Melody Hammer Human Resources Manager at Grede Holdings LLC

5.0★

Web Design Review from Melody Hammer

TechTIQ had to take our legacy app, move it to the cloud, improve it and redesign it. The speed of inspection interaction was reduced from 20 seconds to 4 seconds. The application is running fully on the cloud. They were flexible with reasonable changes in scope. Everything was delivered on time or within a reasonable delay due to scope changes.

Dustin D. Trammell Chief Executive Officer at Blockhenge

5.0★

Mobile App Development Review from Dustin D. Trammell

The scope of the project was to deliver an app that would integrate online and offline money transfer and payment capabilities to cater to our growing users. Their project management has been excellent, with strong communication and on time completion of the deliverables. TechTIQ was great.

Max Frolov Founder and CEO at DataRoot Labs

5.0★

Software Development Review from Max Frolov

I was particularly struck by the comprehensive consulting and advisory services rendered by Techtiq Solutions throughout the course of our project. Their consistent provision of fresh perspectives and input from both their business and engineering teams was instrumental in facilitating efficient identification of the best solutions, ultimately allowing us to meet our project deadlines.The seamless integration and cohesiveness of our teams were truly impressive, operating as a well-oiled machine. Moreover, the team's outstanding technical prowess was truly commendable, firmly establishing their reputation as true luminaries in their field.

Anonymous Director of Execution at Private Mortgage Company

5.0★

UI/UX Design Review from Anonymous

Cheesecake Labs designed a mobile app for a private mortgage company, integrating a custom rewards program and other features and building the wireframes from scratch. Internal stakeholders were satisfied with their work. They delivered everything successfully, staying within budget and going the extra mile. The team listened to feedback and excelled in communication. Overall they were collaborative and outstanding partners.

Anonymous Vice President of Product and Engineering at Blockchain Company

5.0★

Staff Augmentation Review from Anonymous

Cheesecake Labs provided staff augmentation for a blockchain company, sourcing engineers skilled in web3, APIs and PostgreSQL. They delivered high‑quality work on time, meeting the client's expectations. Their independent working style and creativity stood out. Enthusiastic, caring and strategic throughout the engagement, they ensured an effective workflow.

Anonymous Product Manager at Consumer Products Manufacturer

5.0★

Mobile App Development Review from Anonymous

Cheesecake Labs built an app for a consumer products manufacturer, focusing on UX and integrating with the client’s existing systems and databases for a seamless experience. The client now has a functional Android and iOS app with intuitive design. Cheesecake Labs meets timeline expectations and proactively communicates any issues. Their UI/UX expertise allows them to deliver results aligned with the client’s needs.

Rei Carvalho CTO at Secure Medical

5.0★

Web Development Review from Rei Carvalho

The professional relationship with Shinetech has been beyond our expectations. I would like to congratulate you on your levels of customer service, as your support team is always quick to respond, highly competent and extremely courteous. We have shared a wonderful experience working their highly competent and flexible team who has always been alongside during critical deliveries and implementations.

Tim Schneider General Manager at Formpak

5.0★

Mobile App Development Review from Tim Schneider

Team at Shinetech has been diligent in understanding our requirements, which are both many and complex. They are involved in the design of the application as well as its development and along the way have proposed some innovative solutions to difficult problems. They have been excellent at selecting the team members and managing the work that they do. Their communications and English language skills are excellent and they have consistently shown unwavering commitment to getting a great job done.

Taco Jansen CEO at Fourworkx

5.0★

Software Development Review from Taco Jansen

We have worked with Shinetech for almost two years, and we are constantly impressed by the team's speed and the quality of the work. Shinetech is extremely collaborative and communicative, and the deliverables are always on time and in line with our budget.

Jared Prellwitz CEO at Happy Kamper

5.0★

Mobile App Development Review from Jared Prellwitz

GroovyWeb was a great partner to assist us in building the Happy Kamper mobile app MVP. They provided us with a very detailed proposal at the start of the project, which I appreciated because I like to understand the details. The team was able to meet all my requirements in a timely matter and kept the project within my target budget and built an app that I'm very proud of. They were very good about keeping me in the loop on their progress and providing time and cost estimates as the scope of the project changed. This was not a small undertaking as the app is a fully functional 2 sided marketplace built to help parents find and book activities for their children. Functionality included self-service registration capabilities for parents and activity providers, the ability to search/sort/filter activities based on user preferences, activity enrollment, integration with a payment gateway, generation of QR code tickets and ticket scanning capabilities, notifications, the ability for providers to manage activities and monitor enrollments and built in wallet functionality. I highly recommend working with GroovyWeb if you're looking to build a mobile application!

Alex CEO at Chainex Tech Corporation

5.0★

Mobile App Development Review from Alex

Groovy Technoweb Pvt. Ltd. built a social payment mobile app for a financial software company. The solution allowed users to get the best currency rates to buy products that are supported by affiliate marketing. Groovy Technoweb Pvt. Ltd. delivered a functional app that aligned with the client's requirements. Demonstrating excellent project management and problem-solving skills, the team was always ready to assist. Their high-quality work and great customer support made future collaboration possible.

Amelie Bates Free at Free Lance

5.0★

Mobile App Development Review from Amelie Bates

Excellent company to work with. Groovy Web were very considerate of time and cost. Team is supportive and handles feedback professionally. I would definitely recommend them.

Nathaniel Ru Co-Founder at Sweetgreen

5.0★

Big Data Analytics Review from Nathaniel Ru

We partnered with Kanerika to support our Big Data Analytics initiatives and augment our internal data engineering team. As our data needs continued to grow, we needed experienced professionals who could quickly integrate with our team and help us improve data processing, reporting, and analytics capabilities. Our experience with Kanerika was very positive from start to finish. Their team was knowledgeable, responsive, and easy to work with. They took the time to understand our requirements, listened carefully to feedback, and adapted quickly whenever priorities changed. The engineers they provided integrated smoothly with our existing team and consistently delivered quality work. One thing that stood out was their responsiveness. Whenever we had questions, requests, or needed adjustments, their team reacted quickly and ensured issues were addressed without unnecessary delays. Communication remained clear throughout the engagement, which made collaboration straightforward and efficient. The project outcomes met our expectations, and the additional expertise helped us move faster on several data-related initiatives. Overall, Kanerika proved to be a reliable partner for both Big Data Analytics and Staff Augmentation, and we would be happy to work with them again in the future.

Steven Poelman Co-CEO at Multi Corporation

5.0★

Big Data Analytics Review from Steven Poelman

Kanerika made a team for us to discuss the details and develop Power BI project. 3 personal dashboards were also planned and designed. Firstly the architecture of the system was created and implemented. The dashboards for heads of departments were developed and tested by the reconciliation dashboard too. Finally we got the staff training for interactive analytics dashboards usage. Power BI system has highlighted the efficiency of our working process. After tracking the efficiency we rose the sales for 20%, offer more client oriented service, and have budget prediction. Professional team service for great cost. Kanerika showcased awesome automation of business analysis and regularly updated reports.

David Abelyan Founder at Cake Mortgage Corp

5.0★

Big Data Analytics Review from David Abelyan

The Kanerika team helped us create online meeting capabilities to meet with candidates online, view video profiles and message. All these online features are great for our application but what makes our solution unique is that all these are tied to the candidate profile, hiring position organizational needs and overall organizational profile. This creates a strong bond and trust between the organization and the candidate.We wanted a platform to build long term relationships between organizations and their immediate and future needs and candidates who may want to explore opportunities now or build a relationship for a future opportunity. Kanerika worked with our team to understand our changing requirements and delivered technical solutions incrementally using an agile approach. Organizations can store and update their profiles, job requirements and track each hiring process.Their philosophy of investing in clients and view of client success as their own was unique. Everyone uses the long term relationship as a tagline but Kanerika actually lived up to it.

Alex Silverstein Chief Technology Officer at Unified Digital Group, LLC

5.0★

Software Development Review from Alex Silverstein

Over the past 13 years, I’ve valued the opportunity to work alongside this team. Their expertise played a central role in my company’s success, and I’ve come to rely on them for their consistency, attention to detail, and thoughtful approach.

Philipe Araujo Business Analyst and Quality Engineer at Motive Retail

4.8★

Software Development Review from Philipe Araujo

We have had a highly positive experience utilizing EffectiveSoft's staff augmentation services for our Business Analyst and Quality Engineer needs. The professionals provided were not only highly skilled and knowledgeable but also integrated seamlessly with our existing team, requiring minimal ramp-up time. Their expertise in their respective fields significantly enhanced our project's efficiency and overall quality. We confidently recommend EffectiveSoft for any organization seeking top-tier talent to augment their teams and drive successful project outcomes.

Sasja Ihn Christensen Senior Director, Head of Digital Business Development at MAERSK BROKER

5.0★

Software Development Review from Sasja Ihn Christensen

Maersk Broker is pleased to provide this reference letter for EffectiveSoft, our trusted collaborator for complex web projects. From the initial stages of our projects, the team at EffectiveSoft demonstrated a deep understanding of our requirements and have been apro-active part of any problem-solving process. The team of offshore developers has been well-run through their lead developer, and we have only experienced a professional approach to our projects, as well as a pleasant and trust-based collaboration = between all members in the EffectiveSoft team and our own team. EffectiveSoft has furthermore proved to be highly flexible, adapting to our evolving needs and delivering reliable results under shifting circumstances and shifting priorities. They have furthermore been very quick to find and add the necessary resources to the team when needed, and we have only experienced professional and highly skilled consultants. This has also made on-boarding into projects faster and more efficient.In conclusion, it has been a pleasure working with EffectiveSoft, and I have no doubt that they will continue to be an asset to any collaborators in the future, adding value through their professionalism, dedication and understanding of business needs.

Shawn Hyman Jr. Manager of Information Technology at Delaware Valley Community Health

5.0★

Web Development Review from Shawn Hyman Jr.

Working with ScienceSoft was nothing but a learning experience while building our Intranet! I started my search for someone to help my organization to help us build an intranet site and came across ScienceSoft. Their reviews were nothing but positive and I've learned why first hand! Their very responsive and very knowledgeable for assisting with our Intranet implementation. We met twice a week, and everyone was punctual with meetings and deadlines. I recommend ScienceSoft for any needs and will work with the company again if needed in the future!

Justin Turner CTO at Chiron Health

5.0★

Mobile App Development Review from Justin Turner

Chiron Health’s core business is providing caregivers with a web-based telemedicine platform which allows them to connect with patients for routine follow-ups and similar use cases. We engaged ScienceSoft to build an Android app that complements our web-based platform for our patients. ScienceSoft developers proved themselves to be Android experts. They advised and successfully lead the way from end to end through the technical challenges and considerations with development of the Android app. ScienceSoft team was in daily contact with our developers and our method of communication was a huge factor in how successful this engagement was. I would also like to point out ScienceSoft’s solid approach to testing. The thorough testing they performed on our beta environment ensured that the app was launched without critical bugs. We have also engaged them to introduce a few enhancements to the app and would certainly consider ScienceSoft as a technology partner in further software development initiatives.

Patrick Pakan Founder and CEO at AKLOS Health

5.0★

Healthcare Review from Patrick Pakan

I’ve had six orthopedic surgeries since playing college football and tried every major digital exercise therapy platform on the market. None of them offer the comprehensive and personalized care they claim. Thanks to ScienceSoft’s practical healthcare IT expertise, we created a musculoskeletal therapy platform that can be fully customized and reflect the needs of each program member. I am excited to see AKLOS Health change the approach to physiotherapy and offer each member a truly bespoke experience that’s based in science.

Sergey Novik Co-Founder at El Pixel

5.0★

Staff Augmentation Review from Sergey Novik

Were developing an internal image processing tool for our design team and needed two machine learning engineers, since our core developers were busy with other client projects. We required extra hands familiar with Python and computer vision, so after a developers market review, we hired them from SumatoSoft.The SumatoSoft developers joined our team and were able to swiftly adapt to our workflows, which resulted in them delivering the working models well before our hard deadline.Communication was straightforward throughout the engagement. We had video calls and exchanged brief text updates on a weekly basis. The delivered code is clean, and pull requests are well-documented.I appreciate that they pushed back on a few of our initial architecture ideas. They challenged our original approach and proposed a better method for handling the model weights. We plan to bring them back for the next phase of development.

Domien Van Eynde Team Lead at Daiokan

5.0★

Web Development Review from Domien Van Eynde

SumatoSoft is the firm to work with if you want to keep up to high standards. The professional workflows they stick to result in exceptional quality. Important, they help you think with the business logic of your application and they don’t blindly follow what you are saying. Which is super important. Overall, great skills, good communication, and happy with the results so far.

Alexander McCaig Co-Founder & CEO at Tartle

5.0★

eCommerce Development Review from Alexander McCaig

The system has produced a significant competitive advantage in the industry thanks to SumatoSoft’s well-thought opinions. They shouldered the burden of constantly updating a project management tool with a high level of detail and were committed to producing the best possible solution.

Shubham Naliyapara Growth Partner at Tibicle LLP

5.0★

Blockchain Review from Shubham Naliyapara

We worked with Solicy to build our decentralized application from the ground up and it was a great decision. Their team took time to understand our goals and users, helping us shape the product beyond just development.They handled everything including clean and user-friendly design, secure and efficient smart contracts, seamless backend and frontend integration, and easy connection to popular crypto wallets. Security was a priority throughout the process.Communication was clear and consistent. Solicy kept us informed at every stage and offered practical solutions whenever challenges appeared. They adapted quickly and made sure the project stayed on track.Thanks to Solicy, our DApp launched successfully and runs smoothly. If you need a partner who truly understands Web3 and cares about quality, we highly recommend them.

Bruna Bison Franceschi BD at Pollum

5.0★

Mobile App Development Review from Bruna Bison Franceschi

Solicy developed a blockchain based KYC mobile app for us and the result was exactly what we needed. The app allows users to verify their identity in a few simple steps and all data stays secure thanks to the blockchain layer. The process is fast user friendly and fully compliant with regulations. Our partners and clients appreciate how easy it is to complete KYC now. Solicy was very responsive throughout the project and delivered everything on time. Great experience from start to finish.

Valentin Shtefan CEO at Artilab

5.0★

IT Services Review from Valentin Shtefan

We reached out to Solicy to help us integrate multiple third-party APIs into our platform, including payment processing, KYC verification, and real-time crypto pricing. They made the entire process smooth and stress-free.The team understood our business logic fast and mapped out a clean integration plan. They connected everything securely and tested each API to make sure the data was accurate and stable. We now have a dashboard that pulls in live data, handles user verifications, and tracks payments all in real time.Communication was clear, and their team stayed responsive throughout. Solicy also documented everything properly so our internal devs can manage updates later on.If you need a team that knows how to handle real API work and not just write boilerplate code, Solicy is a solid choice.

Robert de Burgh-Day CEO at Brightspace

5.0★

Software Development Review from Robert de Burgh-Day

KeenEthics has been our software development partner at Brightspace for our analytics dashboard platform, and the experience has been consistently excellent. As a hardware and AI company, we needed a team that could take complex real-time occupant and environmental data from our edge devices and turn it into dashboards that facility managers and building owners actually want to use. KeenEthics delivered exactly that. What stands out most is how they work. Communication is clear and proactive, sprints run on time, and when requirements shift, as they inevitably do in a fast-moving startup, the team adapts without drama. They ask the right questions early, push back constructively when something could be done better, and take genuine ownership of the product rather than just ticking off tickets. The quality of the work speaks for itself. The dashboards they have built are now a core part of our commercial offering across multiple markets, and they have held up well as we have scaled deployments. Costs have been fair and predictable, which matters enormously for an early-stage company. I would not hesitate to recommend KeenEthics to any company looking for a reliable, high-quality development partner, and we intend to keep working with them as Brightspace grows.

Mike Spear CEO at Altruous

5.0★

Software Development Review from Mike Spear

The KeenEthics team is great! Very talented and responsive. For startups and mid-sized companies that need outsourced design and development support, you really can't ask for better!

Khrystyna Sliana Digital marketing manager at Red Jumpers

5.0★

Web Development Review from Khrystyna Sliana

We collaborated with this company while supporting our client with a request focused on a TypeScript, Node.js, and Angular stack.After engaging them through our partner network, they quickly shared a strong candidate who turned out to be an excellent match for the clients needs. The developer demonstrated solid technical expertise and professionalism throughout the entire engagement, which was highly appreciated by both our team and the end client.At the beginning of the collaboration, there was a need to adjust the developers working schedule. Keenethics handled this situation very efficiently, resolving it within a few days and ensuring full 8-hour availability. Their responsiveness and problem-solving approach made a strong positive impression.We are very satisfied with both the quality of the specialist provided and the company's ability to react quickly and effectively to operational challenges.

Eoghan Bradshaw Full Stack Developer at Wing Studio

5.0★

Web Design Review from Eoghan Bradshaw

Thanks to Lomray Software, we received positive feedback for our new interactive website, and the users were thrilled by it. We were impressed by the vendor's quality control and standards. We also lauded the vendor's hands-on project management and effective communication.

UI/UX Design Review from Anonymous

I had the pleasure to work with Lomrey Software when we used their services to develop the corporate identity for our association. Their team of talented designers quickly responded to all our requests, demonstrated a creative approach, and did a marvelous job. We were very satisfied with their work.I can definitely recommend Lomrey Software as a great design firm.

Warren Hull Owner at Listing Plus LLC

4.8★

Node.js Review from Warren Hull

StuntListing is our flagship service and it sorely needed a rebuild. We tried three different programmers/agencies before Lomray came onboard. They worked with us to establish what code could be saved and what needed to be rewritten to move forward. We established a very consistent meeting schedule to go over completed and upcoming tasks. They were thorough and upfront with how the work was going. It's been a pleasure to work with them, and we hope to work with them more now and in the future.

Jonathan Smucker Founder, CEO at Sherlock AI

5.0★

AI Application Development Review from Jonathan Smucker

IronForge has made my vision for a financial research software a reality. They are pragmatic, diligent partners, who spend the time it takes to understand what I want to see and why. I could not have built such an incredibly powerful and elegant tool without them. I strongly recommend them to anyone looking for a technology partner.

Nathan Vanderlaan VP of Engineering at soona

5.0★

Mobile App Development Review from Nathan Vanderlaan

Iron Forge has been an outstanding partner in developing and maintaining the Trend (by soona) mobile app. Their team delivers above senior level engineering quality with the consistency and speed that makes them feel like a true extension of our own team. Their membership model has given us predictable costs while outperforming what I could do if I hired an in-house mobile team. From architecture to feature releases to ongoing maintenance, they are proactive, responsive, and always on time. Iron Forge is a trusted partner that I would recommend to any company looking for a world class mobile development team.

Andrew Guillemette President at Enceinte Health Inc.

5.0★

Healthcare Review from Andrew Guillemette

From day one, Iron Forge made the software development process clear for us at Enceinte Health. As a startup, its easy to get overwhelmed by unclear scopes, shifting priorities, ballooning budgets, and the risk of building too much too soon. Iron Forge removed that chaos by showing us exactly what we were building, how it would work, and what it would cost before a single line of code was written. That clarity gave our team the confidence to focus on growing the business while trusting the development process was fully under control.What stood out most was how much they educated and guided our team through every step. Their discovery phase didn't just gather requirements; it gave our stakeholders a full understanding of how the product would come together, why each piece mattered, and how to avoid common startup pitfalls. With UX mockups, detailed roadmaps, and clearly defined milestones, they kept everyone from our team to our investors aligned, informed, and free of surprises.Most importantly, Iron Forge acted like a true partner, not just a vendor. They helped us make smarter decisions, stay focused on priorities, and keep our budget and timeline predictable. Working with them felt like having a world-class product team embedded within our company, guiding us every step of the way.We highly recommend Iron Forge to any startup or growing company looking for a development partner that brings clarity, discipline, and deep expertise. They dont just build software they help you build it the right way.

Luz Angela Zidziunas Founder at AwareMe

5.0★

Mobile App Development Review from Luz Angela Zidziunas

From the beginning they were excellent at helping me bring my ideas to life, paying attention to all the details I wanted to incorporate in the app and also giving me their ideas and suggestions.

David Chabukashvili Founder at L-Card App

5.0★

Mobile App Development Review from David Chabukashvili

They delivered everything on time and it was of great quality. They go above and beyond to meet your requirements and deliver the product you are looking for.

LARRY SEIBEL Founder at CAR-UP APP

5.0★

Mobile App Development Review from LARRY SEIBEL

They are very knowledgeable in the sense that they have built so many of these types of applications that they always deliver on time. Exceptional service!

Anish Ohri Director of Quality Engineering at Trepp, LLc

5.0★

Mobile App Development Review from Anish Ohri

Binmile had been a valuable and trusted partner in providing Software Quality Engineering services, Provided consultants are very well technically trained and available to deliver on aggressive timelines. Management team is Always available to help in anyways they can if required.

Gautam Chowdhary Vice President Delivery at JK Tech

5.0★

Software Development Review from Gautam Chowdhary

Customer Centricity and right level of empathy to understand the problem area. Solution expertise in their chosen area of service offering to deliver first time right. Commercially viable backed with flexible operating model gives right level of options to pick and choose

Mohit Bhansali Chief Technological Officer (CTO) at Sinarmas

5.0★

Mobile App Development Review from Mohit Bhansali

For us, working with Binmile has been a wonderful experience. Their team provided additional DevOps assistance while also assisting with full stack application development, which helped us increase the performance of our applications. At first, we sought Binmile for assistance with user accessibility testing. We eventually extended the contract to include end-to-end application testing services as our confidence in the team and management developed.

Mikko Latva-Koivisto Marketing Manager at Choicely

5.0★

Web Development Review from Mikko Latva-Koivisto

Very efficient, flexible and pleasant team to work with. We've been very happy with how Krishang has developed our website continuously.

Camille Gatti Digital Marketing at Dexory

5.0★

Web Development Review from Camille Gatti

I have been working with Krishang Technolab on a landing page creation in HubSpot. They have a very quick turnaround and have fixed issues very quickly. I would work with them again without hesitation.

Lori Feld Oakley Executive VP at MasterControl

5.0★

Software Development Review from Lori Feld Oakley

Our Services organization is scaling quickly and we urgently needed a custom software application to automate our workflows, without breaking our annual budget. CodeStringers was the perfect fit, supporting us from ideation through go-live and everything in between. They innovated, hit their deadlines and released an amazingly high quality application that decreases our internal costs and improves our reputation with our customers. It would not have happened without CodeStringers.

Christian Schraga CEO at Tabula Learning

4.8★

Enterprise Review from Christian Schraga

CodeStringers is the perfect outsourcer to call If you have a solid software business idea but don’t know exactly how to bring it to life. They have both a top-notch development team as well as an executive staff with expertise in marketing, finance, and general business acumen. So they can not only build a product for you but they can make sure that the product you want to build is likely to succeed in the marketplace.

Alexandra Pomazan CMO at Mind Studios

5.0★

Software Development Review from Alexandra Pomazan

We collaborated with Uinno during the development of a portfolio risk management platform for a fintech product aimed at small and mid-sized businesses. While our team at Mind Studios led the overall implementation, we brought in Uinno as a specialized AI partner to handle the AI component and conduct a UX/UI audit. What stood out the most was their ability to translate complex AI models into practical, user-friendly features. Their commitment to explainability was key in earning the clients trust and driving adoption. They also played a valuable role in the pitching phase their AI expertise was truly impressive.

Sergii Kulikovskyi General Manager, Fan Engagement at Genius Sports

4.8★

Web Development Review from Sergii Kulikovskyi

Thanks to Uinno team, who has developed for us internal ERP tool, that 100% met our needs thanks to their detailed approach. These guys've spent countless hrs with me finding out every minor detail, to make sure they tailor the project to meet very difficult requirements, which though has driven price expectation to the higher end. However will be glad to work with Uinno team again on upcoming projects and use them as a service provider

Mohamed Farrag Enab Marketing Manager at Blue Ray Properties L.L.C

5.0★

CRM Consulting Review from Mohamed Farrag Enab

Protovo's CRM module customization yielded significant measurable outcomes, enhancing overall efficiency with a notable X% reduction in task completion time. User adoption saw a commendable X% increase, and the customization contributed to a substantial X% decrease in data errors. The impact on sales was evident, with a noteworthy X% boost in leads and conversions directly attributed to the tailored module. User satisfaction remained high, as reflected in positive feedback and a satisfaction rate of X%. Additionally, the project resulted in tangible cost savings of X% through improved operational efficiency. The system's adaptability was showcased by seamlessly incorporating X number of changes and updates. Collectively, these measurable achievements underscore Protovo's effectiveness in delivering a customized CRM solution that significantly enhances business processes and outcomes.

Neeraj Mishra Founder at TCP Creations

5.0★

UI/UX Design Review from Neeraj Mishra

The dashboard Perimattic delivered is minimal, well-structured, and very user-friendly. Small touches like the layout, flow, and clarity of controls make a big difference. Great work by Gaurav and his team.