Semantic Coherence: Posit – Signal Evidence & AI Readability

[H2] The data science code editor. AI-Powered, human driven.
Move from question to insight to analysis, model or application faster than ever before. Positron is the free code editor made specifically for data science and analysis with Python and R.

Explore Positron

Play video Introducing Positron – The Data Science Code Editor - Short Version

[H2] posit::conf(2026) in Houston this September!
Join us for three days of workshops, keynotes, talks, and community events.

Register now

[IMG: Promotional graphic for posit::conf(2026) in Houston, September 14–16. The illustration features a retro-style desktop computer in a vibrant lime green and navy blue color palette. Wires from the computer transition into a hand-drawn illustration of hands knitting or weaving. Small blue icons representing settings, delivery, networking, and a rocket ship are displayed alongside pixelated patterns.]

[H2] Posit AI: Think first. Code second.
Introducing an entirely new way to work with data. Posit AI embeds a specialized agent directly into Positron and RStudio, transforming your IDE into a powerful collaborator for data analysis.

LEARN ABOUT POSIT AI

[IMG: Posit AI logo]

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Results

[H2] Outcomes you can measure, not just promise.

From faster insights to reduced risk, Posit customers achieve measurable impact across industries.

Read all stories

[H3]
1200x

Faster "what-if" analysis delivery at NASA

Read the story

[H3]
72%

Reduction in recordable incident rate at Suffolk Construction

Read the story

[H3]
60%

Savings on cloud infrastructure costs at TruDiagnostic

Read the story

The Posit Platform

[H2]
Enable faster time-to-insight through a unified data science environment, apps publishing, and governance.

[H3] Develop & Iterate with Speed

Let data scientists use their preferred IDE (Positron, RStudio, VS Code, or Jupyter) in a centrally managed environment with scalable compute and runtime-aware AI assistance. IT stays in control of security and infrastructure while new team members produce insights on day one.

Explore Workbench

Explore Posit AI

Explore Positron

[H3] Fast & Secure Publishing

Replace fragmented deployment tools and dedicated DevOps overhead with a single publishing platform. Data scientists deploy apps, dashboards, APIs, and reports directly from their IDE while IT governs access, compliance, and security from one centralized console.

Explore Connect

Explore Connect Cloud

[H3] Govern & Securely Manage

Govern every R and Python package with curated repositories, vulnerability reports and blocking rules, and date-based snapshots that support regulatory compliance. Governance policies extend to AI coding assistants, ensuring their package recommendations stay within approved boundaries.

Explore Package Manager

[H2]

[IMG: white background]

[H2]
Partnering with the best data platforms

Snowflake

Run Posit natively within Snowpark Container Services for governed analytics where your data lives.

Learn more

AWS

Deploy Posit on Amazon SageMaker and EC2 with native IAM integration and scalable compute.

Learn more

Databricks

Integrate Posit with Databricks for unified data science across your lakehouse architecture.

Learn more

[H2]
See how leaders drive impact with Posit

Financial services
Pharma
Public sector
Manufacturing

View all case studies

[H3] Gen Re

Gen Re's underwriting team processes roughly 1,500 insurance submissions daily, and with Posit, what once took 30 minutes now takes 5. By unifying 230 data scientists and actuaries across 7 global offices on a single governed platform, Gen Re replaced fragmented spreadsheet workflows with scalable, auditable analytics built for a regulated global business.

See Full Story

[IMG: Video thumbnail of Matthew Montero, Chief Data Officer at Gen Re, discussing the company]

[H3] Air Miles

Air Miles transformed its data science workflow by moving from limited drag-and-drop tools to a professional environment powered by Posit Team. This shift allowed them to slash model runtimes from eight hours to just one while achieving a staggering 50% improvement in predictive accuracy for their personalized reward systems.

See Full Story

[IMG: An iphone screen showing the air miles app.]

[IMG: air miles logo]

[H3] Beneva

Learn how Beneva, Canada's largest insurance mutual, replaced fragile Excel/SAS workflows with a robust dev practice using Posit Team and Snowflake to deliver tools in months, not years.

See Full Story

[IMG: Beneva Customer Story featured image]

[H3] NMDP

NMDP is revolutionizing the transplant process by using machine learning to predict donor availability across its global registry of 42 million people. By leveraging Posit Connect and Snowflake to automate daily "Donor Readiness Scores," the organization empowers physicians to prioritize the most available matches, directly accelerating the path to life-saving cures.

See Full Story

[IMG: A man looking at a monitor that reads]

[H3] TruDiagnostic

TruDiagnostic faced an infrastructure challenge, managing the world's largest epigenetic dataset with fragmented tools. By adopting Posit Workbench with Amazon SageMaker, they empowered their scientists to control their computational resources with greater efficiency, unifying their R and Python environments. This transformation saved them a full year of product development time, cut their cloud infrastructure costs by 60%, and increased both their AI and statistical model training performance tenfold.

See Full Story

[IMG: Lab data displayed on computer screens]

[IMG: TruDiagnostic logo]

[H3] Novo Nordisk

Novo Nordisk is leading a paradigm shift in pharmaceutical research by successfully delivering its first FDA submission package featuring outputs created exclusively with R. By leveraging the Posit Team suite, their researchers have built a modern statistical computing environment that bridges R and Python to streamline clinical trial reporting and accelerate the delivery of chronic disease treatments.

See Full Story

[IMG: A man doing analytics work on a monitor]

[H3] DairyNZ

DairyNZ revolutionized its research and advocacy for over 11,000 farmers by replacing siloed Excel spreadsheets with a robust, Snowflake-powered data science environment. By leveraging Posit Team, they now deliver critical economic and pasture insights 4x faster, moving from 24-month delays to real-time, forward-looking tools for sustainable farming.

See Full Story

[IMG: A cow is in the foreground looking at the camera and another cow is eating grass in the background. Posit, Snowflake, and DairyNZ]

[H3] NASA

Leveraging a combination of Posit Team and Amazon Web Services (AWS), NASA's People Analytics Team provides the insight necessary for strategic workforce planning and dynamic scenario planning to assess the impact of internal and external factors on the capacity and capability of the organization’s human capital.

See Full Story

[IMG: Nasa Space Shuttle]

[IMG: NASA]

[H3] City of Reykjavik

The City of Reykjavík is leading a digital transformation by turning complex municipal data into intuitive "data products" that directly improve daily life for its residents. From predicting geothermal pool occupancy to automating waste collection schedules, the city's data science team uses Posit Connect to deliver rapid, transparent solutions that build public trust and enhance urban living.

See Full Story

[IMG: The blue lagoon in iceland]

[H3] Suffolk

Suffolk is one of the 25 largest general contractors in the United States. They manage some of the most complex, sophisticated projects, serving clients in every major industry sector, including healthcare, life sciences, education, gaming, transportation/aviation, federal government and public work, mission critical and commercial.

See Full Story

[IMG: Suffolk construction employee]

[H3] Dow

Dow is leveraging the power of data science to tackle the ambitious goal of reaching net-zero carbon emissions by 2050. By empowering over 300 "citizen data scientists" through Posit Academy and providing a low-barrier-to-entry environment with Posit Workbench, Dow is accelerating the innovation needed to push material science to its sustainable limits.

See Full Story

[IMG: Video thumbnail of James Wade, Research Scientist at Dow, discussing sustainability and innovation.]

[H3] Brown-Forman

Brown-Forman revolutionized its internal operations by empowering statisticians to become application developers and data engineers through the Posit Team suite. By automating manual reporting and financial modeling, they’ve replaced high-cost third-party SaaS contracts with custom, reproducible tools that save dozens of hours across the organization every month.

See Full Story

[IMG: A barrel room with text that says]

Previous Step
Next Step

Our mission

[H2]
We help the world make sense of data.

As a Public Benefit Corporation, we're committed to open source, your freedom of choice, and being a long-term partner you can count on. No vendor lock-in. No exit strategy. Just tools that work.

Discover our mission

[IMG: Aerial view of a car driving across a bridge with a focus on data visualizations around the car.]

[H2] All the resources you need to accelerate your data science journey

Content Library

[H3]
Guides & docs

DocumentationPosit AcademyCheatsheetsDemo gallery

[H3]
Insights & stories

Customer storiesEbooks & whitepapersWebinarsThe Test Set: Podcast

[H3]
Expertise & help

CommunitySupportEventsData Science Hangouts

[H2]
Ready to accelerate your data science impact?

See Pricing

[IMG: people working on computers]

Filter by:
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[IMG: Beneva Customer Story featured image]

[H3]
Beneva

Learn how Beneva, Canada's largest insurance mutual, replaced fragile Excel/SAS workflows with a robust...

Read more

[IMG: Shell customer story featured image]

[H3]
Shell

Discover how Shell partnered with the University of Glasgow to create GWSDAT—an open-source Shiny...

Read more

[IMG: CarFax and Posit customer story]

[H3]
CARFAX

See how CARFAX's data science team used NLP and Posit Team to automate manual...

Read more

[IMG: Doctor examining a medical chart]

[H3]
Children's Hospital

A top-ranked children's hospital is revolutionizing pediatric care by using Posit Team to accelerate...

Read more

[IMG: Image of phone displaying Pinterest search results]

[H3]
Pinterest

Pinterest’s People Analytics team transformed their workflow by deploying Posit Workbench natively within Snowflake...

Read more

[IMG: Man looking at data visualizations on screens.]

[H3]
ACES

ACES manages the immense complexity of U.S. energy markets by overseeing more than 1,000...

Read more

[IMG: Lab data displayed on computer screens]

[IMG: TruDiagnostic logo]

[H3]
TruDiagnostic

TruDiagnostic faced an infrastructure challenge, managing the world's largest epigenetic dataset with fragmented tools...

Read more

[IMG: Birds eye view of business professionals walking]

[H3]
KS&R

KS&R transformed its market research reporting by replacing manual, legacy workflows with an automated...

Read more

[IMG: Video thumbnail of Matthew Montero, Chief Data Officer at Gen Re, discussing the company]

[H3]
Gen Re

Gen Re's underwriting team processes roughly 1,500 insurance submissions daily, and with Posit, what...

Read more

Databot has transformed how we approach exploratory analysis, rapidly iterating through questions while keeping the human expert in control. It's AI that works alongside you, not instead of you.

Matthias Mueller
Director of Data Science & Analytics, Brilliant Earth

Posit has delivered an IDE that truly treats R and Python as equals—no more juggling environments or losing momentum when switching languages.

Kevin Dalton
Data Scientist, Great American Insurance

Having our team working in the same environment (Posit Workbench) and publishing to a single location (Posit Connect) has been unimaginably beneficial for not only our team, but our entire organization.

Rylan Murry
Manager of Data and Analytics, Nebraska Methodist Health System

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[H2] Cloud-native data science solutions.

Develop faster with elastic cloud compute

Build AI-powered applications with Bedrock

Reduce cost and consolidate governance

[H3] Develop faster with elastic cloud compute
Launch pre-configured IDE sessions on dynamic EC2 instances via SageMaker easily. Independent sessions ensure heavy ML training doesn't impact others. Workbench-managed credentials integrate with IAM Roles, eliminating manual setup.

[IMG: Posit and Amazon Bedrock]

Learn more

[H3] Build AI-powered applications with Bedrock
Posit Connect integrates with Amazon Bedrock, allowing data scientists to deploy AI-powered analytics dashboards using R and Python. Positron also connects to Bedrock for context-aware AI coding assistance. Build and deploy production-grade AI applications without leaving your workflow.

[IMG: Posit on AWS]

Learn more

[H3] Reduce cost and consolidate governance
Pay only for the compute your team uses; elastic scaling eliminates the waste of always-on on-premises servers. Purchase Posit Team via AWS Marketplace, drawing down existing committed spend. Posit Package Manager integrates with IAM, supports air-gapped environments, OIDC-based SSO, and reproducible date-based snapshots for regulated industries.

[IMG: Posit and Amazon Sagemaker]

Read more

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The powerful combination of AWS cloud capabilities and Posit’s integrated analytics workbench has accelerated our product delivery lifecycle, transforming our office from a conventional reporting function into an agile, AI-driven analytics innovation hub.

David Meza
Head of Analytics and OCHCO/Branch Chief, People Analytics, NASA

Read the story

[IMG: David Meza headshot]

[IMG: Posit AWS customer story background image: NASA]

The best innovation happens when scientists can follow their curiosity without infrastructure constraints. Posit Workbench gave us the ability to have RStudio on a highly scalable service of AWS SageMaker without the hassle of architecture management.

Dr. Varun Dwaraka PhD
Director of Research, TruDiagnostic

Read the story

[IMG: Dr. Varun Dwaraka PhD headshot]

[IMG: Posit AWS customer story background image: Trudiagnostics]

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[H2]
See Posit + AWS in action

Commercial enterprise offerings

[H3]
How to use natural language data science with RStudio and Amazon SageMaker

Integrate Amazon Bedrock LLMs into RStudio on SageMaker using the gander package to enhance...

Read more

[IMG: ​​Building Agentic AI applications with Positron and AWS Strands Agents webinar thumbnail image]

Webinar

[H3]
​​Building Agentic AI applications with Positron and AWS Strands Agents

AWS Strands Agents is an open source SDK that takes a model-driven approach to building and running AI agents in just a few lines of code. Strands scales from simple to complex agent use cases, and from local development to deployment in production. Streamlit is a popular and straightforward option for quickly turning data analysis into shareable, interactive applications.

Read more

[IMG: From Wrangling to Insight: Human-in-the-Loop AI for Analytics webinar thumbnail]

Webinar

[H3]
From Wrangling to Insight: Human-in-the-Loop AI for Analytics

Learn how AWS and Posit are helping data teams accelerate time-to-insight with human-in-the-loop (HITL) AI by balancing automation with human expertise for faster, more trusted results.

Read more

[H2]
Take the next step

Interested in seeing how Posit and AWS work together? We'll show you how teams in your industry are deploying data science in the cloud and answer any technical or commercial questions you have.

Let's chat

[IMG: Blue-tinted background of business people with a bright inset focus on a man pointing at a laptop.]

[H2] The data science code editor. AI-Powered, human driven.
Move from question to insight to analysis, model or application faster than ever before. Positron is the free code editor made specifically for data science and analysis with Python and R.

Explore Positron

Play video Introducing Positron – The Data Science Code Editor - Short Version

[H2] posit::conf(2026) in Houston this September!
Join us for three days of workshops, keynotes, talks, and community events.

Register now

[IMG: Promotional graphic for posit::conf(2026) in Houston, September 14–16. The illustration features a retro-style desktop computer in a vibrant lime green and navy blue color palette. Wires from the computer transition into a hand-drawn illustration of hands knitting or weaving. Small blue icons representing settings, delivery, networking, and a rocket ship are displayed alongside pixelated patterns.]

[H2] Posit AI: Think first. Code second.
Introducing an entirely new way to work with data. Posit AI embeds a specialized agent directly into Positron and RStudio, transforming your IDE into a powerful collaborator for data analysis.

LEARN ABOUT POSIT AI

[IMG: Posit AI logo]

Previous Step
Next Step

Results

[H2] Outcomes you can measure, not just promise.

From faster insights to reduced risk, Posit customers achieve measurable impact across industries.

Read all stories

[H3]
1200x

Faster "what-if" analysis delivery at NASA

Read the story

[H3]
72%

Reduction in recordable incident rate at Suffolk Construction

Read the story

[H3]
60%

Savings on cloud infrastructure costs at TruDiagnostic

Read the story

The Posit Platform

[H2]
Enable faster time-to-insight through a unified data science environment, apps publishing, and governance.

[H3] Develop & Iterate with Speed

Let data scientists use their preferred IDE (Positron, RStudio, VS Code, or Jupyter) in a centrally managed environment with scalable compute and runtime-aware AI assistance. IT stays in control of security and infrastructure while new team members produce insights on day one.

Explore Workbench

Explore Posit AI

Explore Positron

[H3] Fast & Secure Publishing

Replace fragmented deployment tools and dedicated DevOps overhead with a single publishing platform. Data scientists deploy apps, dashboards, APIs, and reports directly from their IDE while IT governs access, compliance, and security from one centralized console.

Explore Connect

Explore Connect Cloud

[H3] Govern & Securely Manage

Govern every R and Python package with curated repositories, vulnerability reports and blocking rules, and date-based snapshots that support regulatory compliance. Governance policies extend to AI coding assistants, ensuring their package recommendations stay within approved boundaries.

Explore Package Manager

[H2]

[IMG: white background]

[H2]
Partnering with the best data platforms

Snowflake

Run Posit natively within Snowpark Container Services for governed analytics where your data lives.

Learn more

AWS

Deploy Posit on Amazon SageMaker and EC2 with native IAM integration and scalable compute.

Learn more

Databricks

Integrate Posit with Databricks for unified data science across your lakehouse architecture.

Learn more

[H2]
See how leaders drive impact with Posit

Financial services
Pharma
Public sector
Manufacturing

View all case studies

[H3] Gen Re

Gen Re's underwriting team processes roughly 1,500 insurance submissions daily, and with Posit, what once took 30 minutes now takes 5. By unifying 230 data scientists and actuaries across 7 global offices on a single governed platform, Gen Re replaced fragmented spreadsheet workflows with scalable, auditable analytics built for a regulated global business.

See Full Story

[IMG: Video thumbnail of Matthew Montero, Chief Data Officer at Gen Re, discussing the company]

[H3] Air Miles

Air Miles transformed its data science workflow by moving from limited drag-and-drop tools to a professional environment powered by Posit Team. This shift allowed them to slash model runtimes from eight hours to just one while achieving a staggering 50% improvement in predictive accuracy for their personalized reward systems.

See Full Story

[IMG: An iphone screen showing the air miles app.]

[IMG: air miles logo]

[H3] Beneva

Learn how Beneva, Canada's largest insurance mutual, replaced fragile Excel/SAS workflows with a robust dev practice using Posit Team and Snowflake to deliver tools in months, not years.

See Full Story

[IMG: Beneva Customer Story featured image]

[H3] NMDP

NMDP is revolutionizing the transplant process by using machine learning to predict donor availability across its global registry of 42 million people. By leveraging Posit Connect and Snowflake to automate daily "Donor Readiness Scores," the organization empowers physicians to prioritize the most available matches, directly accelerating the path to life-saving cures.

See Full Story

[IMG: A man looking at a monitor that reads]

[H3] TruDiagnostic

TruDiagnostic faced an infrastructure challenge, managing the world's largest epigenetic dataset with fragmented tools. By adopting Posit Workbench with Amazon SageMaker, they empowered their scientists to control their computational resources with greater efficiency, unifying their R and Python environments. This transformation saved them a full year of product development time, cut their cloud infrastructure costs by 60%, and increased both their AI and statistical model training performance tenfold.

See Full Story

[IMG: Lab data displayed on computer screens]

[IMG: TruDiagnostic logo]

[H3] Novo Nordisk

Novo Nordisk is leading a paradigm shift in pharmaceutical research by successfully delivering its first FDA submission package featuring outputs created exclusively with R. By leveraging the Posit Team suite, their researchers have built a modern statistical computing environment that bridges R and Python to streamline clinical trial reporting and accelerate the delivery of chronic disease treatments.

See Full Story

[IMG: A man doing analytics work on a monitor]

[H3] DairyNZ

DairyNZ revolutionized its research and advocacy for over 11,000 farmers by replacing siloed Excel spreadsheets with a robust, Snowflake-powered data science environment. By leveraging Posit Team, they now deliver critical economic and pasture insights 4x faster, moving from 24-month delays to real-time, forward-looking tools for sustainable farming.

See Full Story

[IMG: A cow is in the foreground looking at the camera and another cow is eating grass in the background. Posit, Snowflake, and DairyNZ]

[H3] NASA

Leveraging a combination of Posit Team and Amazon Web Services (AWS), NASA's People Analytics Team provides the insight necessary for strategic workforce planning and dynamic scenario planning to assess the impact of internal and external factors on the capacity and capability of the organization’s human capital.

See Full Story

[IMG: Nasa Space Shuttle]

[IMG: NASA]

[H3] City of Reykjavik

The City of Reykjavík is leading a digital transformation by turning complex municipal data into intuitive "data products" that directly improve daily life for its residents. From predicting geothermal pool occupancy to automating waste collection schedules, the city's data science team uses Posit Connect to deliver rapid, transparent solutions that build public trust and enhance urban living.

See Full Story

[IMG: The blue lagoon in iceland]

[H3] Suffolk

Suffolk is one of the 25 largest general contractors in the United States. They manage some of the most complex, sophisticated projects, serving clients in every major industry sector, including healthcare, life sciences, education, gaming, transportation/aviation, federal government and public work, mission critical and commercial.

See Full Story

[IMG: Suffolk construction employee]

[H3] Dow

Dow is leveraging the power of data science to tackle the ambitious goal of reaching net-zero carbon emissions by 2050. By empowering over 300 "citizen data scientists" through Posit Academy and providing a low-barrier-to-entry environment with Posit Workbench, Dow is accelerating the innovation needed to push material science to its sustainable limits.

See Full Story

[IMG: Video thumbnail of James Wade, Research Scientist at Dow, discussing sustainability and innovation.]

[H3] Brown-Forman

Brown-Forman revolutionized its internal operations by empowering statisticians to become application developers and data engineers through the Posit Team suite. By automating manual reporting and financial modeling, they’ve replaced high-cost third-party SaaS contracts with custom, reproducible tools that save dozens of hours across the organization every month.

See Full Story

[IMG: A barrel room with text that says]

Previous Step
Next Step

Our mission

[H2]
We help the world make sense of data.

As a Public Benefit Corporation, we're committed to open source, your freedom of choice, and being a long-term partner you can count on. No vendor lock-in. No exit strategy. Just tools that work.

Discover our mission

[IMG: Aerial view of a car driving across a bridge with a focus on data visualizations around the car.]

[H2] All the resources you need to accelerate your data science journey

Content Library

[H3]
Guides & docs

DocumentationPosit AcademyCheatsheetsDemo gallery

[H3]
Insights & stories

Customer storiesEbooks & whitepapersWebinarsThe Test Set: Podcast

[H3]
Expertise & help

CommunitySupportEventsData Science Hangouts

[H2]
Ready to accelerate your data science impact?

See Pricing

[IMG: people working on computers]