AI Development Company - AI Solutions & Big Data - Addepto

We specialize in delivering custom-made AI solutions and Machine Learning services tailored to meet even the most niche industries.

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AI Development Company - AI Solutions & Big Data - Addepto 网站预览

详细内容

Introducing ContextClue Graph Builder — an open-source toolkit that extracts knowledge graphs from PDFs, reports, and tabular data!

Our clients

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Our core capabilities

AI Consulting\
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Create the AI strategy with expert guidance, identify the most impactful AI opportunities for your business, and chart a clear path to AI implementation.\
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Generative AI Development\
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Empower your systems to interpret and act on visual data with human-like accuracy to enhance decision-making and automate visual tasks.\
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ContextClue\
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Empower your workforce with an intelligent AI assistant that breaks enhance knowledge management processes, enabling seamless information retrieval, semantic search, and automated summarization.\
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Computer Vision Solutions\
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Leverage our expertise to adapt cutting-edge, general-purpose Generative AI models into tailored solutions that address your unique business challenges.\
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Data Engineering Services\
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Transform raw data into actionable insights with robust data pipelines and infrastructure, enabling data-driven decision-making across your organization.\
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MLOps\
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Streamline your machine learning lifecycle, from development to deployment, ensuring faster time-to-market and reliable, scalable AI solutions.\
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Customer stories

Incremental AWS Migration

A company that developed a platform aimed at increasing eCommerce sales through the recovery of abandoned shopping carts struggled with handling the increased data volume on its current hosting. Consequently, the company decided to migrate to AWS but wanted to do so incrementally to ensure the integ...

Our newly developed system enables all the microservices required for PDF generation to operate in parallel, dramatically slashing the time that was required to generate a batch of PDFs. This innovation not only boosted efficiency, resilience and fault-tolerance, but also elevated scalability. Now, it can handle huge spikes of job load in a quick manner, which could cause the old system to time out.

Piotr Danielczyk Senior Data Engineer at Addepto

read more\
about Home

Automated AI Image Quality Detection Engine for Retail

Teezily, the French-based but globally operating eCommerce company with a unique business model, was looking for an AI solution to improve its performance by automating processes.
Addepto Team delivered the computer vision engine for image detection, and proved itself to be a reliable partner in imp...

Teezily had no in-house AI team, but the company was deeply aware of AI potential, so the collaboration was very smooth. We decided to harness the sota computer vision algorithms and build an AI engine able to be incorporated into the Teezily eCommerce system.

Wojciech Drężek Data Scientist – Addepto

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about Home

Upgrading AI Into the Production-ready Stage with Microservice-based MLOps

A multinational company providing a complete marketing automation SaaS platform was already familiar with Machine Learning and Artificial intelligence but was looking for a way to bring its AI algorithm to the next production-ready level.
Addepto turned out to be the best partner to do that.
...

read more\
about Home

Text Summarization with the OpenAI API

Text summarization plays a crucial role in news aggregation, document indexing, information retrieval, and content generation by helping users quickly grasp the essence of content without reading the entire text. It aims to save time and effort.
Summarization techniques are employed in natural langu...

read more\
about Home

Passenger Experience AI Assistance Bot

Aiming to upgrade air transport communications and information technology, the client, a global leader in the field, embarked on an ambitious project aimed at simplifying the airport experience for passengers.
With a focus on leveraging Generative AI to boost customer service, the company partnered ...

By leveraging cutting-edge AI, including Generative AI for customer service enhancement and facial recognition for security, we aimed to create a seamless, stress-free airport journey. We focused on connecting all the elements into one solution designed to effectively solve a very specific business problem.

Volodymyr Kepsha Senior Data Scientist at Addepto

read more\
about Home

AI-Based Demand Forecasting in Parcel Delivery

Demand forecasting plays a crucial role in the efficient and effective operation of parcel delivery services. As the e-commerce industry continues to grow rapidly, fueled by shifting consumer behaviors and increased online shopping, parcel delivery companies face mounting pressure to accurately pred...

I enjoy working in Addepto because of the challenging tasks that require the use of cutting-edge technologies. In Addepto, we have a friendly environment that makes you feel comfortable and appreciated.

Volodymyr Senior Data Scientist – Addepto

read more\
about Home

Incremental AWS Migration

Piotr Danielczyk Senior Data Engineer at Addepto

read more\
about Home

Automated AI Image Quality Detection Engine for Retail

Wojciech Drężek Data Scientist – Addepto

read more\
about Home

Upgrading AI Into the Production-ready Stage with Microservice-based MLOps

read more\
about Home

Text Summarization with the OpenAI API

read more\
about Home

Passenger Experience AI Assistance Bot

Volodymyr Kepsha Senior Data Scientist at Addepto

read more\
about Home

AI-Based Demand Forecasting in Parcel Delivery

Volodymyr Senior Data Scientist – Addepto

read more\
about Home

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Industry expertise

Your industry isn't here? That’s not a problem!

Let's talk

AI for Aviation Industry

We have extensive experience in developing AI solutions tailored for the aviation industry, focusing on enhancing passenger experiences, optimizing operations, and leveraging data analytics to align with your business goals.

Our advanced technologies address unique challenges through digital twins for predictive maintenance, computer vision for improved baggage handling and security, and AI-driven analytics for personalized passenger services and operational efficiency.

AI for Venture Capital and Private Equity

At Addepto, we possess extensive expertise in the Private Investment sector, enabling us to effectively navigate its complexities and address the unique challenges faced by investment professionals.

Our proficiency in AI technologies tailored for Private Equity includes predictive analytics for market forecasting, due diligence automation through natural language processing, portfolio optimization using real-time data, and sentiment analysis from various sources.

We adopt tailored methodologies to ensure that our AI solutions align with your specific investment strategies, delivering results efficiently and cost-effectively while empowering you to achieve your business objectives.

Machine Learning services and Analytics in Finance

We develop AI solutions for the finance and insurance sectors, using data science to drive decision-making, efficiency, and customer satisfaction. Our AI systems generate data-driven insights, detecting trends and risks for strategic decisions, and employ machine learning to monitor transactions for fraud prevention.

We streamline underwriting with predictive risk assessments for accurate pricing and customer segmentation. Through behavior analysis, we enable personalized offerings, enhancing customer engagement. Our generative AI supports efficient document processing and knowledge management, optimizing workflows. Committed to data security, we implement robust, regulatory-compliant measures to protect sensitive information.

Data Engineering & Machine Learning in Manufacturing

We leverage advanced AI technologies to optimize key aspects of manufacturing, from predictive maintenance to quality control. Our AI systems analyze real-time sensor data and historical metrics, allowing manufacturers to proactively schedule maintenance, reduce unplanned downtime, and extend equipment lifespan. Through

AI-driven quality control, machine learning algorithms inspect products for defects in real-time, ensuring high-quality output and minimizing waste. Production optimization uses data on production rates, demand, and resources to create efficient schedules and improve inventory management, while our energy management tools analyze consumption patterns to reduce waste, lower costs, and predict future energy needs.

AI for Retail Industry

With deep expertise in retail-focused AI, we enhance both eCommerce and in-store experiences through tailored solutions. Our AI tools drive personalized shopping via targeted product recommendations, boost engagement with visual search, and streamline 24/7 customer support using chatbots.

We optimize inventory management with predictive analytics, reducing costs and ensuring stock availability, while our computer vision technology provides insights into in-store shopping patterns, enabling better layouts and experiences. Focused on efficiency and alignment with your goals, we deliver cost-effective, impactful AI solutions without unnecessary delays.

AI and Data Engineering in Logistics

At Addepto, we bring extensive experience in developing AI solutions for the logistics industry, spanning aviation and maritime optimization, security enhancements, and advanced data analytics. With a focus on practical technology integration, we prioritize delivering impactful, sustainable solutions. Our AI-powered route optimization minimizes fuel use and maintenance costs, improving operational efficiency while reducing carbon emissions.

Demand forecasting with predictive analytics optimizes dispatch accuracy and inventory management, helping logistics companies lower costs. In warehousing, our AI and robotics solutions streamline operations, enhancing speed and efficiency. Our computer vision systems improve safety and accuracy by automatically reading barcodes, detecting stock locations, and monitoring environments in real-time.

Aviation

Private Investments

Finance & Insurance

Manufacturing

Retail

Logistics

ContextClue

ContextClue is our innovative product powered by Generative AI that provides automated text analysis, document creation based on templates and information retrieval.

Learn more

Cooperation models

Let’s work together

Solution providing

We deliver partially-ready or tailor-made data solutions that comprehensively handle our clients' specific business with given time and budget.

The solution-based collaboration allows our clients to reduce the risk implied by implementing large-scale projects.

Collaborative model

Our team joins forces with the client's team to build solution fully aligned with the business goals and in-house needs of the company.

Close in-house and outsourced teams' collaboration allow for avoiding building generic solutions by narrowing the knowledge gap and overstepping potential biases.

Managed & Delivery Services

As the next level after solution providing, managed & delivery services entail entrusting the whole AI or data management system to Addepto.

In this case, we take full responsibility for tech-relatated issues including requirements management, engineering, test, and operations, providing our clients a ready-to-use end prodcts.

We are flexible!

You need a more unique approach?

Drop us a line and we will find a model

that suits you best.

Company insights

Learn more about how instabase is revolutionizing operational productivity

Resources

Articles

[\
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Artificial Intelligence\
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  ChatGPT: Everything you should know about this AI-driven technology \
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  One glance at social media is enough to see the hype surrounding the so-called "Generative AI" and indicate the main cha...\
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  ](https://addepto.com/resources/chatgpt-everything-you-should-know-about-this-ai-driven-technology/)

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Artificial Intelligence\
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  How AI Consulting works. Explained by Addepto \
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  In this white paper, we aim to provide a comprehensive overview of the AI consulting process, focusing specifically on t...\
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  ](https://addepto.com/resources/how-ai-consulting-works-explained-by-addepto/)

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Artificial Intelligence\
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Data Science\
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  How we Cut Transportation Costs and Optimized Logistics using Data & AI \
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  Driving changes through AI & Data solutions\
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  DOWNLOAD\
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  Addepto team managed to:\
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  Reduce transportation and...\
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  Download\
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  ](https://addepto.com/resources/how-we-cut-transportation-costs-and-optimized-logistics-using-data-ai/)

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Artificial Intelligence\
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  Logistics & Transportation optimization with AI \
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  Businesses are increasingly reshaping their mindset, looking for solutions to secure and develop shorter supply chains w...\
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  Download\
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  ](https://addepto.com/resources/logistics-transportation-optimization-with-ai/)

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Artificial Intelligence\
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  Supply Chain Management Optimization with AI & Data solutions \
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  What’s in the ebook?\
  Learn about our solutions dedicated to Supply Chain Management Optimization.\
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  Smart inventor...\
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  Download\
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  ](https://addepto.com/resources/supply-chain-management-optimization/)

[\
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Artificial Intelligence\
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  How LLM-powered IDP supports knowledge management \
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  In this eBook, we provide a comprehensive overview of ContextClue, our AI-powered document analysis tool. Discover how i...\
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  Download\
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  ](https://addepto.com/resources/how-llm-powered-idp-supports-knowledge-management/)

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Data Science\
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  Databricks: Bridging the Gap in Big Data \
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  Unveil the transformative power of Databricks with our comprehensive guide. Understand how it amalgamates data engineeri...\
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  Download\
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  ](https://addepto.com/resources/databricks-bridging-the-gap-in-big-data/)

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Artificial Intelligence\
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  AI Document Analysis in Business: Benefits & Uses Cases \
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  Unlock the Power of AI-Driven Document Analysis\
  Dive into our comprehensive whitepaper on AI-driven document analysis a...\
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  Download\
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  ](https://addepto.com/resources/ai-document-analysis-in-business-benefits-uses-cases/)

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Artificial Intelligence\
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  AI in Business | Global Trends Report 2023 \
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  We are thrilled to release our newest ebook "AI in Business | Global Trends Report 2023” that we prepared based on the...\
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  Download\
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  ](https://addepto.com/resources/ai-in-business-global-trends-report-2023/)

[\
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Artificial Intelligence\
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- *\
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  ChatGPT: Everything you should know about this AI-driven technology \
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- *\
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  One glance at social media is enough to see the hype surrounding the so-called "Generative AI" and indicate the main cha...\
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- *\
  \
  Download\
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- *\
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  ](https://addepto.com/resources/chatgpt-everything-you-should-know-about-this-ai-driven-technology/)

[\
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Artificial Intelligence\
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- *\
  \
- *\
  \
  How AI Consulting works. Explained by Addepto \
  \
- *\
  \
  In this white paper, we aim to provide a comprehensive overview of the AI consulting process, focusing specifically on t...\
  \
- *\
  \
  Download\
  \
  \
- *\
  \
- *\
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  ](https://addepto.com/resources/how-ai-consulting-works-explained-by-addepto/)

[\
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Artificial Intelligence\
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Data Science\
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- *\
  \
- *\
  \
  How we Cut Transportation Costs and Optimized Logistics using Data & AI \
  \
- *\
  \
  Driving changes through AI & Data solutions\
  \
  DOWNLOAD\
  \
  Addepto team managed to:\
  \
  Reduce transportation and...\
  \
- *\
  \
  Download\
  \
  \
- *\
  \
- *\
  \
  ](https://addepto.com/resources/how-we-cut-transportation-costs-and-optimized-logistics-using-data-ai/)

[\
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Artificial Intelligence\
\

- *\
  \
- *\
  \
  Logistics & Transportation optimization with AI \
  \
- *\
  \
  Businesses are increasingly reshaping their mindset, looking for solutions to secure and develop shorter supply chains w...\
  \
- *\
  \
  Download\
  \
  \
- *\
  \
- *\
  \
  ](https://addepto.com/resources/logistics-transportation-optimization-with-ai/)

[\
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Artificial Intelligence\
\

- *\
  \
- *\
  \
  Supply Chain Management Optimization with AI & Data solutions \
  \
- *\
  \
  What’s in the ebook?\
  Learn about our solutions dedicated to Supply Chain Management Optimization.\
  \
  Smart inventor...\
  \
- *\
  \
  Download\
  \
  \
- *\
  \
- *\
  \
  ](https://addepto.com/resources/supply-chain-management-optimization/)

[\
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Artificial Intelligence\
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- *\
  \
- *\
  \
  How LLM-powered IDP supports knowledge management \
  \
- *\
  \
  In this eBook, we provide a comprehensive overview of ContextClue, our AI-powered document analysis tool. Discover how i...\
  \
- *\
  \
  Download\
  \
  \
- *\
  \
- *\
  \
  ](https://addepto.com/resources/how-llm-powered-idp-supports-knowledge-management/)

[\
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Data Science\
\

- *\
  \
- *\
  \
  Databricks: Bridging the Gap in Big Data \
  \
- *\
  \
  Unveil the transformative power of Databricks with our comprehensive guide. Understand how it amalgamates data engineeri...\
  \
- *\
  \
  Download\
  \
  \
- *\
  \
- *\
  \
  ](https://addepto.com/resources/databricks-bridging-the-gap-in-big-data/)

[\
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Artificial Intelligence\
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- *\
  \
- *\
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  AI Document Analysis in Business: Benefits & Uses Cases \
  \
- *\
  \
  Unlock the Power of AI-Driven Document Analysis\
  Dive into our comprehensive whitepaper on AI-driven document analysis a...\
  \
- *\
  \
  Download\
  \
  \
- *\
  \
- *\
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  ](https://addepto.com/resources/ai-document-analysis-in-business-benefits-uses-cases/)

[\
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Artificial Intelligence\
\

- *\
  \
- *\
  \
  AI in Business | Global Trends Report 2023 \
  \
- *\
  \
  We are thrilled to release our newest ebook "AI in Business | Global Trends Report 2023” that we prepared based on the...\
  \
- *\
  \
  Download\
  \
  \
- *\
  \
- *\
  \
  ](https://addepto.com/resources/ai-in-business-global-trends-report-2023/)

[\
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Artificial Intelligence\
\

- *\
  \
- *\
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  ChatGPT: Everything you should know about this AI-driven technology \
  \
- *\
  \
  One glance at social media is enough to see the hype surrounding the so-called "Generative AI" and indicate the main cha...\
  \
- *\
  \
  Download\
  \
  \
- *\
  \
- *\
  \
  ](https://addepto.com/resources/chatgpt-everything-you-should-know-about-this-ai-driven-technology/)

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[\
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Generative AI\
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Artificial Intelligence\
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  July 18, 2023\
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  Privacy Concerns in AI-Driven Document Analysis: How to manage the confidentiality? \
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  As the adoption of AI-driven tools grows, so do the privacy concerns associated with handling sensitive and confidential...\
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- *](https://addepto.com/blog/privacy-concerns-in-ai-driven-document-analysis-how-to-manage-the-confidentiality/)

[\
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Artificial Intelligence\
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  March 28, 2025\
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  AI Document Analysis: How AI Transforms Document Processing \
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  Data is the lifeblood of many organizations today. However, despite the technological advances the world has made in rec...\
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- *](https://addepto.com/blog/how-ai-is-revolutionizing-document-analysis-a-comprehensive-guide/)

[\
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Generative AI\
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  June 29, 2023\
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  How can generative AI transform and accelerate your internal processes \
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  Following Microsoft's investment in OpenAI and Google's release of Bard, many discussions have emerged about how generat...\
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- *](https://addepto.com/blog/how-can-generative-ai-transform-and-accelerate-your-internal-processes/)

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MLOps\
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  June 22, 2023\
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  Unlock the power of Generative AI. How to incorporate ModelOPs (or MLOps) for Generative AI into internal data infrastructure? \
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  Generative AI has gained traction in various sectors, especially in the creative and tech space. According to a Gartner ...\
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- *](https://addepto.com/blog/unlock-the-power-of-generative-ai-how-to-incorporate-modelops-or-mlops-for-generative-ai-into-internal-data-infrastructure/)

[\
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Artificial Intelligence\
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  July 10, 2023\
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  AI-driven text summarization: Challenges and opportunities \
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  As organizations continue to create vast amounts of textual data, traditional, manual summarization methods are no longe...\
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- *](https://addepto.com/blog/ai-driven-text-summarization-challenges-and-opportunities/)

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Use Cases\
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Artificial Intelligence\
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  June 21, 2024\
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  Text Summarization Using NLP: Techniques and Use Cases \
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  The volume of written information has increased exponentially over the years thanks to the rise of the internet and the ...\
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- *](https://addepto.com/blog/text-summarization-using-nlp-techniques-and-use-cases/)

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Generative AI\
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  June 14, 2024\
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  Generative AI Strategy: A Comprehensive Implementation Guide \
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  Generative AI is a groundbreaking technology that goes far beyond traditional computing, leveraging advanced neural netw...\
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- *](https://addepto.com/blog/generative-ai-implementation-a-step-by-step-guide/)

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Generative AI\
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  November 02, 2023\
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  AI Document Processing: What is the Use of AI in Document Processing? \
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  95% of corporate information exists in the form of paper documents. [1] As such, organizations require a tremendous amou...\
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- *](https://addepto.com/blog/ai-document-processing-what-is-the-use-of-ai-in-document-processing/)

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Generative AI\
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Artificial Intelligence\
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  September 13, 2024\
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  AI-Powered OCR (Optical Character Recognition): Enhancing Accuracy and Efficiency in Document Analysis \
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  Since the early 90s, Optical Character Recognition (OCR) has become a basic necessity for any organization dealing with ...\
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- *](https://addepto.com/blog/ai-powered-ocr-optical-character-recognition-enhancing-accuracy-and-efficiency-in-document-analysis/)

[\
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Generative AI\
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Artificial Intelligence\
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- *\
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  July 18, 2023\
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- *\
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  Privacy Concerns in AI-Driven Document Analysis: How to manage the confidentiality? \
  \
- *\
  \
  As the adoption of AI-driven tools grows, so do the privacy concerns associated with handling sensitive and confidential...\
  \
- *](https://addepto.com/blog/privacy-concerns-in-ai-driven-document-analysis-how-to-manage-the-confidentiality/)

[\
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Artificial Intelligence\
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- *\
  \
  March 28, 2025\
  \
- *\
  \
  AI Document Analysis: How AI Transforms Document Processing \
  \
- *\
  \
  Data is the lifeblood of many organizations today. However, despite the technological advances the world has made in rec...\
  \
- *](https://addepto.com/blog/how-ai-is-revolutionizing-document-analysis-a-comprehensive-guide/)

[\
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Generative AI\
\

- *\
  \
  June 29, 2023\
  \
- *\
  \
  How can generative AI transform and accelerate your internal processes \
  \
- *\
  \
  Following Microsoft's investment in OpenAI and Google's release of Bard, many discussions have emerged about how generat...\
  \
- *](https://addepto.com/blog/how-can-generative-ai-transform-and-accelerate-your-internal-processes/)

[\
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MLOps\
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- *\
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  June 22, 2023\
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- *\
  \
  Unlock the power of Generative AI. How to incorporate ModelOPs (or MLOps) for Generative AI into internal data infrastructure? \
  \
- *\
  \
  Generative AI has gained traction in various sectors, especially in the creative and tech space. According to a Gartner ...\
  \
- *](https://addepto.com/blog/unlock-the-power-of-generative-ai-how-to-incorporate-modelops-or-mlops-for-generative-ai-into-internal-data-infrastructure/)

[\
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Artificial Intelligence\
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  July 10, 2023\
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  AI-driven text summarization: Challenges and opportunities \
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- *\
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  As organizations continue to create vast amounts of textual data, traditional, manual summarization methods are no longe...\
  \
- *](https://addepto.com/blog/ai-driven-text-summarization-challenges-and-opportunities/)

[\
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Use Cases\
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Artificial Intelligence\
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  June 21, 2024\
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  Text Summarization Using NLP: Techniques and Use Cases \
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- *\
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  The volume of written information has increased exponentially over the years thanks to the rise of the internet and the ...\
  \
- *](https://addepto.com/blog/text-summarization-using-nlp-techniques-and-use-cases/)

[\
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Generative AI\
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- *\
  \
  June 14, 2024\
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- *\
  \
  Generative AI Strategy: A Comprehensive Implementation Guide \
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- *\
  \
  Generative AI is a groundbreaking technology that goes far beyond traditional computing, leveraging advanced neural netw...\
  \
- *](https://addepto.com/blog/generative-ai-implementation-a-step-by-step-guide/)

[\
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Generative AI\
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  November 02, 2023\
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  AI Document Processing: What is the Use of AI in Document Processing? \
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  95% of corporate information exists in the form of paper documents. [1] As such, organizations require a tremendous amou...\
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  September 13, 2024\
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  AI-Powered OCR (Optical Character Recognition): Enhancing Accuracy and Efficiency in Document Analysis \
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  Since the early 90s, Optical Character Recognition (OCR) has become a basic necessity for any organization dealing with ...\
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- *](https://addepto.com/blog/ai-powered-ocr-optical-character-recognition-enhancing-accuracy-and-efficiency-in-document-analysis/)

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  July 18, 2023\
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  Privacy Concerns in AI-Driven Document Analysis: How to manage the confidentiality? \
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  As the adoption of AI-driven tools grows, so do the privacy concerns associated with handling sensitive and confidential...\
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- *](https://addepto.com/blog/privacy-concerns-in-ai-driven-document-analysis-how-to-manage-the-confidentiality/)

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Outrun the competition with Artificial Intelligence solutions and Machine Learning services oiled with Big Data

Machine Learning Services

Deep Learning

Data Platform building

Generative AI

Machine Learning agency for enterprises

Artificial Intelligence is by far one of the most praised trends having a significant impact on companies regardless of their scale and industry. And no wonder. It enables them to use the full potential of data they already have and - based on them - make smarter decisions on a daily basis.

As AI and Machine Learning are not technology per se but rather a set of technologies aiming at teaching computers how to handle multiple heterogeneous and sometimes abstract data simultaneously, the AI benefits are almost limitless and depend on the exact implementation.

At Addepto, we specialize in delivering custom-made AI solutions and Machine Learning services tailored to meet even the most niche industries.

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Using Deep Learning solutions within machine learning services

Deep Learning (DL) is one of the subsets of Artificial Intelligence. Its main feature is providing the systems with the ability to improve themselves without being explicitly programmed. Focusing on features that can access data and use it to look for patterns and make better decisions, allows for improving customer satisfaction, increasing sales, reducing manual labor, eliminating risks, making predictive analyses, and so on.

Similar to AI, Deep Learning benefits are different depending on the data we have and the goals we set.

There are a variety of DL solutions that can be tailored to different business needs, and at Addepto we help you choose the best.

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Building data platforms to examine vast amounts of data

Data platform building is a sophisticated service based on the process of examining vast amounts of data.

Big data is an umbrella term covering a set of technologies, tools, and strategies aiming to gain meaningful insights from collected data, often unstructured and multi-sourced data.

With Big Data techniques, such as streaming applications, Data Lakes and Delta Lakes, Big Data Processing, and Data Integration, companies gain the ability to make data-driven decisions at all levels: product development, pricing, marketing, operations, HR, etc.

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Using Generative AI in Business

Generative AI (Gen AI) refers to artificial intelligence models that can generate new content, such as text, images, audio, or code, based on the training data they have ingested.

These models use deep learning techniques to understand patterns in the data and then generate novel outputs that resemble the training data in style and content.

The key benefits of generative AI include increased productivity, cost savings, and the ability to create highly customized content at scale. However, it is crucial to ensure responsible deployment, address potential biases in training data, and maintain human oversight for critical applications.

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