Top Machine Learning Companies in Atlanta, GA (48)
PagerDuty, Inc. (NYSE:PD) is a global leader in digital operations management, enabling customers to achieve operational efficiency at scale with the PagerDuty Operations Cloud. The PagerDuty Operations Cloud combines AIOps, Automation, Customer Service Operations and Incident Management with a powerful generative AI assistant to create a flexible, resilient and scalable platform to increase innovation velocity, grow revenue, reduce cost, and...
PagerDuty's Top Stability & Growth Strengths
Profitability: GAAP profitability and improved operating performance are evident, with margins and income strengthening across recent periods. This trend indicates the business is becoming more earnings-efficient even as top-line expansion slows.
Healthy Cash Flow: Consistently strong free cash flow in the latest year and quarter underscores solid cash generation. This provides financial resilience and flexibility while growth initiatives are pursued.
Future-Ready Strategy: Investments in AI-driven operations, autonomous SRE agents, and incident-response automation position the company to capture emerging demand. These offerings create opportunities to deepen adoption with existing customers and attract new ones.
Cox Enterprises is a family-owned enterprise spanning 125+ years of innovation. Through our diverse network of businesses, our people are shaping the future with bold thinking, cutting-edge technology and an unwavering commitment to doing what’s right. Across a range of industries — including automotive, agriculture, cleantech, journalism and more — we’re building a better future for this generation and the next....
Cox Enterprises's Top Stability & Growth Strengths
Diversified Revenue Streams: The portfolio spans automotive services, broadband, agriculture, media, cleantech, and venture investments, with new areas like Cox Outdoors added in 2025. Cumulative cleantech commitments above $3 billion and a second $300 million Socium Ventures fund further broaden where value can be created.
Innovation-Driven Growth: Technology-focused moves such as Cox Automotive’s acquisition of Fullpath add AI-enabled capabilities to dealer services. Investment activity in advanced recycling and greenhouse agriculture reflects ongoing bets on new technologies.
Market Expansion: Operating businesses are extending reach, from Cox Communications’ plans to serve more than 100,000 additional homes and businesses to Cox Farms’ 700+ greenhouse acres producing over 450 million pounds annually. The creation of Cox Outdoors introduces the company to additional consumer markets.
At Capital One, we think and work like a tech company, using our digital fluency to transform everything about the customer experience. We’re bending data to our will, and turning a stodgy industry on its head. That’s reflected in our ranking as the number one business technology innovator in the U.S. in the 2016 InformationWeek Elite 100.
Capital One's Top Stability & Growth Strengths
Strong Revenue Growth: Recent results indicate revenue increased year over year and sequentially, with quarterly revenue reaching roughly the mid‑teens in billions and full-year 2025 revenue rising markedly versus 2024. Earnings also improved in recent quarters alongside higher lending activity.
Market Expansion: The Discover acquisition expanded scale and added a proprietary payment network, with payment‑network volume increasing sharply as Capital One debit customers moved onto the Discover rails. Lending and purchase volumes also grew across cards, consumer banking, and auto, indicating broader reach.
Strong Market Position & Advantage: Capital One holds a leading position in U.S. credit cards and consumer banking, becoming the largest U.S. credit card issuer by balances after integrating Discover. This scale, combined with strong transaction activity, supports a durable competitive footprint.
Optum, part of the UnitedHealth Group family of businesses, is a global organization that delivers care, aided by technology to help millions of people live healthier lives. The work you do with our team will directly improve health outcomes by connecting people with the care, pharmacy benefits, data and resources they need to feel their best. Here, you will find...
Optum's Top Stability & Growth Strengths
Profitability: Operating earnings and margins improved notably in 2026, with Q3 operating earnings up sharply year over year and the operating margin rising to 5.6%. Feedback suggests earnings resilience is being supported by operational changes and a shifting business mix.
Strong Revenue Growth: Reported annual revenue expanded from $226.6B in 2023 to $270.6B in 2025, including roughly 12% growth in 2024 and 7% in 2025. This establishes a robust multi‑year revenue trajectory even as recent growth rates have moderated.
Cost & Operational Efficiency: Cost controls and operational improvements are described as lifting earnings despite lower revenue in 2026. Optum Health’s operating earnings rose from $41M to $735M year over year while serving fewer value‑based patients, indicating stronger execution.
Welcome to HatchWorks - Your AI and Data transformation partner. We help you unlock AI’s value through the power of your data. It is easy to do AI. It is hard to do well. We act as your guide enabling you to maintain control of your strategy and ownership of your IP while helping you avoid pitfalls along the journey.
HatchWorks AI's Top Stability & Growth Strengths
Strong Revenue Growth: Feedback suggests revenue expanded rapidly, including a reported 46% growth in the year before March 2024 and earlier growth from $1.9M in 2017 to over $10M by 2020. Signals like increased headcount and expanded geographic footprint further align with ongoing top-line momentum.
Market Expansion: Feedback suggests the company expanded across the U.S. and Latin America, opening offices in Bogotá, Medellín, Chicago, and operating in multiple countries and continents. Joining major AI partner networks indicates continued penetration into broader markets and ecosystems.
Strategic Partnerships: Feedback suggests entry into the OpenAI and Claude Partner Networks, alongside Google Cloud and Databricks relationships, strengthening ecosystem reach. These alliances appear to support enterprise delivery and go-to-market scalability.
Snowflake powers the end-to-end data lifecycle – from ingesting and processing data to analyzing and modeling it, to building and sharing data and AI applications – helping engineers, analysts, and leaders innovate faster and achieve more with their data. We're on a mission to empower every enterprise to achieve its full potential through data and AI.
Snowflake's Top Stability & Growth Strengths
Strong Revenue Growth: Feedback suggests revenue is expanding at strong double-digit rates, with product revenue accelerating in recent quarters. Quarterly and annual figures indicate sustained momentum across core revenue lines.
Strong Market Position & Advantage: Feedback suggests the company is widely recognized as a leader in cloud data platforms, with favorable analyst assessments and broad enterprise adoption. Market-tracking sources indicate a leading footprint relative to key competitors.
Customer Loyalty & Retention: Feedback suggests net revenue retention remains high, indicating existing customers are increasing their spending over time. Growth in large enterprise accounts further supports durable relationships.
Every community deserves to be safe. Our mission is to build technology that protects privacy and reduces crime while earning trust from customers and society. Flock partners with cities, businesses, schools, and neighborhoods to protect where people live, work, and play. Our systems provide real-time awareness and collaboration across agencies and communities, creating safer places where residents and employees feel secure....
Flock's Top Stability & Growth Strengths
Strong Market Position & Advantage: Flock is widely regarded as a category leader in U.S. ALPR with one of the largest footprints across thousands of communities and agencies. High‑visibility contracts and renewals in major jurisdictions reinforce momentum against established incumbents.
Strong Revenue Growth: The company reported surpassing roughly $300M in annual recurring revenue and continued broad adoption across thousands of communities. Public disclosures and reporting describe ongoing expansion through 2025–2026.
Investor Backing & Capital Strength: A sizable 2025 raise at a multi‑billion‑dollar valuation signals substantial investor conviction and access to capital. Participation from top‑tier firms underpins scaling and product expansion.
Shiji is a multi-national technology company that provides software solutions and services for enterprise companies in the hospitality, food service, retail and entertainment industries, ranging from hospitality technology platforms, hotel management solutions, food and beverage and retail systems, payment gateways, data management, online distribution and more. Founded in 1998 as a network solutions provider for hotels, Shiji today comprises over...
At Best Buy, millions of customers rely on us to deliver the technology they need to learn, work, and stay connected. As a member of the Digital, Analytics & Technology team, we contribute to solving the ever-changing technological challenges of both our customers and our fellow employees. We are a collaborative, agile team that empowers its people by encouraging diversity...
Best Buy's Top Stability & Growth Strengths
Strong Market Position & Advantage: Independent tracking repeatedly places Best Buy at or near the top of U.S. consumer‑electronics spend, and major newswires describe it as the nation’s largest consumer‑electronics chain. Scale, omnichannel reach and national recognition reinforce competitive standing.
Diversified Revenue Streams: Geek Squad, delivery/installation and protection plans are integrated into paid memberships, with additional contributions from Best Buy Ads and a curated online marketplace. These service and media layers add stickiness and profit levers beyond core product sales.
Strategic Partnerships: Shop‑in‑shop programs and brand tie‑ups, including IKEA kitchen and laundry studios, broaden traffic and attach opportunities. Premium vendor collaborations and in‑store experiences support higher‑value purchases and cross‑sell.
As one of the oldest and largest financial services firms in the United States with a history dating back to 1828, we’re committed to providing solutions and expertise that support our customers, clients, colleagues, and communities in what’s next on their own unique journey. We invest in the humans who build the logic, ideas, and innovations that bring new technologies...
Citizens's Top Stability & Growth Strengths
Strong Revenue Growth: Broad-based top-line gains are evident with net interest income and fee income both increasing year over year, supported by net interest margin expansion. Management materials also point to peer-leading revenue momentum in 2026 alongside positive operating leverage.
Profitability: Earnings power is expanding as EPS and pre-provision net revenue rise alongside margin improvement. Loan and deposit growth further reinforce the trajectory of rising earnings.
Diversified Revenue Streams: The Private Bank and Wealth businesses, together with Capital Markets, are contributing more meaningfully to earnings, including a specific EPS lift from the Private Bank. Record or near-record fees in Wealth and Capital Markets indicate a healthier mix beyond spread income.
Consumer behavior is changing rapidly; people are empowered, connected and expect an unprecedented level of service and convenience. Simultaneously, the financial and retail industries we operate in are converging as mobile, contactless tech, smart data and advanced analytics blur the lines. The world is “always on” – it’s a digital era that requires us to orchestrate touchpoints in ways that...
Diebold Nixdorf's Top Stability & Growth Strengths
Strong Market Position & Advantage: Independent trackers and filings place the company as a top‑tier competitor in bank‑grade ATMs and a global No. 2 in retail self‑checkout, with recognized leadership in ATM software. This breadth across hardware, software, and services in both Banking and Retail underpins competitive advantage.
Profitability: Recent results highlight growing adjusted EBITDA and positive EPS since the 2023 restructuring. Management targets further margin expansion and has reaffirmed guidance that emphasizes earnings growth.
Healthy Cash Flow: The company has delivered consecutive quarters of positive free cash flow, including a record first‑quarter performance in 2026. Guidance and multi‑year targets emphasize stronger cash generation versus prior years.
Walmart has a long history of transforming retail and using technology to deliver innovations that improve how the world shops and empower our 2.2 million associates. It began with Sam Walton and continues today with Global Tech associates working together to power Walmart and lead the next retail disruption. We’re a high-performing, primarily virtual workforce that is human-led and tech-empowered....
Walmart Global Tech's Top Stability & Growth Strengths
Future-Ready Strategy: Public initiatives around generative AI, agentic systems, and a build-once, scale-globally platform approach indicate a deliberate pivot toward AI-era capabilities. Consolidating technology, AI, product and design is framed as simplifying org design and aligning skills to current needs.
Innovation-Driven Growth: Walmart Global Tech is repeatedly characterized as operating at the forefront of AI, automation, cloud, and omnichannel tech, shipping production systems like a GenAI shopping assistant and scaled supply-chain automation. Investments in ML/data platforms, developer productivity tooling, and retail media technology point to capability-led expansion.
Strategic Partnerships: Deep collaborations with Microsoft/Azure OpenAI and Google for conversational commerce, plus robotics and advertising moves such as the Vibe.co acquisition, strengthen the roadmap and speed of deployment. These alliances are presented as accelerating AI-first shopping experiences and retail media growth.
Our end-to-end actuarial pricing software delivers tremendous value to P&C and health insurers ready to join the pricing revolution. We unlock untapped combined ratio improvement potential, powered by proprietary Transparent AI and machine learning automation.
Akur8's Top Stability & Growth Strengths
Investor Backing & Capital Strength: Significant late-stage financing in 2024 from established investors is directed toward product development and international expansion. This capital base indicates external confidence and runway to scale.
Product Line Growth: The acquisition of a reserving platform and launches of modules such as Optim, Deploy, and Rate Repo extend the suite toward an end‑to‑end actuarial platform. Broader capabilities increase use cases and cross‑sell opportunities across pricing and reserving.
Market Expansion: New offices in North America and an expanded global footprint reflect active international scaling. A large customer presence across many countries signals traction in multiple regions.
Outreach is the number one sales engagement platform. Using advanced machine learning and AI to automate and prioritize customer touchpoints, Outreach dramatically increases sales reps' effectiveness and ability to drive smarter, more insightful engagement with their customers. We're on a mission to make every customer-facing rep wildly productive.
Outreach's Top Stability & Growth Strengths
Strong Market Position & Advantage: Analyst placements repeatedly position Outreach in the top tier of its category, including being named a Leader in Gartner’s 2025 Magic Quadrant for Revenue Action Orchestration Platforms and a Leader in Forrester’s Q3 2024 Wave for Revenue Orchestration Platforms. Market-scale indicators are also cited, including large customer counts and substantial ARR estimates, supporting a view of enterprise-grade maturity and defensibility.
Innovation-Driven Growth: Product direction is consistently framed around an AI-led platform evolution, including a reimagined “AI Revenue Workflow Platform” and next-gen AI agents announced around 2025, alongside ongoing release notes into early 2026. Usage/activity metrics are also highlighted as rising, suggesting that product investment is translating into increased platform engagement.
Cost & Operational Efficiency: Multiple workforce reductions in 2023–2024 are described alongside a shift toward efficiency and profitability focus, indicating deliberate operating-model tightening. A CEO transition to a product/technology leader is framed as part of a strategic reset consistent with a more disciplined growth phase.
Shaping the future for 135 years, NCR is the world’s enterprise technology leader for restaurants, retailers and banks. The #1 global POS software provider for retail and hospitality, and the #1 provider of multi-vendor ATM software, we create software, hardware and services that run the enterprise from back office to the front end and everything in between for our clients.
NCR Corporation's Top Stability & Growth Strengths
Strong Revenue Growth: Recent quarter performance shows revenue rising year over year to about $720M, described as a better-than-expected result. This indicates some near-term top-line momentum despite broader transition noise.
Strong Market Position & Advantage: Market position remains strong in several core niches, including a large global installed base in POS software and leadership in self-checkout by installed base. The ATM-focused business is also described as operating the largest retail-based surcharge-free network and the largest independently owned ATM network.
Cost & Operational Efficiency: Operational emphasis is shifting toward margin and cash flow improvement, with guidance pointing to higher adjusted EBITDA and EPS even while reported revenue dips due to a hardware/ODM transition. This suggests execution is prioritizing efficiency and mix improvement over headline growth in the near term.
Tillster is the global leader in powering digital ordering, delivery, couponing and loyalty solutions, across web, app, kiosk and call center platforms. The company empowers restaurant brands looking to increase revenue, achieve operational efficiencies, and better engage guests. Enabling nearly 50 million digital orders per year, it offers the added dimension of integrated marketing and data mining, including proprietary AI...
Aptos is the global leader in unified commerce solutions for retailers. Our modern, cloud-native POS and advanced enterprise technologies are trusted by hundreds of retail brands around the world. For over 40 years, Aptos has delivered software solutions that help retailers inspire loyalty, maximize revenue and reduce costs.
Aptos Retail's Top Stability & Growth Strengths
Strong Revenue Growth: Recent multi‑hundred‑store selections (e.g., Boot Barn, Tommy Bahama, EILEEN FISHER) alongside Aptos ONE rollout activity signal momentum in 2025–2026. Announcements of ongoing releases and ecosystem moves indicate continued commercial traction.
Strong Market Position & Advantage: Leadership recognition in IDC’s 2025 fashion/mobile POS MarketScape and consistent positioning as a specialty retail unified‑commerce leader underscore competitive strength in its core niche. Named wins across recognizable specialty brands reinforce that standing.
Innovation-Driven Growth: Continuous Aptos ONE feature delivery, AI Super Agents, and a unified data model on Snowflake highlight sustained platform investment. The Aptos ONE Country Box for faster international launches points to product‑led expansion potential.
ServiceTitan is the world’s leading and fastest-growing software technology platform for the trades, a trillion-dollar global industry. We help small business entrepreneurs run and grow their businesses and aim to democratize the power of technology. The trades industry approaches $800B in North America alone and was significantly underserved by traditional software industry leaders prior to ServiceTitan’s entrance to the market....
ServiceTitan's Top Stability & Growth Strengths
Strong Revenue Growth: Revenue is described as rising at a mid-to-high double-digit pace across FY2025 and into early FY2026, alongside continued scale expansion. Guidance pointing to a higher subsequent fiscal-year revenue level reinforces the continuation of that growth trajectory.
Strong Market Position & Advantage: The company is positioned as a top-tier leader in North American trades-focused field-service software by scale, product scope, and ecosystem breadth. Expansion into adjacent trades via acquisitions reinforces platform breadth and strengthens positioning in its core segment.
Strong Brand Reputation: The company is described as having consistently strong presence on major software review platforms and recurring leader callouts in seasonal grids. This repeated third-party visibility supports credibility and mindshare in its target market.
Micromart develops fully autonomous Smart Stores and micro-market technology for convenience retail. Its platform enables operators to turn locations into retail opportunities through modular, plug-and-play systems, secure payments, AI-powered product recognition, digital product displays, and real-time inventory and sales analytics. The company aims to make shopping more convenient while improving customer satisfaction and simplifying store operations for businesses across North...
PlayerZero builds a living model of your software, performs the work, and improves with every outcome.
PlayerZero's Top Stability & Growth Strengths
Investor Backing & Capital Strength: Capital raised totals $20M across Seed and Series A, led by Foundation Capital with participation from Green Bay Ventures, QED Investors, and notable tech founders. This backing provides resources to scale product, hiring, and go-to-market.
Market Expansion: General availability of its predictive software quality platform (including CodeSim) coincides with enterprise wins such as Zuora and a distribution pathway via a Virtusa partnership. Operational presence also expanded with a new San Francisco office.
Innovation-Driven Growth: The platform’s predictive software quality approach and CodeSim agentic simulation target AI-generated code bugs and complex debugging across large systems. This differentiated, category-creating position supports momentum in AI-native production engineering.






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