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CASE STUDIES

Case Studies

We are experts in complex workflows across a range of industries. Learn how we’re helping enterprises realize the full potential of their technology and transform their businesses.

25% of Fortune 50 companies trust Sama to help them deliver industry-leading ML models

Ecommerce leader taps Sama to improve search relevance
FEATURED CASE STUDY

Ecommerce leader taps Sama to improve search relevance

A market leader in online retail delivery struggled to maintain the accuracy of its extensive product catalog, which included millions of items from multiple retailers. They relied on their foundational model to generate new product listings, including images and details, but it often produced errors.

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How an OEM used Sama to improve a Multi-Class Object Detection (MCOD) System

How an OEM used Sama to improve a Multi-Class Object Detection (MCOD) System

An automotive OEM needed annotations for millions of samples for semantic segmentation, object tracking, and object detection.

2-pixel

tolerance

98%

Quality SLA

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Ecommerce leader taps Sama to improve search relevance

Ecommerce leader taps Sama to improve search relevance

A market leader in online retail delivery struggled to maintain the accuracy of its extensive product catalog, which included millions of items from multiple retailers. They relied on their foundational model to generate new product listings, including images and details, but it often produced errors.

1%

‍increased YoY AOV

4M

‍products

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High-Quality Labels Power Accurate Search for Walmart’s 385 Million Online Visitors

High-Quality Labels Power Accurate Search for Walmart’s 385 Million Online Visitors

When Walmart set out to improve search relevance on their online store, they needed a labeling partner who could scale with demand without sacrificing quality.

98%

Improved retail store item coverage from 91-98%

+

More accurate search results and better user experiences

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How a Top German OEM Increased Assembly Line Efficiency by 4x with Sama

How a Top German OEM Increased Assembly Line Efficiency by 4x with Sama

A major German OEM wanted to improve their quality inspection process on the assembly line by implementing cameras, instead of humans, to detect issues before the vehicles left the factory.

4x

assembly line efficiency

Decrease

in overall project costs

‍

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Increasing Accuracy and Clarity in Multi-Modal Captioning

Increasing Accuracy and Clarity in Multi-Modal Captioning

A pioneer in multi-modal metadata search needed a partner to help them fine tune their model to improve natural language processing. Relying on full automation to write captions did not yield accurate results. Not only did automation lack the nuance required to translate highly subjective inputs into concise and accurate captions, but fully automating the process led to errors and hallucinations in the model.

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How a Fortune 500 Tech Leader Accelerated Gen AI Model Performance with Sama

How a Fortune 500 Tech Leader Accelerated Gen AI Model Performance with Sama

Internationally known for its popular content sharing mobile apps, a Global Fortune 500 company wanted to improve its foundation models for the North American market. The technology company had several projects they wanted to tackle around caption writing and prompt and response evaluation but lacked the expertise in both context and English language proficiency to achieve the high model accuracy they required.

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Global HR SaaS Leader Uses Sama to Improve Candidate Matching Algorithm

Global HR SaaS Leader Uses Sama to Improve Candidate Matching Algorithm

Because job candidates are able to describe their skills and experiences in an infinite number of ways, their model had difficulty delineating the skills and normalizing them against the company’s internal terminology. To improve the quality of their matching, the software company tapped Sama to help support two annotation workflows, providing named entity recognition (NER) and named entity normalization (NEN) using a three-annotator consensus approach.

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Sama’s CSR Audit Sets the Benchmark

Sama’s CSR Audit Sets the Benchmark

Wanting to ensure that its own supply chain providers were upholding Corporate Social Responsibility (CSR) standards, a major automotive and engineering supplier conducted a CSR audit of Sama using the EU’s Corporate Sustainability Due Diligence Directive (CSDDD). Sama scored 98.6%–such an outstanding score that we’re now the auditor’s industry benchmark.

98.6% CSR audit score

5 CSDDD Components

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Gen AI Model Evaluation for Custom Ad Imagery

Gen AI Model Evaluation for Custom Ad Imagery

A leading Fortune 100 company with an advertising division wanted to scale custom ad imagery by leveraging AI. Their objective was to integrate custom-generated, contextual backgrounds into product ads so that products don't just sit against a backdrop, but belong there.

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Gen AI Prompt & Output Evaluation For Search Algorithms

Gen AI Prompt & Output Evaluation For Search Algorithms

A Fortune 100 technology company wanted to fine-tune its search algorithm and elevate its AI-augmented search experience, delivering natural and engaging answers to users’ questions.

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Validating Generative AI Image Masking Model Outputs

Validating Generative AI Image Masking Model Outputs

A Fortune 100 company with a significant presence in the advertising sector was looking to improve its image masking model to generate isolated images of products.

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How Indoor Robotics Improved Training Data To Enhance Model Performance

How Indoor Robotics Improved Training Data To Enhance Model Performance

Indoor Robotics utilizes advanced robotics technology to revolutionize indoor security and monitoring, effectively tackling these challenges.

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Orbisk is Using Accurate AI to Help Restaurants Reduce Food Waste Up to 70%

Orbisk is Using Accurate AI to Help Restaurants Reduce Food Waste Up to 70%

Orbisk partnered with Sama to label the data that fuels their AI-powered food waste monitoring solution, empowering chefs and restaurant managers with data-driven insights to help them shrink food waste by as much as 70%.

200K

KG of food saved from landfills to date

70%

Reduction in food waste for key clients

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Swift Cost-Effectively Scaled Annotations Without Compromising Accuracy

Swift Cost-Effectively Scaled Annotations Without Compromising Accuracy

The Swift Skin and Wound mobile app brings AI to the bedside to help patients and clinicians monitor wound health. Swift partnered with Sama to cost-effectively scale annotations for their CV model, without compromising the clinician-level accuracy they needed.

97%

Average internal Quality Score

230%

Increase in throughput (week 1 vs week 10)

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Accurate Data Labeling Powers the Volumental Shoe Sizing App

Accurate Data Labeling Powers the Volumental Shoe Sizing App

Volumental produces shoe recommendations for millions of shoppers by leveraging a combination of 3D foot scans, retail purchase data, and AI. Their team partnered with Sama to label the datasets that fuel the computer vision technology for their mobile foot scanning app.

97.8%

Average Quality Score

+

More loyal customers and fewer returns

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PolyPerception’s Accurate Data Gives Sorting Facilities Better Waste Stream Visibility

PolyPerception’s Accurate Data Gives Sorting Facilities Better Waste Stream Visibility

PolyPerception partnered with Sama to help fuel their AI-powered waste management platform, which gives plastics and material recovery facilities better visibility into their waste streams so they can operate more efficiently and responsibly.

1M+

Millions of waste objects labeled

99%

Average Quality Score of 99%

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How Sama’s Accurate AI is Helping Blind Runners Run Independently

How Sama’s Accurate AI is Helping Blind Runners Run Independently

Project Guideline — an early-stage research project by Google that explores how on-device machine learning can help people with reduced vision walk and run for exercise independently — partnered with Sama to help fuel their experimental technology.

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Sama Powers Tribe Dynamics to Measure Your Influencer Marketing Efforts

Sama Powers Tribe Dynamics to Measure Your Influencer Marketing Efforts

Tribe Dynamics helps leading global brands operationalize, scale, and measure their influencer programs. Since 2017, Sama has powered this technology, training Tribe’s algorithms to better serve global brands.

4x

Volume of data Tribe Dynamics can provide its customers

>99%

Consistent Quality SLA of >99%

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How Vulcan is Using AI for Wildlife Conservation

How Vulcan is Using AI for Wildlife Conservation

Vulcan is committed to using AI for wildlife conservation in order to better protect wild plant and animal species and their habitat. To power their technology, they needed uncompromisingly high-quality data.

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