europe to align with their time zones. It-Jim had a good portfolio, and Ievgen has a very academic background — he’s a member of the faculty at the University of Kharkiv, I believe — as well as business acumen.

How much have you invested with them?

We’ve spent about $75,000.

What is the status of this engagement?

We started working together at the beginning of 2018. It took six months for the initial delivery of the engine. We’ve subsequently done smaller projects with It-Jim on a one-off basis.

RESULTS & FEEDBACK

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

One of the key goals we wanted to achieve was the engine’s accuracy: we wanted our customers to have confidence in the results we’re delivering. After a whole host of tests and tuning, we got to a very, very accurate engine. 

Working with It-Jim is very easy. There have been times where we pull in new deadlines or change the scope for certain reasons, and they are very accommodating. They make sure we achieve the right business outcomes without penalizing us financially.

How did It-Jim perform from a project management standpoint?

We use Slack and Skype to communicate, and we’ve given them access to our Jira. However, they do a self-managing on their side. Our communication was clear; we always understood when we were going to get something, and we got a heads up a few days in advance before something arrives. They've never missed a deadline.

What did you find most impressive about them?

I’ve worked with similar contractors and am used to them having a defined structure and attention of detail. But It-Jim takes that to the next level. Their technical ability defines them when it comes to symbol recognition and image manipulation. We tried other companies and industry SaaS platform, and nothing we tried before came close to the quality and accuracy we’ve achieved with It-Jim.

Are there any areas they could improve?

I don’t think so. Our original engagement was flawless, and so were our follow-up projects. 

Any advice for potential customers?

It-Jim is a detail-oriented group. Be very clear in your upfront requirements to accelerate delivery.

BACKGROUND

Introduce your business and what you do there.

We work with OEMs and Tier-1 manufacturers from Israel, Europe, and the rest of the world. We develop algorithms, software, and hardware, including machine vision systems. I’m the R&D manager of the company.

OPPORTUNITY / CHALLENGE

What challenge were you trying to address with It-Jim?

We’ve worked with them on the algorithms and software side of our business.

SOLUTION

What was the scope of their involvement?

I have 6–7 algorithm developers on my team, and I go to It-Jim when I need extra resources. They work on new algorithms and improve or optimize the ones made by our internal team.

My company is divided into two parts: AI and deep learning, and classical computer vision. I’ve also worked with It-Jim on both of these topics. They’re experts in AI and deep learning. They know the field well and have a lot of knowledge in it.

Thirdly, I go to them when we need a new idea or way of thinking about something. After each project, they send us full documentation of what they did, what they could improve and the timelines for those, and how we can go forward.

What is the team composition?

We work with their project manager, their CTO, and their algorithm team. I don’t know whether the algorithm people are also the software people or whether they have separate roles. They have C++, Python, and MATLAB developers.

How did you come to work with It-Jim?

It was either through Upwork or through the recommendation from one of my friends in Israel.

What is the status of this engagement?

We started working with It-Jim around December 2018, and it’s ongoing.

RESULTS & FEEDBACK

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

We make statements of work for all the projects we start, stating with our success criteria for them. It-Jim has always met the success criteria we wrote for them.

I’m managing seven teams, so I’m not always aware of the details. Every three months, I ask the people working with It-Jim how things are going, and they always tell me that everything is good. I don’t have a bad comment to give.

How did It-Jim perform from a project management standpoint?

They’ve visited us in Israel, and we have a very good vibe. They’re very good guys. We have good communication with the team members, as well as the CTO and the project manager.

They really stand by the timelines they give us, and they make the algorithm optimizations they promise. We use email, WhatsApp, Jira, Teams, Microsoft Project, and phone calls to communicate. Ievgen (CEO, It-Jim) is available 24/7 on WhatsApp or over the phone.

What did you find most impressive about them?

They communicate clearly and they respect deadlines. I’d worked with a few companies in Ukraine, Bulgaria, and Belgium before starting with It-Jim, and I’ve stayed with them for one and a half years because of the success of the work. I normally don’t take the time to give referrals when asked for them, but I’ve done it for It-Jim.

Are there any areas they could improve?

I don’t have something for them to improve. I want to believe that our companies will grow together. Israeli companies use software houses in Ukraine and Belgium, and my dream is that we’ll grow together with It-Jim and turn into a big company.

Do you have any advice for future clients of theirs?

With any provider, everything that needs to be done should be written down, in terms of success criteria, timeline, and price. That way, everyone on both sides will understand what needs to be done.

BACKGROUND

Introduce your business and what you do there.

I’m the CEO of Arbling, a software company that enables mass digitization for jewelry retail.

OPPORTUNITY / CHALLENGE

What challenge were you trying to address with It-Jim?

We needed to redevelop our generative AI and fine-tune the model.

SOLUTION

What was the scope of their involvement?

It-Jim has cleaned and prepared datasets for AI model fine-tuning. The team has trained the model and applied multiple layers on top. It-Jim has provided us with the code base, documentation, and an interface to showcase the demo.

What is the team composition?

We’ve worked with 2–5 teammates from It-Jim.

How did you come to work with It-Jim?

We found It-Jim through a referral. We chose them over other options because they had high ratings and an amazing portfolio. It was a perfect fit.

What is the status of this engagement?

We started working with It-Jim in November 2025, and our engagement is ongoing.

RESULTS & FEEDBACK

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

It-Jim provides constant updates through video calls with interactive demos and mock-ups to showcase the progress. We’ve seen 3–4x improvements in speed, cost, and accuracy. The model has 95% accuracy.

How did It-Jim perform from a project management standpoint?

It-Jim always delivers on time. The team provides time estimations and resource planning ahead of every milestone. We communicate through virtual meetings.

What did you find most impressive about them?

It-Jim has done more than we’ve asked without any time delay.

Are there any areas they could improve?

No, everything is good.

BACKGROUND

Introduce your business and what you do there.

I'm the COO of AgentPress, a business services company. We develop AI agents for SaaS companies that support the customer lifecycle.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire It-Jim to accomplish for your AI agent development projects?

We chose them for their custom AI engineering project and development expertise. We also selected them for their ability to source high-quality talent at an affordable rate.

SOLUTION

Can you describe the scope of work It-Jim handled for AgentPress? Please include the main deliverables if you can.

It-Jim helped us build a custom engine/model to create AI-generated songs. They delivered a working prototype of the AI model and documentation for the project. They also supported research and development in building the AI model.

What is the team composition?

We worked with 2–5 teammates from It-Jim.

How did you come to work with It-Jim?

We found them on Upwork. We chose them because they had high ratings, their pricing fit our budget, and they offered good value for the cost.

What is the status of this engagement?

We worked together from September 2024–December 2025.

RESULTS & FEEDBACK

What were the measurable outcomes of the project?

The AI song generation model was steadily improved over time. Although we didn't have quantitative metrics, the songs became more certain and sounded better over time. There was an issue where the lyrics didn't match up with the song at one point, and they resolved and improved that over time.

We were contracting It-Jim to support this project on behalf of another one of our clients. The client we were working with was very happy with their work, guidance, and support. They indicated their happiness with the ways the song generation model was improving over the course of the project.

How did It-Jim perform from a project management standpoint?

They had top-notch project management and generally delivered on time. We communicated via virtual meetings and email or messaging apps.

What did you find most impressive or unique about them?

They were able to source high-quality talent that could really understand the use case and direction the project and development needed to go to get to the desired outcome.

Are there any areas they could improve?

Generally speaking, they performed very well. I didn't have any major feedback or requests for improvement.

BACKGROUND

Please describe your company and position.

I am the CEO of Lun Energy

Describe what your company does in a single sentence.

We're decarbonising homes, faster.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire It-Jim to accomplish?

• Evaluate the possibility of 3D interior reconstruction for thermal energy exchange calculation. Reconstruction should be possible with an iPhone and automated as much as possible.

SOLUTION

How did you find It-Jim?

Upwork

Why did you select It-Jim over others?

• High ratings
• Pricing fit our budget
• Good value for cost

How many teammates from It-Jim were assigned to this project?

2-5 Employees

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

• deliver prototypes for various 3d captures apps.

RESULTS & FEEDBACK

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

A number of prototypes capable of reconstructing different pieces of a regular house.

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

They were great!

What was your primary form of communication with It-Jim?

• Virtual Meeting
• Email or Messaging App

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

They are incredibly good at translating business needs into prototypes and engineering deliverables.

Are there any areas for improvement or something It-Jim could have done differently?

No

BACKGROUND

Please describe your company and position.

I am the CEO of a software company 

Describe what your company does in a single sentence.

Automating repetitive visual tasks in the Consumer Packaged Goods space through Synthetic Computer Vision.

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire It-Jim to accomplish?

• 3D reconstruction of CPG products

SOLUTION

How did you find It-Jim?

Online Search

Why did you select It-Jim over others?

• Great culture fit
• Good value for cost
• Company values aligned

How many teammates from It-Jim were assigned to this project?

2-5 Employees

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

Building an iOS app for 3D reconstruction of CPG products. 

• build 3d models for boxes and promotional display. 
• scan complex products such as beer bottles.

RESULTS & FEEDBACK

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

Deliverable mobile app that is used by at least 10 of our customers. Daily scans of products, with less than 1 bug reports per week.

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

Always on time. Always responsive, even in the weekend.

What was your primary form of communication with It-Jim?

Virtual Meeting

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

Their iOS development was extremely quick. Great understanding with the PM and the developer, easy to communicate complex features.

Are there any areas for improvement or something It-Jim could have done differently?

Get Android developers.

BACKGROUND

Please describe your company and position.

I am the CEO of a chemicals & biotechnology company 

Describe what your company does in a single sentence.

Home test for hormones

OPPORTUNITY / CHALLENGE

What specific goals or objectives did you hire It-Jim to accomplish?

• Computer Vision to automate home testing with a mobile phone

SOLUTION

How did you find It-Jim?

Referral

Why did you select It-Jim over others?

Referred to me

How many teammates from It-Jim were assigned to this project?

23

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

Automate home testing for hormones through Computer Vision

RESULTS & FEEDBACK

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

R^2=0.957

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

Very responsive with best quality work

What was your primary form of communication with It-Jim?

• Virtual Meeting
• Email or Messaging App

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

The team's integrity and work were outstanding

Are there any areas for improvement or something It-Jim could have done differently?

N/A