Finding the right developer means knowing what to look for before the first conversation. Here, you'll find vetted software developers in New York with portfolios, reviews, and rates to compare, so you can move forward with confidence.
Pragmica is a boutique design and software studio based between Los Angeles and New York City. We blend brand strategy, product design, and engineering to help ambitious companies launch and scale digital products. Our team of designers, strategists, and developers creates identities, web and mobile apps...
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Miracuves is a global technology partner for founders and enterprises who want to move fast without compromising on quality. Since 2010, weve published 3,900+ mobile applications and deployed for 6,000+ clients worldwide across web, mobile, SaaS, and enterprise platforms...
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WordPress Review from Daniel Land
Miracuves Solutions was great throughout the process. They communicated very well and made changes promptly. After sending them some hint, they were able to develop a wonderful design and made changes to our requests with no questions asked.We are in the process of implementing it with our webmaster but Miracuves Solutions has expressed that they would help us anytime if we needed help. Our webmaster said we have everything and is looking good but it was nice to know that Miracuves's team continues to help even after the project. It shows the character and values this company has.
Software Development Review from Aariane Gorin
Their timeliness and their solid project management process are hallmarks of their work. Above all, Miracuves Solutions is committed, flexible, and creative, which allows them to establish a collaborative and fruitful partnership. We were impressed that Miracuves Solutions was very committed to our project and that they know what they're doing. Above all, their flexibility and fresh views are outstanding.
Software Development Review from Vytenis Norusis
We approached Miracuves Solutions to design our new pitch deck around the content we provided to them. Key deliverables were:New end-to-end design of pitch deckFix new graphics, fonts, colors, etc. They showed extreme patience as we continuously returned with lots of feedback, which they responded to really well. They kept iterating until we felt we had nailed the overall feel.
Scalability Inc. is a New Yorkbased design and technology agency specializing in digital platforms, web and software development, and AI-driven systems. We partner with biotech, healthcare, and innovation-led companies to build scalable, high-performing digital products...
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Branding Review from Dmitrii Legetskii
Scalability delivered exactly what we needed - clean branding, a sharp site, and zero wasted time.They understood our industry fast, built a site that makes us look like the premium operation we are, and handled every detail like pros. Solid team. Great experience.
Digital Marketing Review from Thomas Wilson
Scalability has been instrumental in scaling our digital presence and operations.They helped us launch a new site, built custom tools for physicians, and ran campaigns that dramatically increased traffic and signups. Their team moves fast, thinks strategically, and always delivers.
Construction Review from Sam Forline
Scalability exceeded all expectations by transfotming our IT automation, processes, and internal connections between staff. From start to finish, their team demonstrated exceptional expertise and attention to detail, ensuring that every aspect of the project was tailored to our specific needs. The quality of their work was nothing short of outstanding, streamlined, reliable, and built to last.The most remarkable achievement was the creation of a fully customized in-house CRM and work management system that finally delivers everything weve been looking for. This system not only functions seamlessly but has also significantly improved efficiency and collaboration across our entire organization. Scalability transformed our operations into a cohesive, automated, and user-friendly workflow that supports our growth and sets us up for long-term success.I wholeheartedly recommend Scalability for any organization seeking top-tier IT solutions and unparalleled service. Their ability to combine technical brilliance with an intuitive understanding of business needs is truly unmatched.
Woof Software is a blockchain engineering firm specializing in decentralized finance (DeFi), Web3 infrastructure, and Ethereum Virtual Machine (EVM)-based protocol development. The company partners with blockchain ecosystems, protocols, and fintech organizations to design and build secure, scalable, and...
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ELEK+RIK: Web App Development, Mobile App Development for iOS & Android, AI Integration & Development Experts for Long-Term US Projects since 2010...
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Web Development Review from Philip Wilson
ELEK+RIK team provided a streamlined process that was both simple and enjoyable. They kept to the budget and communicated well throughout the project. ELEK+RIK comes highly recommended and we would work with ELEK+RIK again if given the opportunity.
Mobile App Development Review from George McKerrow
ELEK+RIK has worked on improving our React Native mobile app. We had the skeleton of an app, but they were able to do an end-to-end re-design of each of the main pages. Since then, they`ve successfully implemented around ~20 different features on our mobile app. We share a spec and design, they provide an estimate and occasionally some design options, then when completed create a PR on GitHub. Their code is well-organized, easy to follow, and rarely do we have to go back-and-forth about bugs. They are also excellent communicators - carefully following threads on Slack, effectively communicating design and engineering tradeoffs, and even producing a 10m Loom video walking through a diagram. Their communication is top-notch. They are super easy to work with even though we are on very different time zones. And, I am impressed at the speed and execution of their development.
Web Development Review from John Riley
ELEK+RIK was tasked with creating a website for our company from scratch. They were professional, communicative, and dedicated to delivering an exceptional website that perfectly captured the essence of our company while exceeding our expectations. They are a talented, reliable, and customer-focused web design and development company that I would highly recommend to anyone.
Atomsix Studio is a Global Design & Development Studio that solves complex problems for 500 Fortune companies and upcoming rising startups...
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Branding Review from Dustin Rea
The team at ATOM6 have been absolutely phenomenal partners on multiple client-facing and internal projects. We have done branding, UI / UX, design systems, wireframing, and product design. Gus and his team are experts in the field of design and are able to collaborate with product organizations to bring vision to life. ATOM6 does not cut corners on quality and has an excellent process for getting from idea to final product. I'm looking forward to a long-term partnership with the team.
Web Development Review from Adrian Sarstedt
ATOM6 has helped Sphere rapidly create a professionally recognizable brand and product. Their team has assisted on all elements of design, including marketing assets, company branding and product UX + UI. They are extremely motivated to help their customers deliver high quality solutions on schedule. I can not recommend them enough.
Web Development Review from Kenny Turano
It's been such a pleasure working with the team at ATOM6. They have become like an extended part of our Matterhorn team. The relationship began with a project we needed to complete in a tight timeframe. Gus chose to work with us and proposed a plan to get it done efficiently. We communicate regularly and everyone at ATOM6 has been committed to producing beautiful work. We've since engaged on 2 other projects.
IT managed services, offshore team in Poland , Romania , and LATAM , highly-technological clients with ultra high satisfaction...
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Web Development Review from Anita Krol
We entrusted DevsData with developing a new website for our company. I was impressed by how quickly their team completed the project. They gave the site a new, modern style with appealing layouts and they connected marketing tools for measuring user behavior, which led to a noticeable boost in our company's revenue. What I'm most delighted with is that we received regular updates on every stage of the process. DevsData did a marvelous job and helped us get our business off the ground quickly.
IT Outsourcing Review from Matt Lenicki
Webcrafters recommends DevsData Tech Talent for its exceptional services. Seeking a firm experienced in technical recruitment, the client discovered DevsData and worked with it after evaluating its offerings. The agency provided Webcrafters with three PHP developers who showcased technical expertise, effective communication, and valuable business insights. (Verified via email)
IT Staffing Review from Adam Zaczek
I contacted DevsData to recruit two Node developers for our startup (CodeAlly). We started from creating detailed job descriptions for the desired role, together with DevsData, and agreed on the compensation ranges. Then every week, we had an update call with a couple of new developers that were recommended our way. They did an outstanding job. I signed 2 developers. Everything went smoothly as I had hoped. I will definitely work with them again for my future tech recruiting needs.
TIMIT provides you experts in AI, AI-driven Data Analytics, Custom Software Development, IT Startegy, and has top-notch, lower-cost IT Talent. Our customers tell us we're fun to work with, and that's because your success is personal to us. We deliver what we promise. Every time...
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Windows Review from Matt Dattilo
I've known and worked with Tim Montgomery for almost 25 years, and with TIMIT Solutions since inception. TIMIT always provides knowledgeable, dedicated professionals, creative solutions, and solid execution to every project. I would highly recommend them.
Mobile App Development Review from Rebecca Smith
Timit Solutions is a great company for not only enhancing IT Services but bringing with that, years of knowledge and experience. Tim has a keen sense of what needs to be changed to make a difference in how you do business and reach people. Insight, suggestions and communication helped us to better define objectives that will make our business stronger.
Mobile App Development Review from Amanda Blanton
TIMIT Solutions worked with [...] us on a mobile app for a craft beverage trail initiative a few years ago. A few businesses were involved in the project, and TIMIT made it easy to collaborate with all of them throughout the process. The Chamber even won an award for the mobile app. (Verified via email)
Tan θ Software Studio is a Custom Blockchain Development Company. We are a team of 30+ young engineers to build MVPs for startups and Enterprise Solutions...
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Blocktunix distinguishes itself as a leading blockchain development company, recognized for its excellence in the field. Our team of highly skilled and adept blockchain developers ensures the consistent delivery of robust and dependable blockchain solutions...
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ammy ammy's Review Sourced from Google
I had an outstanding experience as a client of Blocktunix. Their expertise in developing on the Stellar blockchain was evident from the start, with clear and transparent communication throughout the project. The team's technical skills delivered robust and secure solutions, making the integration process smooth. Their commitment to customer satisfaction and exceptional support set them apart in the blockchain development space. I highly recommend blocktunix to anyone seeking top-quality blockchain solutions.
rajeev dh's Review Sourced from Google
I had the pleasure of working with Blocktunix, and I must say they are a phenomenal blockchain development company. Their expertise in the field is truly commendable. From the outset, their team demonstrated a deep understanding of blockchain technology and its potential for revolutionizing businesses.Blocktunix exceeded all my expectations by delivering a custom blockchain solution tailored precisely to our unique business requirements. Their approach to problem-solving was meticulous, and they took the time to understand our specific needs, resulting in a seamless and efficient solution.
Inisoft is a US-based data lifecycle and artificial intelligence lab with operations in Argentina that partners with our enterprise clients seeking to disrupt, innovate, and ignite change that can refine industries through data innovation...
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Red Collar digital agency was founded in 2011, now the team consists of 100+ experts. Our two main service lines are web design and end-to-end development. We were announced the best agency in the world in 2017 and 2019 by CSS Design Awards and have twice won the Webby, the 'Oscar' of the Internet...
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Web Design Review from Ksenia Ivanova
We worked with a designer from Red Collar for two months. They have quickly delved into our processes, got a sense of the tool set and integrated into the team. They were independent in carrying out the assigned tasks and bringing them up for discussion, gradually going through iterations and perfecting their designs. It was a pleasure to work together. Next time we are in need of design help, I'll be happy to employ Red Collar's services.
Web Development Review from Jessica Travieso
We are writing to show our appreciation for your work on the very unique New York Conference 2018 website. You have approached the brief in a professional manner and shown good understanding and planning. Whilst implementing our own specifications, you’ve contributed innovative and creative ideas. All issues have been solved in a timely and easy manner. It has been a pleasure for us to collaborate and work together.
Web Development Review from Diana Leviev
Red Collar and its professional work proved that they are one of the toughest teams that develop content in the sector. They have demonstrated rich experience in the creation of products of the highest quality and the ability to competently interact with a client. Altogether, it helped Red Collar design a site that does not only stay at the forefront of the modern design and technologies, but also sets the high bar for the competitors.
Peiko.Solution is a white-label product, developed by Peiko: is an award-winning blockchain development company specializing in turnkey white-label cryptocurrency exchange solutions. Launch your own branded centralized crypto exchange (CEX) in as little as 3 weeks fully customizable, secure, and scalable...
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Serhii Blyzniuk's Review Sourced from Google
Peiko helped us design and build a custom Layer-2 scaling solution for our ecosystem, which noticeably reduced network congestion and lowered gas fees. They handled everything end-to-end, from the initial discovery phase through to deployment.What stood out most was how well they translated complex blockchain concepts into practical solutions that actually fit our business needs. The team took real ownership of the project and delivered a solid, production-ready infrastructure on time.Overall, they’re a dependable partner for advanced blockchain development and complex infrastructure work. We’re also considering adding an AI module to the product, and they seem like a good fit for that as well.
Valeriia S.'s Review Sourced from Google
Working with Peiko was a game-changer for our project. They developed a stablecoin platform for us from scratch, taking over everything from technical documentation to the final UI. Their business analysts are incredible-they truly understood our vision and turned it into a high-quality MVP that helped us secure VC funding.The project was delivered exactly on time, and I really appreciated the direct communication with the development team. It’s rare to find a partner that balances technical expertise with such a great culture fit. If you're looking for a reliable team for Fintech or Blockchain, Peiko is the way to go!
Cath's Review Sourced from Google
Peiko is a serious partner for any founder building in the AI or FinTech space. They didn't just take our requirements and start coding, they actually dug into the business logic to make sure our MVP was lean and scalable. Their discovery process was intense, but it saved us from dozens of expensive mistakes and gave us a technical roadmap that’s been huge for our investor pitches. If you want a team that takes real ownership of the product and keeps the project organized and transparent, these are the guys. Highly recommended.
SapientPro builds SaaS, Web3, and AI-driven software, having developed 200+ projects across fintech, eCommerce, and healthcare since 2017. Its team covers everything from smart contracts to ERP development. Best fit for startups and scaleups needing a tech partner for complex product builds...
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Software Development Review from Slava Berkovich
SapientPro consistently delivers high-quality work that aligns with project requirements. The team demonstrates strong expertise in Angular, TypeScript, and JavaScript. Their project management and communication practices are highly effective, with weekly client meetings held to provide updates on progress and ensure alignment.
Software Development Review from Jeremy Ott
This team was extremely responsive from the start. They pulled together a comprehensive quote for my MVP and have delivered on all of the requirements. The daily updates from the product/project manager are extremely helpful and it’s clear that the team cares about the quality of work they deliver. The engineers working on the product are always willing to make recommendations and go above and beyond to make the experience and underlying infrastructure that much better.
eCommerce Development Review from Luc Vlekken
We've had the pleasure of working closely with this development team on several projects, and the experience has been consistently excellent. Not only are they highly skilled developers, but they also think along with us both from a technical and a product/customer perspective. Their proactive attitude, reliability, and ability to translate complex requirements into elegant solutions make them a true partner rather than just a supplier. Highly recommended.
Sigma Software specializes in developing software and is a globally distributed team of more than 2000 skilled IT professionals, spanning 12 countries including the USA, Sweden, UK, Canada, Israel, Singapore, UAE, Australia, Austria, Ukraine, and more. With a track record of over 20 successful years, we take...
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Software Development Review from Nikita Vershinin
We've partnered with Sigma Software for almost three years, and they proved to be a strong partner with whom we'll keep working. Their adaptability and willingness to get things done are unique, settingthem apart from other providers. Moreover, they demonstrate a strong sense of ownership.
Software Development Review from Michael Meyer
We were so positively surpised and happy about Sigmas services - as usual I might add. It is a pleasure working with their software engineers. After we provided a briefing, the effort estimation came right away. Shortly after the project started we could see first tangible results. The code quality was excellent and comprehensive. Minor feedback was implemented right away. What can I say more: 10 out of 10 points!
Mobile App Development Review from Esther Howard
The client is incredibly happy with Sigma's services and work. It has referred 3 other clients who also say how much they really love the team and process to get set up with the agency. Sigma is a fantastic company with excellent experienced professionals. Its experts care about quality and customer satisfaction, and they operate like the internal team's extension. (Verified via email)
Bitsclan offers AI/ML, chatbots, AI agents automation, blockchain and custom software development services. Partner with top-rated developers and grow faster...
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Awais Tufail's Review Sourced from Google
A Good place to place your IT Requirements and they will surely finish it by completing it and reaching to its end.
talha abdalli's Review Sourced from Google
Excellent company. People are great there. I have known them since their early days and honestly I've to say these guys did a great job in making their mark in the software industry.
Azeem Yousaf's Review Sourced from Google
It was amazing. Their service is fast, Quality is best, product is relaible and it all cost a few Dollars.
A results-driven mobile app development company focused on creating innovative, scalable, and user-centric digital solutions. It offers end-to-end services, from concept and design to development and ongoing support, helping businesses turn ideas into high-performing mobile applications...
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Boomdevs is a strategic digital product partner for startups, scaleups, and enterprises. Since 2014, one senior team has taken products from strategy through design, engineering, and post-launch growth — custom software, web & mobile apps, UI/UX, and AI built in rather than bolted on. Our work runs at real...
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Geeks Invention helps businesses accelerate growth with expert software development, offshore teams, and AI-driven digital solutions tailored for modern enterprises...
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Akxens Inc. is a premier enterprise software engineering firm redefining the standards of digital transformation by bridging the critical gap between boutique agility and institutional scale. We specialize in architecting high-performance digital infrastructure from custom ERP and CRM ecosystems to scalable...
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At RichestSoft, we don't just build apps; we create seamless digital experiences that automate businesses. As a leading Mobile App and Web Development Company, we partner with visionary companies to bring their ideas to life, blending their vision with our cutting-edge technical expertise to spark future...
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Web Development Review from Lathan Ashton
RichestSoft was tasked with taking our existing templates, upgrading them to the latest version of our CMS, and deploying them to a staging environment. They also updated the designs for all subsections of the site. The site is fairly generic, consisting of static pages with links from the homepage to product descriptions, case studies, and more. Our team can easily log into the CMS and update case studies without needing a web developer, which has been a huge advantage. Our primary concern was the seamless conversion of our old templates, and RichestSoft handled this flawlessly. They even suggested ideas like making the site multilingual, though we only needed an English version, so it wasn’t necessary in our case.
Web Development Review from Robbie Hart
The website now has a more modern and appealing feel, and we've noticed an increase in the number of visitors since working with RichestSoft. They effectively leverage their technologies, and their communication and timeliness have been satisfactory throughout the project. Our business is centered around land development and industrial projects, supported by a team of IT professionals that manage the technology driving our operations. Our mission is to provide quality and satisfaction by utilizing our knowledge, experience, and ambition to meet and exceed our clients' expectations.
Web Development Review from James Shehan
RichestSoft consistently delivered on a complex and demanding project, handling all tasks with efficiency. Whenever any bugs or issues surfaced on the site, they promptly resolved them. While there have been occasional communication challenges, none of these have affected the high-quality and cost-effective service they provide.
FFP is an award-winning software and app development firm specializing in turning groundbreaking ideas into powerful digital solutions. Based in NY, we help startups and established businesses bring their innovative ideas to life with cutting-edge custom solutions. Whether its mobile app development...
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Kevin Cofield's Review Sourced from Google
As a small technology company, Finally Free Productions (FFP) has truly transformed my vision of establishing a sustainable technology business into a tangible reality. While I have collaborated with various app developers, the expertise and reliability of the FFP team have set them apart. Their customer service is exceptional; they have provided invaluable assistance across all facets of my business. For anyone seeking professional development in mobile and web applications, as well as website design, I wholeheartedly recommend reaching out to the team at Finally Free Productions.
TheResinLoft's Review Sourced from Google
They have been an amazing team. They are super easy to work with! I recently started working with them for my small business, and honestly, it's been a nothing but a great experience. Can’t thank the team enough for making my vision come to life!
Mike Oxlong's Review Sourced from Google
Working with Finally Free Productions has been great. They were very communicative with me from the beginning and made sure I understood exactly what was happening.
SalesElement provides powerful proposal and quoting software designed to help businesses streamline their sales processes and close deals faster. By eliminating repetitive tasks and simplifying proposal creation, the platform enables sales teams to focus on what matters most building relationships and winning...
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AXAT Technologies, is a fast Growing Web Development, Mobile App Development and Digital Marketing firm, Located at Mumbai, India and Singapore. Website Development, Web App Development, E-Commerce Development, Custom Application Development, Cloud Application Development, SAAS Application Development...
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Vikram Edits's Review Sourced from Google
I had a fantastic experience with AXAT Technologies Pvt Ltd. Their team provided exceptional service, demonstrating professionalism, expertise and Efficiency.The support was also outstanding, ensuring a smooth and hassle-free experience.Highly recommended!!!!
Akshay Bedse's Review Sourced from Google
Working as a Business Development Executive (BDE) at AXAT Technologies Pvt Ltd has been an incredible experience. The role offers a perfect blend of client engagement, market research, and strategic growth. I’ve had the opportunity to work with a talented team, learning and applying my skills in negotiation, communication, and IT industry knowledge.The company fosters a collaborative and innovative environment, where professional growth is encouraged. Although the role comes with challenges like meeting targets and managing client expectations, the support from both colleagues and management makes it highly rewarding.Overall, it's a fantastic place to work for anyone looking to grow their career in the IT sector!
ABHIYANK AMRUTE's Review Sourced from Google
AXAT Technologies Pvt Ltd has been a game changer for our IT needs. Their team is responsive, efficient, and really knows their stuff. They’ve made a huge difference in improving our systems and security. Highly recommend their services!
MLM Software.co Netsoft provides powerful, user-friendly MLM software solutions that streamline operations, enhance transparency, and drive business growth with automation, scalability, and smart tools designed for modern network marketing success...
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Confusing technical vocabulary with delivery capability.
An agency can speak the right language in a sales call without having shipped a product at your complexity level.
Buyers get sold on the pitch, skip the portfolio audit, and discover the gap two or three months into a paid engagement when sprint velocity collapses, or early architectural decisions start creating problems that are expensive to reverse.
The way to catch it before signing is to directly ask the agency to walk you through a project that went wrong.
An agency with real delivery experience will talk about the specific decision that caused the problem and what they did differently afterward.
An agency without it will describe the outcome without touching the process.
The proposal is the agency's best effort under zero pressure. If problems appear here, the engagement will have larger ones.
Watch out for some of these warning signs:
An engagement contract should define scope, pricing, revision triggers, milestone timelines, and exit conditions clearly enough that neither party needs to interpret anything.
The clauses most likely to work against you and worth negotiating before signing include:
When two agencies carry comparable credentials, similar pricing, and equivalent portfolios, the deciding factor is almost always how each one behaves during the evaluation process itself.
Test these side by side:
| Differentiator | What a strong answer looks like |
| Account ownership | Named engineer with stated seniority and relevant experience |
| Industry depth | Multiple clients in your sector |
| Risk identification | Specific risks called out about your project |
| Communication cadence | Defined check-in schedule, not "we'll be in touch" |
| Response time | Stated commitment, typically 24 to 48 hours |
| Fee transparency | Written, itemized answer given without hesitation |
| Reference quality | Reference offered without prompting, from a comparable project |
Agencies quote more accurately, onboard faster, and make fewer assumptions when the buyer comes in prepared. Have the following ready before the first conversation:
The last item is underrated, as it allows the agency to understand what you have already attempted and thus spend less of your billable time on approaches you have already rejected.
Rated 4.8 on Google and 4.7 on Trustpilot, DesignRush Agency Directory is a reliable resource for finding software development companies in New York. We owe this to our executive selection team, which follows a strict screening process when featuring agencies on the platform, assessing key performance indicators, like portfolio, client reviews, and industry reputation.
Learn more about DesignRush Agency Ranking Methodology.
DesignRush sustains a directory of over 40,000 agencies categorized by service category, location, expertise, and reviews. We build our database in two ways:
Agencies can also reach out to DesignRush and must go through the verification process prior to being listed.
The decision comes down to what you are building and how long you need to build it.
An in-house hire makes sense when software is a core, ongoing function of the business and will likely require continuous iteration and deeper institutional knowledge. An external hire, on the other hand, makes sense when the timeline is fixed or the technical requirements exceed what a single hire could cover.
If the answer to all these questions is “yes,” then likely a specialized agency is a better fit than an in-house hire:
Software development companies in New York typically charge $100 or more per hour, though rates as low as $40 per hour exist depending on the agency's size and specialization. North American agencies more broadly average $70 to $200+ per hour, with New York firms at the higher end of that range, given local market costs.
Here are some factors that drive price variation:
The quoted number and the final invoice rarely match. Notably, research shows that around 70% of software projects exceed their initial budget, with an average overrun of 27%. The gap usually compounds from several smaller add-ons that were not defined at the start.
The most common “hidden costs” include:
The simplest protection from such overruns is to ask for a written breakdown of every category of work that triggers an additional charge before signing anything.
Not by default, and for most buyers, the assumption works against them.
Larger software development companies in New York bring staffing depth, structured processes, and institutional accountability. For enterprise-level builds with complex compliance requirements, multi-region infrastructure, or large concurrent engineering teams, that scale is genuinely necessary.
For most projects, the dynamic tends to invert: your account gets assigned to mid-level engineers, senior oversight is limited, and the relationship becomes transactional once the contract is signed. The senior developer who impressed you in the sales call may not be the one writing your code.
The more useful question is who will lead your project day-to-day. Ask for the name, seniority level, and relevant experience of the lead engineer and project manager assigned to your account before signing.
Here are some situations that justify switching firms mid-project:
If you decide to switch, you will need: full codebase access and documentation, all environment credentials and infrastructure configurations, a list of open bugs and known issues, and any third-party API keys or service accounts tied to the project. Do not assume these will be handed over without being asked for explicitly; make them a condition of the offboarding.
The best window to switch is between major milestones, after a working build has been delivered and before the next phase begins. Switching mid-sprint, or worse, mid-launch, multiplies handoff risk significantly.
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