Strong on both Core Competencies and 360-Performance. These firms have proven track records, deep specialisation, and solid client outcomes. Default recommendation for most buyers.
Top Machine Learning Companies
Goodfirms has reviewed 5,883 Machine Learning Companies as of September 2026 across 109 countries. The top-ranked firm is ELEKS (5.0 stars, 13 verified reviews, $25 - $49/hr, founded 1991, Tallinn). Across the category, the median hourly rate is $37, median client rating is 4.9, and 35% of firms employ 50+ members. Explore the vetted Machine Learning Companies below, compare their strengths, and connect with the provider best suited to your requirements.
Looking for the best machine learning companies? Your search ends here. We've analyzed and ranked machine learning development companies based on quality, reliability, and research scores to help you find the right partner for your AI project. Whether you need a service provider for a startup or enterprise, our curated list covers the most trusted machine learning software development firms globally. Explore Goodfirms' ranking of leading machine learning solutions providers, compare companies by client reviews, project portfolios, and technical expertise, then shortlist the engineers best suited to your goals.
Goodfirms has verified 5,883 Machine Learning Companies - part of 10,233+ Artificial Intelligence Companies reviewed across 109 countries, each passing Goodfirms' 4-step verification process (background check, client interviews, portfolio audit, ongoing quality review). Listings marked "Sponsored" are agencies that pay for premium placement - sponsorship does not affect star ratings or review content.
Top 10 at Glance
Compare the highest-ranked firms first side by side.
Here are the Top Machine Learning Companies & Developers
DMI is purpose-built to reinvent business for a connected world. Customer-centric and agile in all that we do, we drive modern transformation through a unique, integrated approach to innovation, UX, web, and app development, omni-channel commerce, analytics and machine learning, IoT, and secure device and app management.
DMI is purpose-built to reinvent business for a connected world. Customer-centric and agile in all ... read DMI reviews & insights
$150 - $199/hr1,000 - 9,9992002Bethesda, United StatesHostmud is a well-established product development organization set up by highly qualified entrepreneurs of the era. If you are looking for some qualitative & creative work, then this is going to be the right place for you. The company is engaged in a wide range of Product Engineering, all sort of Application Development, e-Commerce, B2B ... read Hostmud reviews & insights
Hostmud is a well-established product development organization set up by highly qualified entrepreneurs of the ... read Hostmud reviews & insights
$50 - $99/hr10 - 49Delhi, IndiaArcanys is specialized in developing high quality software with a strong focus on innovation.Run by a team of successful entrepreneurs, Arcanys works with established companies as well as startups who want to get their new products or want to launch new ventures on the market as soon as possible. We build teams around startup ideas ... read Arcanys reviews & insights
Arcanys is specialized in developing high quality software with a strong focus on innovation.Run by ... read Arcanys reviews & insights
NA50 - 2492010Cebu City, PhilippinesSysamic emerged from years of Lean management expertise within the business world and close collaboration with IT companies. Our foundation lies in the meticulous alignment of time, budget, and solutions with existing and anticipated growth. With a commitment to streamlining operations and maximizing efficiency, Sysamic has become a trusted partner in helping businesses navigate the ... read Sysamic reviews & insights
Sysamic emerged from years of Lean management expertise within the business world and close collaboration ... read Sysamic reviews & insights
$50 - $99/hr10 - 492016Tokyo, JapanPositioned on the cutting edge of technology, we are a dynamic team of digital visionaries. Our expertise spans software development, artificial intelligence, and digital product design, all focused on propelling businesses into the digital forefront. With meticulous precision and a forward-thinking approach, we craft tailored solutions that transform concepts into quantifiable success stories. Rooted in ... read 4Geeks reviews & insights
Positioned on the cutting edge of technology, we are a dynamic team of digital visionaries. ... read 4Geeks reviews & insights
$25 - $49/hr10 - 492013San Jose, Costa RicaPronix Inc. is a global provider of Information Technology/Software Services & Solutions Company. Pronix was founded in the year 2010 Headquartered in New Jersey, USA with Offices across the USA, UAE India & Europe. For over 9 years we have been supporting a diverse portfolio of customers across many Industries including Manufacturing, Banking, Financial, Insurance, ... read Pronix Inc reviews & insights
Pronix Inc. is a global provider of Information Technology/Software Services & Solutions Company. Pronix was ... read Pronix Inc reviews & insights
NA50 - 2492010Jersey City, United StatesBearingPoint consultants understand that the world of business changes constantly and that the resulting complexities demand adaptive solutions.Among colleagues and clients, we celebrate collaboration. We seek to empower our teams to achieve personal and professional growth. And we’ve defined a framework with people-centricity at the very core to make sure that each member of the ... read Bearingpoint reviews & insights
BearingPoint consultants understand that the world of business changes constantly and that the resulting complexities ... read Bearingpoint reviews & insights
$100 - $149/hr1,000 - 9,9991997Amsterdam, NetherlandsFor Hubrum, “ Redefining the fututre” is more than a slogan - it reflects our approach to every engagement. Hubrum delivers digital transformation and technology services from ideation to execution, enabling Global clients to outperform the competition. “Born digital,” Hubrum takes an agile, collaborative approach to creating customized solutions across the digital value chain.
For Hubrum, “ Redefining the fututre” is more than a slogan - it reflects our ... read HuBrum Technologies reviews & insights
$25 - $49/hr10 - 492017Santa Clara, United StatesPsiBorg is a team willing to shape technologies of tomorrow through innovation and product engineering capabilities. PsiBorg focuses on designing and developing a comprehensive range of smart products and industry solutions with deep customer insights and end user inputs. Our solutions help clients accelerate innovation, reduce cost, and optimize asset utilization.
PsiBorg is a team willing to shape technologies of tomorrow through innovation and product engineering ... read PsiBorg Technologies Private Limited reviews & insights
$25 - $49/hr2 - 92018Noida, IndiaWHO WE ARE Founded on September 1st, 2014, NCC is a network of connected, young and passionate software engineers. We all love programming and are addicted to new technologies.We use our passion for development to deliver the best software applications. With the combination of technology, know-how and great communication, we are able to create complete ... read NCCPLUS VIETNAM reviews & insights
WHO WE ARE Founded on September 1st, 2014, NCC is a network of connected, young ... read NCCPLUS VIETNAM reviews & insights
< $25/hr250 - 9992014Hanoi, VietnamGlobalLogic is a trusted software development company that is delivering complex solutions worldwide since 2000. It provides all-around services from consulting and prototyping to software maintenance and enhancement. backed by a strong track-record of Innovation, Credilble Investment in Digital Solution and assertion of Commitment to client's Success.
GlobalLogic is a trusted software development company that is delivering complex solutions worldwide since 2000. ... read GlobalLogic reviews & insights
NA10000+2000San Jose, United StatesAs an experienced technology partner, GFT Technologies SE (GFT) is committed to driving the digital transformation of the financial services industry. Drawing on our extensive knowledge of the sector, we advise the world’s leading financial institutions and develop bespoke IT solutions – from banking applications and trading systems to the implementation and support of complete ... read GFT Group reviews & insights
As an experienced technology partner, GFT Technologies SE (GFT) is committed to driving the digital ... read GFT Group reviews & insights
$100 - $149/hr1,000 - 9,9991987Stuttgart, GermanyTidyquant is an ambitious technology start up that provides scalable data solutions equipped with machine learning capabilities. We use best in class cloud-based services like AWS, Azure, Hadoop etc. for loading, transforming and processing any amount of unstructured data into meaningful business insights for our clients. Putting to use, some cutting-edge technologies and scripting languages ... read Tidyquant Ltd. reviews & insights
Tidyquant is an ambitious technology start up that provides scalable data solutions equipped with machine ... read Tidyquant Ltd. reviews & insights
$25 - $49/hr10 - 492017Noida, IndiaWe are a team of product designers & developers with a diverse skillset and vast experience across several industries. We are flexible in our approach and diverse in our skill-set. Each project is different, and we treat it as such.
We are a team of product designers & developers with a diverse skillset and vast ... read Cygnis reviews & insights
$25 - $49/hr50 - 2492010Pleasanton, United StatesMarlabs is your trusted AI consulting and transformation partner with 30 years of experience solving modern challenges with a proven track record of delivering complex technology solutions to Fortune 500 clients across financial services, life sciences and healthcare, manufacturing, telecom, media, technology, and other industries. Headquartered in New York with 11 office locations globally and ... read Marlabs Inc. reviews & insights
Marlabs is your trusted AI consulting and transformation partner with 30 years of experience solving ... read Marlabs Inc. reviews & insights
NA1,000 - 9,9991996NYC, United StatesLightpoint Global is a bespoke software development company (est. 2011) with offices in the USA, Poland, and Estonia. Our primary domain expertise comprises: Digital publishing Martech Fintech Healthcare Over 130 international companies trusted us with their projects. Some of the world’s best-known brands that are using our solutions: The New York Times, Santander, Adidas, Lufthansa, ... read Lightpoint Global reviews & insights
Lightpoint Global is a bespoke software development company (est. 2011) with offices in the USA, ... read Lightpoint Global reviews & insights
$25 - $49/hr50 - 2492011Warsaw, PolandVUNO’s machine learning technology analyzes patient imaging data and compares it to a lexicon of processed medical data, allowing doctors to quickly assess a patient’s condition and make better decisions.
VUNO’s machine learning technology analyzes patient imaging data and compares it to a lexicon of ... read Vuno reviews & insights
< $25/hr2 - 92014Seoul, South KoreaDataEngi is an IT company that is aimed to power our client's business by solving the toughest challenges using cutting-edge technology and deep sector analysis. We believe that the proven cutting-edge technology defines what your business is, how big impact on the world you make and how significant you change your industry. - Your idea ... read DataEngi reviews & insights
DataEngi is an IT company that is aimed to power our client's business by solving ... read DataEngi reviews & insights
$25 - $49/hr10 - 492017Vilnius, LithuaniaLeading brands rely on the Verint Cloud to engage with customers and power more than 3 billion customer interactions per year. The result? Amazing customer experiences. Drive deeper loyalty, enhance business performance and set your organization head and shoulders above the competition. The future of customer engagement is here today.
Leading brands rely on the Verint Cloud to engage with customers and power more than ... read Verint reviews & insights
NA1,000 - 9,9991994NYC, United StatesIn 1939, Bill Hewlett and Dave Packard, college friends turned business partners, started the original Silicon Valley startup in the space of a rented Palo Alto garage. Starting with audio oscillators, the friends built the foundation for a company that would grow to become a global leader in enterprise technology.
In 1939, Bill Hewlett and Dave Packard, college friends turned business partners, started the original ... read Hewlett Packard Enterprise (HPE) reviews & insights
NA10000+1939Milan, ItalyThe Dayhuff Group guides organizations in collecting, managing and evangelizing their data. Our deep expertise in multiple industries including: insurance, financial, QSR, manufacturing, distribution and many others allows us to deliver solutions in a timely and cost effective manner.
The Dayhuff Group guides organizations in collecting, managing and evangelizing their data. Our deep expertise ... read Dayhuff group reviews & insights
$25 - $49/hr50 - 2491997Worthington, United StatesGray Matrix specializes in delivering cutting edge digital transformation and technology services which empower global businesses to outperform competition, improve productivity and optimize costs. Our synchronized approach to creating customized technology solutions for taking your business to the next level, is what makes us the preferred application development and IT solutions partner of organizations across ... read Gray Matrix Solutions Pvt Ltd reviews & insights
Gray Matrix specializes in delivering cutting edge digital transformation and technology services which empower global ... read Gray Matrix Solutions Pvt Ltd reviews & insights
NA50 - 249Mumbai, IndiaFounded in 1993, R Systems is a global technology and analytics services company. We have transformed our clients' businesses worldwide, by helping them speed up time-to-market of their applications/ products, overcome digital barriers and create business value with our specialized offerings & business approach.
Founded in 1993, R Systems is a global technology and analytics services company. We have ... read Rsystems reviews & insights
< $25/hr1,000 - 9,9991993El dorado Hills, United StatesGramener advises clients in Data Driven Leadership – specifically in Data Analytics, Design and Data Visualisation.Gramener’s services help business users get insights through analysis of data, leveraging ML,AI and automated analysis, and through visual intelligence via modern charts and narratives
Gramener advises clients in Data Driven Leadership – specifically in Data Analytics, Design and Data ... read Gramener reviews & insights
< $25/hr250 - 9992010Newport Beach, United StatesLaunched in 2005, Indware has set the benchmark as a mid-sized technology company that aims to redefine the IT landscape in the world. We received global recognition within 5 years of our humble beginnings and by 2011 more than 40 percent of our client portfolio consisted of organisations from the US, Canada, Europe and the ... read Indware Technologies Pvt. Ltd. reviews & insights
Launched in 2005, Indware has set the benchmark as a mid-sized technology company that aims ... read Indware Technologies Pvt. Ltd. reviews & insights
$25 - $49/hr10 - 492005Kolkata, IndiaGurucul is transforming enterprise security with user behavior based machine learning and predictive analytics. Using identity to monitor for threats, Gurucul provides Actionable Risk Intelligence™ to protect against targeted and under-the-radar attacks. Gurucul is able to proactively detect, prevent, and deter advanced insider threats, fraud and external threats to system accounts and devices using self-learning, ... read Gurucul reviews & insights
Gurucul is transforming enterprise security with user behavior based machine learning and predictive analytics. Using ... read Gurucul reviews & insights
< $25/hr50 - 2492010El Segundo, United StatesTop Data Science is a data science company focusing on AI-powered Computer Vision, Machine Learning and Analytics technologies and development services for corporate customers and technology companies.
Top Data Science is a data science company focusing on AI-powered Computer Vision, Machine Learning ... read Top data science reviews & insights
< $25/hr10 - 492016Helsinki, FinlandHuawei is a leading global provider of information and communications technology (ICT) infrastructure and smart devices. With integrated solutions across four key domains – telecom networks, IT, smart devices, and cloud services – we are committed to bringing digital to every person, home and organization for a fully connected, intelligent world.
Huawei is a leading global provider of information and communications technology (ICT) infrastructure and smart ... read Huawei reviews & insights
< $25/hr10000+1987Shenzhen, ChinaALTEN offers a stimulating environment that allows employees to get involved into various projects; boosting their ability to make decisions and enabling them to create a large network.
ALTEN offers a stimulating environment that allows employees to get involved into various projects; boosting ... read Alten reviews & insights
< $25/hr250 - 9992001Brussels, BelgiumFounded in 2009, BBI is a global information technology consultancy firm serving enterprise businesses in a diverse range of industries with various digital transformation solutions. From digital strategies to applications services to big data management and advanced analytics, we’ve worked with our clients to survive today’s business disruptions by providing them data driven digital transformation ... read BBI Consultancy reviews & insights
Founded in 2009, BBI is a global information technology consultancy firm serving enterprise businesses in ... read BBI Consultancy reviews & insights
NA50 - 2492009Dubai, UAESupported by outstanding talent, Intelegencia blends technical and functional expertise with comprehensive cross vertical and cross-domain knowledge to help achieve business objectives in a highly competitive environment.
Supported by outstanding talent, Intelegencia blends technical and functional expertise with comprehensive cross vertical and ... read Intelegencia reviews & insights
< $25/hr250 - 9992009Pasig, PhilippinesEstablished in 1992, Integrant is a custom software development company headquartered in San Diego, California, with development centers in Jordan and Egypt. We have been in the software development space long enough to know what it takes to collaborate with U.S. companies, understand their business goals, provide consultation and build reliable, quality software that helps ... read Integrant reviews & insights
Established in 1992, Integrant is a custom software development company headquartered in San Diego, California, ... read Integrant reviews & insights
$50 - $99/hr50 - 2491992San Diego, United StatesDVT is a software development and testing company that focuses on digital transformation technology solutions for clients globally. Its services include custom software development for mobile, web and traditional platforms, software quality assurance, automated regression testing, UX/UI design, cloud application services, DevOps consulting and data & analytics solutions as well as Agile training and consulting. ... read DVT reviews & insights
DVT is a software development and testing company that focuses on digital transformation technology solutions ... read DVT reviews & insights
$50 - $99/hr250 - 9991999Johannesburg, South AfricaUsing AI Tools
ChatGPT
Headquartered in New Jersey, Rang Technologies has dedicated over a decade delivering innovative solutions and best talent to help businesses get the most out of the latest technologies in their digital transformation journey. Rang Technologies has grown to become a global leader in Analytics, Data Science, Artificial Intelligence, Machine Learning, Salesforce CRM, Cloud, DevOps, Internet ... read Rang Technologies Inc reviews & insights
Headquartered in New Jersey, Rang Technologies has dedicated over a decade delivering innovative solutions and ... read Rang Technologies Inc reviews & insights
$100 - $149/hr250 - 9992005Jersey City, United StatesWhy Rang Technologies Inc?
- Trusted Global IT Partner
- Skilled Talent, Fast Delivery
- Quality-Driven Technology Solutions
Logicode Inc is a unique competent, professional and creative website development company providing full featured web solution.We have a team of professionals and Expert Web Designers, Web Developers and SEO that gives you appropriate web services based on latest design technology.Our and strict quality standards & extremely non-compromising strategies to help you deliver results that ... read Logicode Inc reviews & insights
Logicode Inc is a unique competent, professional and creative website development company providing full featured ... read Logicode Inc reviews & insights
$50 - $99/hr10 - 492011Ahmedabad, IndiaFounded in 2001, Soda Digital is a full-service software and design firm in Sydney and Brisbane.As a Microsoft Gold Certified developer with 20 years’ in custom software and business process improvement, backed by modern delivery methods, we’re the perfect partner to digitise and optimise your business operations.We work with you to build scalable custom apps ... read Soda digital reviews & insights
Founded in 2001, Soda Digital is a full-service software and design firm in Sydney and ... read Soda digital reviews & insights
< $25/hr2 - 92001Sydney, AustraliaIf you're looking to build an offshore/nearshore software development team, hire Sofomo. For over 8 years, innovative companies in Silicon Valley, London, and across the world have chosen Sofomo as their extended development team.
If you're looking to build an offshore/nearshore software development team, hire Sofomo. For over 8 ... read Sofomo reviews & insights
< $25/hr10 - 492010Wroclaw, PolandWe at Clover IT Services helps our customers to do their business better by leveraging our industry-wide facts, technology proficiency, wide-ranging and comprehensive portfolio of services and vertically aligned business model. Our enthusiastic technologies ‘Centers of Excellence’ enable us to harness and strap up the latest technology for delivering business potential to our clients. We ... read Clover IT Services Pvt. Ltd. reviews & insights
We at Clover IT Services helps our customers to do their business better by leveraging ... read Clover IT Services Pvt. Ltd. reviews & insights
$50 - $99/hr50 - 2492011Jaipur, IndiaSoftware AG (Frankfurt MDAX: SOW) offers Freedom as a Service. We reimagine integration, spark business transformation and enable fast innovation on the Internet of Things so you can pioneer differentiating business models. We give you the freedom to connect and integrate any technology—from app to edge. We help you free data from silos so it’s ... read Software AG reviews & insights
Software AG (Frankfurt MDAX: SOW) offers Freedom as a Service. We reimagine integration, spark business ... read Software AG reviews & insights
$150 - $199/hr1,000 - 9,999Frankfurt, GermanyCONET is the competent IT Systems and Consulting Provider for SAP, Infrastructure, Communications, Software and Consulting with the focus on Cyber Security, Cloud, Mobility and Big Data. Satisfied customers are our main motivation. For them our employees develop reliable and technologically consistent solutions. Today, according to the latest surveys by leading German IT publication Computerwoche, ... read CONET Technologies reviews & insights
CONET is the competent IT Systems and Consulting Provider for SAP, Infrastructure, Communications, Software and ... read CONET Technologies reviews & insights
$100 - $149/hr250 - 9991987Frankfurt, Germanyinovex is an IT project house with a focus on digital transformation. Over 250 consultants and IT engineers support companies in digitising their core competencies and implementing new value-added models. inovex's portfolio includes web and mobile development, business intelligence, big data and search, data centre automation and cloud infrastructures. inovex has offices in Karlsruhe, Pforzheim, ... read inovex GmbH reviews & insights
inovex is an IT project house with a focus on digital transformation. Over 250 consultants ... read inovex GmbH reviews & insights
$100 - $149/hr250 - 9991999Hamburg, GermanyIntegration International, Inc. (i3) is an end to end Information technology solutions and professional services company having a services footprint across North America, Europe and Asia-Pacific. i3 has been consistently helping clients to transform business and IT operations with innovative ideas, best practices, and diverse technology expertise. i3's global delivery capabilities, technology alliances and proven ... read Integration International Inc. reviews & insights
Integration International, Inc. (i3) is an end to end Information technology solutions and professional services ... read Integration International Inc. reviews & insights
$25 - $49/hr10 - 492000Jersey City, United StatesAn international team of expert hands-on information technology problem solvers that helps companies leverage today’s most cutting edge digital technologies to create value and grow. We are innovation enablers. Founded in Madrid, Spain, more than 20 years ago as a developer of custom software solutions for some of the leading financial institutions in Europe, today, ... read Sngular reviews & insights
An international team of expert hands-on information technology problem solvers that helps companies leverage today’s ... read Sngular reviews & insights
$100 - $149/hr250 - 9992004Madrid, SpainWapice Ltd. is a Finnish software company mastering the art of software development, electronic design and industry best practices. Founded in 1999, Wapice is a Finnish full-service software company whose solutions are used by domain leading industrial companies around the world. We offer close technology partnership and digital services to our customers.
Wapice Ltd. is a Finnish software company mastering the art of software development, electronic design ... read Wapice Ltd reviews & insights
< $25/hr250 - 9991999Helsinki, FinlandConceived in 2013, Ora Infotech, an Ahmedabad based IT company, unlike every other typical IT hubs having a team of serious-looking tech experts, is in fact, more of a fun, young and ambitious agency. We are a group of tech explorers who not only love to design, develop and deliver stuff but enjoy more in ... read Ora Infotech reviews & insights
Conceived in 2013, Ora Infotech, an Ahmedabad based IT company, unlike every other typical IT ... read Ora Infotech reviews & insights
$25 - $49/hr10 - 492016Panama City, United StatesSYNNOVE Systems is a rapidly growing System Integration company specialised in ERP consulting and IT services. Our unmatched competency in SAP, ORACLE+NETSUITE, Microsoft, Anaplan, Tableau and Open-ERP made us a reliable ERP & IT solutions partner in the Asia-Pacific region. SYNNOVE’s core competence is in SAP and we provide implementation and support services for SAP ... read SYNNOVE Systems reviews & insights
SYNNOVE Systems is a rapidly growing System Integration company specialised in ERP consulting and IT ... read SYNNOVE Systems reviews & insights
$100 - $149/hr50 - 2492012Thiruvananthapuram, IndiaAt Fenix Alliance we work to help our clients unleash the full potential of their business through reliable, intelligent and secure IT solutions that take advantage of cloud computing and unleash the power of collaboration in the company. We work across industries to help develop solutions that promote a much more personal computing, which help ... read Fenix Alliance Group reviews & insights
At Fenix Alliance we work to help our clients unleash the full potential of their ... read Fenix Alliance Group reviews & insights
$25 - $49/hr10 - 492009Tunja, ColombiaNexient is America’s largest 100% US-based Agile software services firm. As featured in The New York Times, Nexient’s teams of developers, designers and strategists use a product-minded approach to accelerate clients’ revenue, loyalty and growth. A Gartner Cool Vendor and HFS Hot Vendor, Nexient is the only US tech firm among IAOP’s Top 100 Outsourcers ... read Nexient reviews & insights
Nexient is America’s largest 100% US-based Agile software services firm. As featured in The New ... read Nexient reviews & insights
$100 - $149/hr250 - 9992009Ann Arbor, United States
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The Magical Quadrant
Hover any bubble for the firm's exact scores. Filter the view using the controls on the right.
The four quadrants explained
Each card shows the count of firms in that quadrant and the top 5 by composite score.
Strong execution but broader service mix. High-quality generalists - good fit if your project crosses multiple disciplines in one engagement.
Deeply specialised but with moderate market presence. Often the right pick when specialisation matters more than scale - boutique shops with deep technical chops.
Top 5 by composite score
1KlearStack96 / 502JAK Software Pvt. Ltd.100 / 443Leobit95 / 484SIVOXI®100 / 405Sumsub100 / 37Newer entrants and smaller boutiques. Higher risk but often the best price-performance - particularly for early-stage startups or non-mission-critical projects.
The 8 highest-scoring firms in the Industry Leaders quadrant. Each has both Core Competencies and 360-Performance ≥ 50. Click any card for the full profile.
How firms are placed on the matrix
Every position on this chart is the output of the Goodfirms ranking algorithm - a weighted composite of signals across two axes. The algorithm is recomputed regularly and is fully documented.
Sponsorship does not affect placement. PRO members receive visible badges and ad placements, but their algorithmic scores are calculated identically to free listings.
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