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LLM Connector + Alteryx

When AI understands your business, it takes actions you can trust

Alteryx delivers accurate and repeatable business logic to AI so that it executes the right action every time

 
Thoughtful pensive business man planning marketing strategy

AI can understand your data – but that doesn't mean it understands your business

Using AI to accelerate business operations and decisions seems simple — pick an LLM, connect it to your ERP, CRM, or cloud data platform, add semantics for context, and start prompting. At first, the results feel like magic. But dig deeper and you find bad answers, erroneous actions, and inconsistent results — continuous iterations that slow execution and drive up token costs.

That’s because LLMs and agents can infer meaning from data and semantics, but fall short when applied to real world processes.

Grounding AI in deterministic rules that drive operations requires business logic — a clear, consistent understanding of how your business actually runs, applied directly to operational workflows.

 

Connect business logic to AI to deliver trusted answers and actions that are:

Visible.

Understandable.

 

Repeatable.

Auditable.

 

Alteryx brings understanding to AI by embedding it with business logic— executing the rules, calculations, validations, and exceptions within workflows that run your operations.

Because business logic lives with your people and not your data, Alteryx empowers the analysts and operations teams who are closest to the work to create, maintain, and update logic within AI workflows that power agents, applications, and dashboards. With business logic that is visible. understandable, repeatable and auditable, users get answers and actions that they can trust, helping to deliver the confidence and cost-efficiency needed to take AI from pilot into production.

 

Alteryx helps business teams to:

 

1. Accelerate operations

Automate data-intensive work and use AI to streamline operations, save time, and reduce costs.

Finance

Papa Johns reconciles billing across 6,000+ locations, saving 400 hours per month.

 

Read the Story

Sales & Marketing

MillerKnoll accelerates sales order and pipeline velocity, saving 4,000 hours in sales productivity.

 

MillerKnoll logo

Read the Story

Supply Chain

Opportune’s AI-powered storm planning protects fuel supply chains, avoiding hundreds of thousands of dollars in costs.

Read the Story

Customer Ops

BODi automates customer acquisition and retention workflows, increasing subscribers by 25%.

 

Read the Story
 

2. Accelerate decisions

Use analytics and AI to glean insights from complex and diverse data sets, to better understand business implications and take actions faster.

Finance

Zurich Insurance’s AI-driven insights reduce manual effort by 95%, while improving controls, auditability, and reporting.

 

Read the Story

Sales & Marketing

PepsiCo generates AI-driven insights into consumer behavior and trends, optimizing sales performance by preventing $7M of errors.

 

Read the Story

Supply Chain

Coca-Cola delivers 600 personalized inventory dashboards, scaling actionable insights and maximizing supply chain efficiency.

 

Read the Story

R&D

McLaren’s Formula 1 team consolidates 11.8 billion data points from every race to glean insights that optimize race performance.

 

Read the Story
 

Operationalize AI execution with Alteryx workflows grounded in business logic

Automating data-intensive processes and insights hits a wall when AI can’t apply probabilistic understanding to deterministic scenarios: What happens when you want to determine the downstream impact of a new tariff on supply chains with a number that finance can validate? And then if that tariff changes the next week? These aren’t data or semantic problems, they’re operational problems.

 

 

Alteryx operationalizes AI execution by grounding it in business logic that produces answers that you trust. Using no-code interfaces, analysts and operations teams can embed business rules, calculations, exceptions, and variances into workflows that are visible, understandable, repeatable, and auditable.

Alteryx’s reusable workflows become the business logic layer  within enterprise data architectures that sits on top of data and semantic layers, to operationalize AI execution within business processes. Alteryx empowers business teams to oversee AI within their operations, while IT keeps control of data estates and their governance. Working together, they can build an intelligent enterprise delivering AI to the business wherever it’s needed.

Alteryx One platform capabilities

AI-ready data

Easy access for business users to governed, clean data sets

Alteryx gives business teams the autonomy to easily connect and combine hundreds of clean, governed data sources to use them to drive operational AI workflows and democratize insights whenever they need it.

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AI-ready data

Visual workflows

Automate and operationalize business logic

Alteryx turns recognition rules, regional exceptions, approval thresholds, or judgment calls into governed workflows business teams can build, understand, and adapt without relying on IT to operationalize business logic at scale.

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Visual workflows

AI & analytic outputs

Accelerate operations and insights

Alteryx delivers insights and operational automation into the tools where work already happens — LLMs, business apps, and analytic tools. Get answers grounded in real business logic, so that every response is consistent, explainable, and less costly to generate.

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AI & analytic outputs

Open, extensible integration

Bring AI to the enterprise at scale and at lower cost

Alteryx fits into your existing architecture – cloud, on-premise, and hybrid environments– to democratize data without duplication. Use Alteryx workflows as the bridge that connects data platforms like Google, Snowflake, and Databricks to your LLMs, executing operations consistently and reducing token costs.

Open, extensible integration
 

25+ years of accelerating analytic insights to drive business operations – now ready for AI

Our customers have spent over 25 years building and refining no-code workflows that accelerate analytic insights to drive their most critical operations. Now those same Alteryx workflows power AI-enabled insights, decisions, and actions. The trust is already there. The logic is already proven. AI just accelerates what works.

8,000+
customers

including 50%+ of the Global 2000

380M+
workflows

run every year powering business operations

760,000+
community

driving operational excellence

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The combination of Alteryx workflows and LLMs helps us to see behind the curtain– we can understand and trust the answer, and prove that it's correct. That's going to lead to much quicker AI adoption across the business.

Chris Swanson, Manager of Internal Audit Data Solutions

Polaris

With Alteryx, business users can build their own workflows at high speed that can be made available to everyone.

Tim Kessler, Head of Data, Models & Analytics

Siemens Energy

Read Customer Story

Alteryx has enabled me to bring all my data in, in one workflow, regardless of where it was coming from and how it was being served to me.

Deatra Slivinsky, Director or Data Analytics & Reporting

UnitedHealth Group

Read Customer Story
 
 

Getting started with Alteryx and AI

Alteryx can help you to begin your AI automation journey no matter where you’re starting it from. Our incremental approach drives efficiencies while minimizing risk, with three levels of business workflow automation that can pick up wherever business teams are currently operating and help them move to the next stage of their automation journey.

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Analytic Workflows

Get your data ready for AI

Begin by taking your manual processes that are stitched together in spreadsheets — data pulls, calculations, validations— and use Alteryx to transform them into automated analytic workflows that are governed, reusable, and AI-ready.

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Assisted Workflows

Put AI into operation

From there, embed AI directly into, or use AI to build an Alteryx workflow. Use conversational interfaces to do data discovery and generate analysis, or use LLMs to generate the workflow itself. The work is still owned by your team, but AI is doing the heavy lifting.

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Agentic Workflow 1

Agentic Workflows

Drive autonomous action

Finally, progress to agentic-driven workflows that run continuously– monitoring data, flagging what needs attention, and triggering actions. Alteryx workflows are visible, understandable and auditable, your team oversees agentic operations ensuring accuracy and results.

 

Ready to begin your journey? Request a demo to see how Alteryx can help deliver AI success to your business operations.

 

 

Additional Resources

 
 
Report

2026 State of the Data Analyst: The Rise of Business Logic

Learn how the role of the business analyst is changing in the age of intelligence.

Read Now
 
 
E-Book

Business Logic: The Missing Layer of Enterprise AI

Find out why business logic is the missing layer of most AI initiatives — and how it closes the trust gap that enables scalable AI across the business.

Read Now
 
 
Article

The Blueprint for Intelligent Enterprises

Learn the 5 pillars to becoming an intelligent enterprise so that you can use AI in any workflow where it adds value, while maintaining human oversight.

Read Now