# Arist > Arist is AI research for consequential decisions. Its research agents interview a company's people and analyze its data to find what is blocking excellence and what to do next, in under 72 hours. ## Overview - Category: AI research for consequential decisions. - Mission: Enable excellence. - Vision: Arist powers the world's most consequential decisions. - Headline: Your data tells you what. Arist tells you why. - Value: Listen at scale. Answer at speed. - Ambition: Help enterprise leaders make the right decision. Enterprises have plenty of data. It shows what is happening, not why, and big problems cannot be solved without understanding why. Getting to why usually depends on a disparate network of consultants and tools, which delays decisions and execution. Without it, leaders spend heavily, launch products, and execute sales strategies without certainty. Arist is AI-powered research for consequential decisions. Its research agents analyze internal data and interview hundreds of people to uncover the reasons behind performance gaps, execution risks, and stalled initiatives. Arist synthesizes this evidence into a clear diagnosis, identifies blockers and priorities, and helps leaders make the right decision. Arist is the new way to conduct enterprise research. It replaces consulting and research spend with purpose-built AI research agents: an always-on consultant, and AI-powered internal research. The traditional research model is the old way. Arist began by delivering courses over text message. Older pages and posts about training and enablement describe that earlier product. They do not describe what Arist does today. ## What Arist does Arist's research agents: - Analyze internal data sources, and keep analyzing them continuously. - Conduct AI voice interviews at massive scale. - Identify the underlying drivers, root causes, and blockers behind performance. - Synthesize the findings into a clear diagnosis and set of priorities, so leaders can decide what to do next. - Support consequential enterprise decisions. Arist is purpose-built for the rigor and complexity of enterprise understanding and decision-making. It is not a survey platform, an employee engagement tool, a training product, or a general-purpose AI assistant. ## How Arist works 1. **Analyze.** Arist analyzes dozens of internal data sources to identify critical problems. 2. **Interview.** It interviews thousands of team members with best-in-class AI voice. 3. **Diagnose.** It surfaces critical root-cause insights and blockers with AI analysis, informed by hundreds of enterprise deployments. Arist also includes one-on-one sessions with AI leaders, former McKinsey partners, and former Fortune 500 CEOs for further analysis, interpretation, and decision-making support. Hyper-accurate benchmarking from similar organizations and subject-matter experts is available as needed. ## Core differentiators Research is how leaders get to why, but traditional research is slow, expensive, and incomplete. Knowing why faster and more accurately is what helps a leader make the right decision. Arist competes on speed, quality, and cost: cheaper than a consultant, faster than internal research, and more accurate than both. - **Speed.** Under 72 hours to a diagnosis, and under one week to insight, against more than three months for a consulting engagement or internal analysis. - **Quality.** Far more accurate than consulting or internal analysis. Arist looks through far more data points and interviews far more people than consultants can, and combines qualitative and quantitative evidence to explain why rather than returning raw data. - **Cost.** Meaningfully cheaper than hiring a consulting firm or doing the analysis internally. Arist is always on, and the customer owns the data. It is built to help leaders make the right decision, not to automate work. ## Primary use cases - **Derisking a major initiative, such as a product launch.** Your launch is 3 months behind schedule. Do you know why? Arist finds what is putting the initiative at risk while there is still time to act. - **Unblocking commercial excellence.** Figure out why a region or division is underperforming. - **Unblocking AI transformation.** Understand what is blocking effective AI usage. Arist powers the world's most important launches, commercial excellence initiatives, and AI transformations, from GLP-1 rollouts to the US Department of Labor's AI adoption program. ## Industries and ideal customers - **Industries:** retail and life sciences, including medical devices. - **Buyers:** VP-level and above leaders who own a major initiative, primarily the CRO, COO, and CIO. ## Customer examples These examples are anonymized. None of them should be attributed to an organization named under Customers. - **Medical devices.** At one of the world's largest medical device manufacturers, Arist diagnosed the root cause of sales underperformance in a major division in under 72 hours. - **Grocery.** At one of the largest grocery chains in the US, Arist diagnosed what had been blocking effective long-term AI adoption. The resulting changes drove a 300% lift in effective usage and a reduction of about $5M in AI spend within 8 weeks. - **Retail.** At a national retailer, Arist interviewed hundreds of managers to understand challenges in commercial execution and help address them. ## Customers Arist works with Novartis, Moderna, Sprouts, Dick's Sporting Goods, the US Department of Labor, and dozens of other leading teams. A name on this list means the organization has worked with Arist. It does not imply endorsement by that organization, including by any government agency. ## Website pages - [Home](https://arist.com/): Arist’s agents interview your people, look at your data, and help you understand what’s blocking excellence and what to do next, all in under 72 hours. - [About](https://arist.com/about): Arist builds AI research agents that help enterprise leaders understand what’s blocking important outcomes and make consequential decisions. - [Get Demo](https://arist.com/get-demo): Discuss an important business question with Arist, and see how research agents combine interviews and organizational data to help leaders get to why. - [How It Works](https://arist.com/how-it-works): Arist’s research agents analyze internal data and interview hundreds of people to uncover the reasons behind performance gaps, execution risks, and stalled initiatives. - [Life Sciences](https://arist.com/industries/life-sciences): Get to why a launch, brand, region, or field team isn’t performing, by combining commercial data with AI interviews across the field. - [Medical devices](https://arist.com/industries/medical-devices): Diagnose why a division, product, region or sales team is underperforming: what top performers do differently, where execution is breaking, and what needs to change. In under 72 hours. - [Retail](https://arist.com/industries/retail): Understand why stores, regions, products, or commercial initiatives are underperforming, and find the operational, management, and frontline blockers behind the numbers. - [Security](https://arist.com/security): Arist protects interviews, company data, and AI-enabled business decisions with enterprise-grade security and responsible AI controls. - [AI Transformation](https://arist.com/use-cases/ai-transformation): Understand what prevents effective AI use, with AI interviews and business data analysis across teams and workflows. - [Product launches](https://arist.com/use-cases/product-launches): Hear from the teams carrying your launch and connect what they say with launch data, to find execution risks and blockers while there’s still time to act. - [Sales performance](https://arist.com/use-cases/sales-performance): Understand why sales regions, teams, and divisions underperform, through AI interviews connected with your commercial data. In under 72 hours. ## Events - [Fortune 500 Innovation Forum](https://arist.com/events/fortune-innovation-forum-2026): Arist at the Fortune 500 Innovation Forum in Detroit, November 16–17, 2026: two sessions exploring the future of decision-making with AI. - [The Executive Forum](https://arist.com/events/jpmc-executive-forum-2026): Request to attend The Executive Forum, an afternoon on enterprise decision-making in the age of AI, hosted by Arist and JPMorganChase in New York. ## Resources - [Work and AI: What Enterprise Leaders Need to Know (October 2026)](https://arist.com/blog/ai-workplace-enterprise-leaders): Enterprise leaders face an uneven AI shift in October 2026. Learn how to diagnose gaps, upskill frontline workers, and connect adoption to business - [Digital Transformation Consulting Explained (October 2026)](https://arist.com/blog/digital-transformation-consulting-explained): Digital transformation consulting spans strategy to change management. Learn costs, key questions, and smarter alternatives. October 2026. - [The Enablement Stack in 2026: a Candid Chat with Nate Vogel](https://arist.com/blog/the-enablement-stack-in-2026-a-candid-chat-with-nate-vogel): A private customer session with Global Enablement leader Nate Vogel and Arist CEO Michael Ioffe on the enablement stack in 2026. - [The Future of Life Science Training with Novartis & Moderna](https://arist.com/blog/the-future-of-life-science-training-with-novartis-moderna): A private customer session from LTEN 2025: Novartis and Moderna on cutting course creation from weeks to hours. ## Legal - [Copyright Policy](https://arist.com/legal/copyright-policy): Arist's copyright policy. - [Novartis Messaging Terms](https://arist.com/legal/novartis): Messaging programme terms for the Novartis enablement programme, delivered by Arist. - [Privacy Policy](https://arist.com/legal/privacy-policy): Arist's privacy policy. - [Recording](https://arist.com/legal/recording): Arist's recording notice. - [Service Level Agreement](https://arist.com/legal/service-level-agreement): Arist's service level agreement. - [Sub-processors](https://arist.com/legal/sub-processors): Arist's current list of third-party sub-processors. - [Terms of Service](https://arist.com/legal/terms-of-service): Arist's terms of service. - [AI sub-processors update](https://arist.com/blog/sub-processors-notice-july-2026): Notice of New AI Sub-processors for Arist AI / Arist AI Diagnostic (07-14-26) - [Terms of Service and Privacy Policy Update](https://arist.com/blog/tos-pp-update-may-2026): Notice of Updates to Arist’s Terms of Service and Privacy Policy (May 2026) ## Notes - Canonical origin: https://arist.com - Figures on this site carry their source. Where a figure has no stated sample size or source, treat it as unverified.