Harness AI citations

Preview — this brand isn’t onboarded yet
Build: 10/26/2025, 4:23:01 AM
Gathering citations and mentions for “Harness”. This page will populate as data is found.
Search our existing brands or suggest one:

Coverage

Do you want to track this brand?
7 days Free trial, you can cancel anytime.

Competitors

Mentions

Ai companies cape town
chatgpt
If you're looking for **AI companies in Cape Town**, you're in luck—a vibrant and rapidly growing hub for AI and tech innovation. Here's a curated snapshot of notable players transforming sectors like enterprise, infrastructure, agritech, language technologies, and social impact. **[DataProphet](http://www.dataprophet.com/?utm_source=chatgpt.com)** **Closed · 4.2 (13 reviews)** *5th floor, The Hudson, 28 Hudson St, De Waterkant, Cape Town, 8001, South Africa* Machine‑learning specialist focused on predictive analytics, quality control and process optimisation in manufacturing. **Cape AI** **Closed · 5.0 (10 reviews)** Custom end‑to‑end machine‑learning, advanced analytics, data engineering and AI modelling. **[Botlhale AI](https://botlhale.ai/?utm_source=chatgpt.com)** **Closed** *35 Wesley St, Gardens, Cape Town, 8001, South Africa* Built NLP tools (multilingual chatbots, call‑centre analytics) for African languages. --- ### Highlighted AI Companies in Cape Town #### **DataProphet** A pioneering machine learning consultancy founded in Cape Town in 2013. Specialising in predictive analytics, quality control, and process optimization—particularly within manufacturing—DataProphet has become a backbone of AI-driven industrial innovation. ([CLEVVA][1], [Tech Culture Africa][2]) #### **Cape AI** A tech startup established in 2019, Cape AI delivers custom, end-to-end machine learning solutions, advanced analytics, and data engineering services. They emphasize crafting tailored AI systems that enable smarter, faster decision-making. ([cape-ai.com][3], [CB Insights][4]) #### **Botlhale AI** Harnessing the power of natural language processing (NLP), Botlhale AI is breaking linguistic barriers by creating multilingual chatbots and call centre analytics tools tailored to various African languages and contexts. ([F6S][5]) #### **Cerebrium** An AI infrastructure platform startup co-founded in Cape Town and now based in New York. It offers serverless CPU/GPU infrastructure to help engineering teams build and scale multimodal AI applications—spanning voice AI, real-time digital avatars, and healthcare solutions. Cerebrium recently raised \$8.5 million in seed funding. ([Business Insider][6]) --- ### Broader Ecosystem & Context * **Strong Innovation Cluster**: Cape Town benefits from a dynamic cluster effect powered by esteemed universities (such as UCT and Stellenbosch) and a thriving start-up culture—creating fertile ground for AI ventures. ([Financial Times][7]) * **Ecosystem Support**: Organizations like the Silicon Cape Initiative (Silicon Cape) are helping to foster networking, venture capital access, and startup growth regionally. ([Wikipedia][8]) * **Diverse Landscape**: Platforms like Clutch and TechBehemoths list a variety of AI consultancies and development firms in Cape Town—from Origen Software and ManekTech to conversion agencies—catering to both AI-specific and broader tech needs. ([Clutch][9], [TechBehemoths][10]) --- ### Summary Table | Company | Focus Area | | --------------- | -------------------------------------------------------------------------- | | **DataProphet** | Machine learning for manufacturing: predictive analytics and optimization | | **Cape AI** | Full-stack AI: analytics, data engineering, and ML solution delivery | | **Botlhale AI** | Language tech: multilingual NLP tools for African languages | | **Cerebrium** | Scalable AI infrastructure: serverless compute for multimodal applications | --- Let me know if you're interested in exploring other types of AI capabilities—such as agritech, edtech (like Snapplify’s AI-powered learning assistant) ([Wikipedia][11])—or need help connecting with accelerators or innovation networks in Cape Town! [1]: https://clevva.com/press-release/4-south-african-ai-startups-keep-eye/?utm_source=chatgpt.com "Here are 4 South African AI Startups to Keep an Eye On - clevva" [2]: https://techcultureafrica.com/african-ai-startups?utm_source=chatgpt.com "30+ African AI Startups to Watch in 2025" [3]: https://cape-ai.com/?utm_source=chatgpt.com "Cape AI - Artificial Intelligence and Data Science ..." [4]: https://www.cbinsights.com/company/cape-ai?utm_source=chatgpt.com "Cape AI - Products, Competitors, Financials, Employees ..." [5]: https://www.f6s.com/companies/artificial-intelligence/south-africa/co?utm_source=chatgpt.com "65 Top AI (Artificial Intelligence) Companies in South Africa" [6]: https://www.businessinsider.com/pitch-deck-cerebrium-seed-funding-gradient-ventures-2025-7?utm_source=chatgpt.com "Read the exclusive pitch deck AI infrastructure startup Cerebrium used to nab $8.5 million from Gradient Ventures" [7]: https://www.ft.com/content/428876cd-8890-4236-8c13-6e4a6a733ee8?utm_source=chatgpt.com "Cape Town's cluster effect is key draw for businesses" [8]: https://en.wikipedia.org/wiki/Silicon_Cape_Initiative?utm_source=chatgpt.com "Silicon Cape Initiative" [9]: https://clutch.co/za/developers/artificial-intelligence/cape-town?utm_source=chatgpt.com "Top Artificial Intelligence Companies in Cape Town" [10]: https://techbehemoths.com/companies/artificial-intelligence/cape-town?utm_source=chatgpt.com "Top 20+ Artificial Intelligence Companies in Cape Town ..." [11]: https://en.wikipedia.org/wiki/Snapplify?utm_source=chatgpt.com "Snapplify"
perplexity
https://cape-ai.com/; https://www.cbinsights.com/company/cape-ai; https://www.investcapetown.com/key-opportunities/tech/ai/; https://za.linkedin.com/company/cape-ai
claude
google ai overview
Ai consulting toronto
perplexity
There are many AI consulting firms in Toronto that help businesses integrate AI technologies to optimize operations, automate processes, and drive growth. Notable Toronto AI consulting agencies include Intelligenes, Mintetic Solutions, Good Kids, Sy https://builtintoronto.com/articles/ai-companies-toronto https://clutch.co/ca/consulting/ai/toronto https://hellodarwin.com/agencies/ai-consulting/toronto
chatgpt
There are several AI consulting firms in Toronto that offer a range of services, including strategy development, implementation, and data analytics. Some notable firms include: 1. **Element AI** - Focuses on helping organizations integrate AI into their operations. Website: [Element AI](https://www.elementai.com) 2. **KPMG** - Offers AI consulting as part of its broader consulting services, helping businesses leverage AI for efficiency and innovation. Website: [KPMG AI](https://home.kpmg/xx/en/home/services/advisory/data-and-analytics/ai.html) 3. **Accenture** - Provides AI consulting services that include strategy, implementation, and management. Website: [Accenture AI](https://www.accenture.com/us-en/services/technology/artificial-intelligence-index) 4. **Deloitte** - Offers a range of AI services, including strategy, implementation, and analytics. Website: [Deloitte AI](https://www2.deloitte.com/global/en/pages/technology/solutions/artificial-intelligence.html) 5. **IBM** - Provides AI consulting services through its Watson platform, focusing on enterprise solutions. Website: [IBM Watson](https://www.ibm.com/watson) These firms can help businesses in Toronto and beyond harness the power of AI to improve their operations and drive innovation.
claude
Here's a concise overview of AI consulting in Toronto: Toronto is a major hub for AI consulting, with several key characteristics: 1. Top Consulting Firms: - Deloitte - KPMG - Accenture - IBM Canada - Vector Institute (AI research and consulting) 2. Specialization Areas: - Machine learning - Natural language processing - Computer vision - AI strategy - AI implementation 3. Key Advantages: - Strong tech talent pool - Proximity to top universities (University of Toronto, Vector Institute) - Robust tech ecosystem - Significant AI research and innovation 4. Notable AI Consulting Resources: - MaRS Discovery District (innovation center) - Toronto AI startups and consulting firms - Local AI talent networks Relevant Sources: - Vector Institute: https://vectorinstitute.ai/ - MaRS Discovery District: https://www.marsdd.com/ The city has emerged as a leading North American center for AI consulting, with a growing number of firms offering specialized AI services across various industries.
google ai overview
Toronto has a vibrant market for AI consulting services, offered by a range of firms from large global consultancies to specialized local companies. To find AI consulting firms in Toronto, you typically use: * **Online Search Engines:** Search terms like "AI consulting Toronto," "artificial intelligence consulting Ontario," or "machine learning consulting Canada." * **Professional Networking Platforms:** LinkedIn is a common resource for identifying firms and individual consultants. * **Industry Directories:** Local business and technology directories may list specialized firms. **Examples of firms with a significant presence in Toronto that offer AI consulting services include:** * **Accenture:** A global professional services company with a strong focus on applied intelligence and AI. * [https://www.accenture.com/ca-en/services/applied-intelligence/ai-consulting](https://www.accenture.com/ca-en/services/applied-intelligence/ai-consulting) * **Deloitte:** Offers AI and data analytics consulting as part of its broader advisory services. * [https://www2.deloitte.com/ca/en/pages/deloitte-analytics/articles/artificial-intelligence.html](https://www2.deloitte.com/ca/en/pages/deloitte-analytics/
Best ai consulting firms for enterprises
chatgpt
Here are some of the best AI consulting firms for enterprises: 1. {{[[McKinsey & Company]]:https://www.mckinsey.com/business-functions/mckinsey-digital/our-insights/ai}} : McKinsey offers AI consulting services that help organizations leverage data and advanced analytics to drive business transformation. 2. {{[[Boston Consulting Group (BCG)]]:https://www.bcg.com/capabilities/technology-digital/artificial-intelligence}} : BCG provides AI solutions that focus on strategy, implementation, and scaling AI across enterprises. 3. {{[[Deloitte]]:https://www2.deloitte.com/us/en/pages/consulting/solutions/artificial-intelligence.html}} : Deloitte's AI consulting services help businesses integrate AI into their operations for enhanced efficiency and decision-making. 4. {{[[Accenture]]:https://www.accenture.com/us-en/services/technology/artificial-intelligence-index}} : Accenture specializes in AI strategy and implementation, helping enterprises harness AI for innovation and growth. 5. {{[[PwC]]:https://www.pwc.com/gx/en/services/consulting/ai.html}} : PwC offers AI consulting that focuses on transforming business processes and improving customer experiences through AI technologies. 6. {{[[IBM]]:https://www.ibm.com/services/ai}} : IBM provides AI consulting services that leverage their Watson AI platform to help enterprises develop and implement AI solutions. 7. {{[[Capgemini]]:https://www.capgemini.com/service/artificial-intelligence/}} : Capgemini offers AI consulting services that help businesses adopt AI technologies to improve operations and customer engagement. 8. {{[[Cognizant]]:https://www.cognizant.com/consulting/artificial-intelligence}} : Cognizant's AI consulting services focus on delivering AI-driven solutions that enhance business performance and customer satisfaction. These firms are recognized for their expertise in AI and their ability to help enterprises integrate AI technologies effectively.
perplexity
## Leading AI Consulting Firms for Enterprises (2025) {{[[Accenture]]:https://www.code-brew.com/top-10-ai-consulting-companies-in-usa/}} : Accenture is a global leader in AI consulting, offering end-to-end services from strategy to implementation and scaling, with deep expertise in generative AI, large language models, and industry-specific solutions. Their Generative AI & LLM Center of Excellence and partnership with Salesforce (e.g., Einstein GPT) highlight their innovation and scale[1][2]. {{[[Deloitte]]:https://www.code-brew.com/top-10-ai-consulting-companies-in-usa/}} : Deloitte’s AI practice focuses on aligning AI with business strategy, responsible governance, and cross-industry transformation. They offer specialized services in tax, financial analytics, and have a strong Generative AI Incubator for enterprise clients[1][6]. {{[[IBM]]:https://www.code-brew.com/top-10-ai-consulting-companies-in-usa/}} : IBM Consulting leverages its IBM Consulting Advantage platform to design, build, and scale AI solutions, with a strong emphasis on enterprise integration and industry-specific use cases[1][3]. {{[[Capgemini]]:https://www.code-brew.com/top-10-ai-consulting-companies-in-usa/}} : Capgemini delivers enterprise AI solutions with a focus on intelligent automation, predictive analytics, and cloud-AI integration, supported by a global delivery network and ethical AI frameworks[1][3]. {{[[Boston Consulting Group (BCG)]]:https://aimagazine.com/top10/top-10-global-ai-consulting-firms}} : BCG’s BCG X division provides tailored AI strategies, high-impact use case identification, and implementation support, directly linking AI to financial outcomes for enterprises[3][5]. {{[[Tata Consultancy Services (TCS)]]:https://www.code-brew.com/top-10-ai-consulting-companies-in-usa/}} : TCS offers end-to-end AI adoption via its Ignio platform, specializing in machine learning and automation to streamline business operations globally[1]. {{[[Cognizant]]:https://www.code-brew.com/top-10-ai-consulting-companies-in-usa/}} : Cognizant provides AI-driven transformation services, including strategy, implementation, and managed services, with a strong focus on industry verticals[1]. {{[[Infosys]]:https://www.code-brew.com/top-10-ai-consulting-companies-in-usa/}} : Infosys delivers AI consulting with an emphasis on digital engineering, process automation, and generative AI solutions for global enterprises[1][5]. {{[[Slalom]]:https://www.code-brew.com/top-10-ai-consulting-companies-in-usa/}} : Slalom is recognized for its agile, client-centric approach to AI strategy and implementation, particularly for mid-sized and large enterprises[1]. {{[[The Hackett Group]]:https://rtslabs.com/ai-conulting-company-in-usa/}} : The Hackett Group specializes in AI strategy aligned with enterprise systems (ERP, finance, procurement), using proprietary tools like AI XPLR™ for benchmarking and optimization[4][5]. {{[[LeewayHertz]]:https://www.code-brew.com/top-10-ai-consulting-companies-in-usa/}} : LeewayHertz focuses on custom AI development, generative AI, and blockchain solutions for enterprises seeking tailored, innovative applications[1]. {{[[InData Labs]]:https://kanerika.com/blogs/generative-ai-consulting/}} : InData Labs offers custom AI and machine learning solutions, with expertise in data science, analytics, and AI strategy consulting for global clients[5]. {{[[ITRex Group]]:https://kanerika.com/blogs/generative-ai-consulting/}} : ITRex Group provides AI strategy, custom solution development, and implementation support, with a focus on healthcare, fintech, and enterprise applications[5]. ## Key Differentiators - **Global Scale & Industry Expertise**: {{[[Accenture]]}}, {{[[Deloitte]]}}, {{[[IBM]]}}, {{[[Capgemini]]}}, and {{[[TCS]]}} stand out for their worldwide reach and deep vertical expertise[1][3]. - **Generative AI Leadership**: {{[[Accenture]]}}, {{[[Deloitte]]}}, {{[[BCG]]}}, and {{[[Capgemini]]}} are at the forefront of generative AI consulting, with dedicated centers of excellence and accelerators[2][3][5]. - **Enterprise Systems Integration**: {{[[The Hackett Group]]}} excels in aligning AI with ERP and core business systems, using proprietary benchmarking tools for measurable outcomes[4][5]. - **Custom & Niche Solutions**: {{[[LeewayHertz]]}}, {{[[InData Labs]]}}, and {{[[ITRex Group]]}} offer bespoke AI development and strategy for enterprises with specialized needs[1][5]. ## Selection Criteria for Enterprises When choosing an AI consulting partner, enterprises should consider: - **Global delivery capability and industry experience** - **Proven track record in generative AI and LLMs** - **Integration with existing enterprise systems (ERP, CRM, etc.)** - **Ethical AI and governance frameworks** - **Ability to demonstrate ROI and align AI with business strategy** ## Summary Table | Firm | Strengths | Notable for | Source Link | |-----------------------|--------------------------------------------|--------------------------------------|------------------------------------|
claude
Here are the top AI consulting firms for enterprises: 1. {{[[Accenture]]:https://www.accenture.com}} : A global leader in AI consulting with extensive enterprise AI transformation services. 2. {{[[Deloitte]]:https://www2.deloitte.com}} : Offers comprehensive AI strategy and implementation consulting across multiple industries. 3. {{[[McKinsey]]:https://www.mckinsey.com}} : Provides advanced AI and analytics consulting with deep technological expertise. 4. {{[[IBM Consulting]]:https://www.ibm.com/consulting}} : Specializes in enterprise AI solutions with strong Watson AI integration. 5. {{[[Cognizant]]:https://www.cognizant.com}} : Delivers AI consulting services with focus on digital transformation. 6. {{[[KPMG]]:https://home.kpmg}} : Offers AI strategy and implementation services with industry-specific approaches. 7. {{[[Boston Consulting Group]]:https://www.bcg.com}} : Provides strategic AI consulting with data-driven insights. 8. {{[[EY]]:https://www.ey.com}} : Delivers AI transformation services with strong technological and strategic capabilities. 9. {{[[PwC]]:https://www.pwc.com}} : Offers comprehensive AI consulting across enterprise domains. 10. {{[[Capgemini]]:https://www.capgemini.com}} : Specializes in AI and digital transformation consulting for large enterprises.
google ai overview
Best ai service providers for cost reduction
chatgpt
Here are some AI service firms strong in cost reduction initiatives: {{[[The Hackett Group]]:https://www.thehackettgroup.com}} : offers AI-enabled cost optimization & process transformation services through its benchmarking and smart automation programs The Hackett Group¨ {{[[SIB]]:https://www.aboutsib.com}} : AI-driven cost monitoring and spend optimization across categories (SaaS, telecom, utilities) SIB {{[[Accenture]]:https://www.accenture.com}} : large global integrator that embeds AI in transformation, often delivering cost cutting via automation, process redesign, and operating model change (e.g. its Òreinvention servicesÓ) Business Insider +1 {{[[BCG / BCG GAMMA]]:https://www.bcg.com}} : helps clients harness AI for cost transformation and value optimization Boston Consulting Group If you tell me your sector (healthcare, finance, manufacturing, etc.) or region (UK, Europe, US), I can refine further.
perplexity
{{[[Uptake]]:https://www.uptake.com}} : Cost-cutting AI for industrial analytics and operational optimization. {{[[C3.ai]]:https://c3.ai}} : Enterprise AI for predictive ops, maintenance, and efficiency savings.
claude
google ai overview
Best continuous integration tools for development
chatgpt
Here are some of the best continuous integration tools for development: 1. {{[[Jenkins]]:https://www.jenkins.io}} : An open-source automation server that enables developers to build, test, and deploy their software continuously. 2. {{[[GitHub Actions]]:https://github.com/features/actions}} : Integrated directly into GitHub, it allows you to automate workflows directly from your repository. 3. {{[[GitLab CI/CD]]:https://about.gitlab.com/stages-devops-lifecycle/continuous-integration/}} : A built-in continuous integration and delivery tool that helps automate the software development lifecycle. 4. {{[[CircleCI]]:https://circleci.com}} : A cloud-based CI/CD tool that automates the build, test, and deployment process. 5. {{[[Travis CI]]:https://travis-ci.org}} : A hosted continuous integration service used to build and test software projects hosted on GitHub. 6. {{[[Azure DevOps]]:https://azure.microsoft.com/en-us/services/devops/}} : A set of development tools that includes CI/CD capabilities, allowing teams to plan, develop, and deliver software. 7. {{[[TeamCity]]:https://www.jetbrains.com/teamcity/}} : A powerful CI server from JetBrains that supports various development environments and integrates with numerous tools. 8. {{[[Bamboo]]:https://www.atlassian.com/software/bamboo}} : A CI/CD server from Atlassian that ties automated builds, tests, and releases together in a single workflow. 9. {{[[AWS CodePipeline]]:https://aws.amazon.com/codepipeline/}} : A fully managed continuous delivery service that helps automate the build, test, and release phases of your application. 10. {{[[Buddy]]:https://buddy.works}} : A web-based CI/CD tool that enables developers to automate their workflows with a user-friendly interface. These tools provide various features and integrations to support different development workflows and environments.
perplexity
The best continuous integration (CI) tools for development in 2025 include: - {{[[Jenkins]]:https://jenkins.io/}}: A veteran open-source CI tool with a strong plugin ecosystem, ideal for on-premise setups and sensitive data compliance. - {{[[Travis CI]]:https://travis-ci.com/}}: Cloud-based CI with GitHub integration, suitable for open-source and enterprise projects, using YAML for configuration. - {{[[CircleCI]]:https://circleci.com/}}: Offers both cloud and self-hosted options, strong container support, fast builds, and parallel execution for scalability. - {{[[Bitbucket Pipelines]]:https://bitbucket.org/product/features/pipelines}}: Integrated directly into Bitbucket, easy setup, supports CI/CD, and fits well for teams using Atlassian tools. - {{[[AWS CodePipeline]]:https://aws.amazon.com/codepipeline/}}: Fully cloud-based, integrates seamlessly with AWS services, supports custom plugins and robust access control. - {{[[TeamCity]]:https://www.jetbrains.com/teamcity/}}: Developed by JetBrains, provides detailed build reports, parallel builds, and strong enterprise scalability. - {{[[Bamboo]]:https://www.atlassian.com/software/bamboo}}: Atlassian’s CI tool with deep Jira and Bitbucket integration, pre-configured deployment environments, and concurrency support. - {{[[GitHub Actions]]:https://github.com/features/actions}}: Integrated with GitHub, supports automation of workflows including CI/CD, widely used for its ease and integration. - {{[[GitLab CI/CD]]:https://about.gitlab.com/stages-devops-lifecycle/continuous-integration/}}: Full GitOps-compatible CI/CD with Kubernetes support, part of GitLab’s comprehensive DevOps platform. - {{[[Semaphore]]:https://semaphoreci.com/}}: Fast pipelines with reusable configurations, suitable for teams needing speed and flexibility. - {{[[CodeShip]]:https://www.cloudbees.com/products/codeship}}: Cloud-based CI/CD with simple setup and deployment pipelines. - {{[[Buddy]]:https://buddy.works/}}: User-friendly CI/CD with visual pipelines and automation for web development projects. - {{[[Harness]]:https://harness.io/}}: Modern CI/CD platform focusing on automation, built-in verification, auto rollbacks, and GitOps-style experience. - {{[[Concourse CI]]:https://concourse-ci.org/}}: Open-source CI with container-based pipelines emphasizing simplicity and scalability. - {{[[AppVeyor]]:https://www.appveyor.com/}}: Cloud-based CI focused on Windows and .NET projects. - {{[[Spacelift]]:https://spacelift.io/}}: Infrastructure-focused CI/CD tool that orchestrates infrastructure as code workflows. - {{[[GoCD]]:https://www.gocd.org/}}: Open-source CI/CD tool emphasizing pipeline modeling and visualization. - {{[[Spinnaker]]:https://spinnaker.io/}}: Continuous delivery platform designed for multi-cloud deployments. - {{[[Octopus Deploy]]:https://octopus.com/}}: Focuses on release management, visual flows, and deployment automation. - {{[[Azure DevOps]]:https://azure.microsoft.com/en-us/services/devops/}}: Enterprise-grade CI/CD integrated with Microsoft Azure cloud services. - {{[[Google Cloud Build]]:https://cloud.google.com/build}}: Cloud-native CI/CD tool integrated with Google Cloud Platform. These tools vary in features like cloud vs. on-premise deployment, ease of setup, integration with version control systems, scalability, and support for containerization or Kubernetes. The choice depends on your team's specific infrastructure, project size, and workflow preferences[1][2][3][4][5][6].
claude
Here are the best continuous integration (CI) tools for development: 1. {{[[Jenkins]]:https://www.jenkins.io/}} : Open-source automation server widely used for building, testing, and deploying software. 2. {{[[GitLab CI/CD]]:https://about.gitlab.com/stages-devops-lifecycle/continuous-integration/}} : Integrated CI/CD tool with built-in version control and pipeline capabilities. 3. {{[[CircleCI]]:https://circleci.com/}} : Cloud-based CI/CD platform known for its ease of use and quick setup. 4. {{[[Travis CI]]:https://www.travis-ci.com/}} : Popular CI service that integrates seamlessly with GitHub repositories. 5. {{[[GitHub Actions]]:https://github.com/features/actions}} : Native CI/CD solution directly integrated with GitHub repositories. 6. {{[[TeamCity]]:https://www.jetbrains.com/teamcity/}} : Powerful CI/CD server by JetBrains with extensive configuration options. 7. {{[[Azure DevOps]]:https://azure.microsoft.com/en-us/services/devops/}} : Microsoft's comprehensive CI/CD and project management platform. 8. {{[[Bamboo]]:https://www.atlassian.com/software/bamboo}} : Atlassian's CI/CD tool that integrates well with Jira and other Atlassian products. Each tool offers unique features, so selection depends on specific project requirements, team size, and existing infrastructure.
google ai overview