40+

Successful AI Projects

With a team of over 30 AI experts who have successfully delivered more than 40 AI projects, we will implement advanced document search capabilities to your solution, ensuring structured data and automating all data-related activities.

How Does AI-Powered Document Search Work?

AI-powered document search operates by utilizing the so-called RAG (Retrieval Augmented Generation) technique to analyze and comprehend the information within your documents.

The document search process relies on LLMs (Large Language Models) managing conversations and understanding user questions. After understanding the query, the system identifies relevant parts of the documents to provide context for LLMs to generate answers grounded in the user’s data.

The technology offers the following important benefits:

Cost-effectiveness

RAG offers a more affordable approach to integrating new data into generative AI systems, making this technology more accessible and usable for organizations.

Enhanced user trust

RAG enables generative models to provide accurate information with proper source attribution, increasing user trust and confidence in the AI solution.

Up-to-date information

With RAG, developers can ensure that generative models have access to the latest research, statistics, or news by connecting them directly to live social media feeds, news sites, and other frequently updated sources.

Increased developer control

Developers can efficiently test and improve chat applications with RAG, adjusting information sources to meet changing requirements and ensuring appropriate responses. They can also troubleshoot and fix issues related to incorrect information sources.

Possible Use Cases of the RAG Technology

External applications

RAG can be implemented in products and corporate portals to provide embedded help and support directly within applications or through preferred communication channels like chatbots. For instance, users can access a product website and ask questions, receiving precise answers based on product documentation.

Internal employee support

RAG is valuable for integrating corporate policies and procedures into corporate messenger apps, benefiting all employees. This allows for the creation of comprehensive how-to guides to facilitate onboarding and address general employee inquiries.

Specific information retrieval

RAG enables smart search functionality within corporate portals and messenger apps, facilitating efficient retrieval of specific information from private documents. Unlike general employee support, this feature is tailored for targeted searches, aiding in decision-making and problem-solving within organizations.

Discover how Emerline can create a search system that perfectly fits your business needs. Get in touch with us right now!

Document Search Case Study: Emerline’s RAG Solution

At Emerline, we’ve developed a practical RAG tool aimed at enhancing data interaction for businesses. Our platform enables users to upload customer datasets and swiftly receive human-like questions, improving efficiency in result processing.

Key features include:
  • Accurate human-like answers drawn from customer document sets.
  • Time-saving result processing.
  • User experience comparable to GPT.
  • Seamless integration with corporate messenger applications, third-party portals, and custom apps through chatbot service, etc.
We utilize this tool to showcase the potential of RAG technology to our customers. It serves as a practical demonstration of its capabilities and benefits. Contact us today to explore how our RAG tool can optimize your business operations. Rest assured, we prioritize the privacy and security of your data.

Why Choose Us for Document Search Development?

Investments in R&D
We’ve allocated more than 10,000 hours to research and development, cultivating unmatched expertise across domains within our team.
Expertise of adapting AI for mobiles
Emerline’s tech team is proficient in tailoring AI for mobile applications, providing you with a strategic edge and competitive advantages.
Cooperation with universities
We partner with universities to tap into their deep expertise in specialized knowledge areas. Our on-campus labs are instrumental in efficiently delivering niche projects with precision and effectiveness.
AI ethics and compliance
We specialize in creating and implementing responsible AI solutions, guaranteeing their trustworthiness, transparency, and ethical standards.

Industries We Serve

The technology is cross-industry, meaning regardless of your sector, if you possess documentation sets or a knowledge base and aim to optimize your interaction with it, RAG can be leveraged effectively. At Emerline, we have extensive experience delivering document search solutions across various industries, including but not limited to:

Marketing & Advertising

Information Technology

Real estate

How do we work?

To achieve outstanding outcomes, we adhere to the CRISP-DM methodology, a proven framework that has played a pivotal role in the success of more than 40 AI projects.

STEP 1

Business and data understanding

  • Examining business processes and challenges.
  • Detailing, investigating, and confirming data quality.
  • Evaluating the business situation, understanding existing data, and identifying additional data requirements.
STEP 2

Data preparation

  • Structuring data for modeling. This step involves data selection, cleaning, construction, integration, and formatting.
STEP 3

Modeling

  • Identifying appropriate modeling techniques.
  • Choosing techniques, creating test designs, and constructing models.
STEP 4

Evaluation

  • Technically assessing results, reviewing the process, and strategically determining subsequent steps.
STEP 5

Deployment

  • Orchestrating a smooth deployment of the AI solution.
  • Monitoring and maintaining the solution.
  • Compiling a comprehensive final report and conducting a project review for success and sustainability.

Let Emerline propel your endeavors with innovative and tailored AI solutions, ensuring efficiency and reliability.

Tech Stack We Use for RAG Development

Python
LangChain
LlamaIndex
Azure
AWS
GCP
AWS Sagemaker
Bedrock
GCP Vertex AI
Databricks
Amazon
Cohere
Google
OpenAI
Meta
Mistral

Awards & recognitions

Our recognized achievements through various awards across diverse domains, including generative AI, E-commerce, and custom software development, stand as a testament to our dedication and excellence in delivering innovative solutions.
view all awards
Emerline awards
97 awards
Top Mobile App Development Firm 2025
Top Mobile App Development Firm 2025
Software Outsourcing Journal 2024
Software Outsourcing Journal 2024
Top AI Company 2025
Top AI Company 2025
Best Software Development Company in Miami 2025
Best Software Development Company in Miami 2025
Top Magento Company 2025
Top Magento Company 2025
Best E-Commerce Developers 2025
Best E-Commerce Developers 2025
Top E-Commerce App Development Firms 2025
Top E-Commerce App Development Firms 2025
Top Software Development Company 2025
Top Software Development Company 2025
Top Software Development Company for Startups 2025
Top Software Development Company for Startups 2025
Top-Notch E-Commerce Development Services 2025
Top-Notch E-Commerce Development Services 2025
Top Software Developers 2025
Top Software Developers 2025
Top Rated Agency 2024
Top Rated Agency 2024
Top Mobile App Development in Miami
Top Mobile App Development in Miami
Top Software Development in Miami
Top Software Development in Miami
TOP Web Development Companies 2024
TOP Web Development Companies 2024
TOP Software Development Company in 2024
TOP Software Development Company in 2024
TOP E-commerce Development Company in 2024
TOP E-commerce Development Company in 2024
TOP Software Developers in 2024
TOP Software Developers in 2024
TOP Mobile app developers in 2024
TOP Mobile app developers in 2024
TOP E-Commerce Development Services 2024
TOP E-Commerce Development Services 2024
Clutch. Global Spring 2024
Clutch. Global Spring 2024
Top E-Commerce Developers 2024
Top E-Commerce Developers 2024
Top Magento Company 2024
Top Magento Company 2024
Top Software Developers 2024
Top Software Developers 2024
Top Staff Augmentation Company 2024
Top Staff Augmentation Company 2024
Top E-Commerce Development Company 2024
Top E-Commerce Development Company 2024
Best E-commerce App Development Companies 2024
Best E-commerce App Development Companies 2024
Top Software Development Companies in Miami 2024
Top Software Development Companies in Miami 2024
Top Rated Mobile Development Company 2024
Top Rated Mobile Development Company 2024
Top E-Commerce Development Companies 2024
Top E-Commerce Development Companies 2024
What Our Clients Say

We are proud to have earned a reputation of a reliable software development provider, which is supported by feedback received from our clients.

4.9

25 Reviews on Clutch

25 Reviews on Clutch

The individuals we work with aren't just contractors, they are an important part of our strategic Team and we enjoy working with them every day!

Emerline has been our technology partner since late 2012. In the early years I thought that would be a short-term gap fill until I could afford to hire my own technical team in the US. But they have consistently met the demands of our growing company and helped us build what we believe is the industry's best solution option. Emerline provides high quality work, so much so that our platform's reliability and accuracy has been mentioned by our largest customer's internal vendor survey repeatedly. The individuals we work with aren't just contractors, they are an important part of our strategic Team and we enjoy working with them every day!

Tracy B. Neal, President/CEO, CPG Data
Tracy B. Neal

President/CEO, CPG Data

country

USA

company

project summary

Extensive sales analytics platform aimed at facilitating the work of distributors and maximizing their performance.

solution category

Analytics and Reporting Software

industry

Supply Chain Management

case study

Emerline has been the best development partner we’ve ever worked with!

Emerline has been the best development partner we’ve ever worked with. The team is very responsive and the quality is very high. They are always willing to do whatever is necessary to support development and customer support efforts. I would recommend them to anyone.

Michael Lynch, CEO, Praxie
Michael Lynch

CEO, Praxie

country

USA

company

project summary

Online collaboration solution to boost team’s productivity and efficiency

solution category

Innovations Management

industry

Business Process Management Software (BPM)

case study

We recommend Emerline as a trusted technology partner for developing telemedicine solutions and would choose to work with Emerline again regarding new projects.

We can confidently say that Emerline fully met our expectations, starting with providing high-quality advice on technologies that would improve our solution and continuing with their fast, high-quality implementation. Emerline has strong communication processes in place that kept us apprised of the project's stage and allowed us to discuss any issues on the go. The team was professional and promptly made adjustments when asked. We recommend Emerline as a trusted technology partner for developing telemedicine solutions and would choose to work with Emerline again regarding new projects.

Felicity Johnson, Founder, Hello Ralphie
Felicity Johnson

Founder, Hello Ralphie

country

USA

company

Hello Ralphie

project summary

Development of a web solution to connect pet owners with vets for the provision of remote diagnosis and care.

solution category

Vet Telehealth

industry

Healthcare

case study

Emerline provided us with the scaling we needed to grow our development capabilities from early-stage POC to now a globally deployed platform in the HR Teach space.

We are very pleased and content with our relationship with Emerline. We rely on their team for full-stack development of our platform. We respect the high technical caliber and dedication of the team assigned to our project. Emerline provided us with the scaling we needed to grow development capabilities from early-stage POC to now a globally deployed platform in the HR Teach space.

Alex Shubat, CEO, Espresa
Alex Shubat

CEO, Espresa

country

USA

company

project summary

A culture benefits platform delivering an immersive employer experience

solution category

Human Resources

industry

Human Resources Management Software

case study

We highly recommend Emerline as a technology partner for large and complicated development projects that also delivers continuous cooperation with the provider on new projects.

The Emerline team involved in the completion of our projects demonstrated a high level of responsiveness and support by solving issues and answering questions ASAP. They were diligent and proactively addressed the challenges that arose during the development process. Our cooperation ran smoothly and professionally, and Emerline quickly provided direct and correct advice when necessary. We highly recommend Emerline as a technology partner for large and complicated development projects that also delivers continuous cooperation with the provider on new projects.

Dr. Andreas Schwarzer, VP Global IT, FUCHS Group
Dr. Andreas Schwarzer

VP Global IT, FUCHS Group

country

Germany

project summary

Advanced Global Platform for a Large Manufacturer of Industrial Lubricants

solution category

Analytics and Business Intelligence Platforms

industry

Manufacturing

case study

Emerline helped us build an MVP into a full-fledged production platform — in 14 months

Emerline worked closely with us to take the best ideas from our MVP and integrate them with transactional capabilities for digital payments, workflow for job management, and funds transfers for cash advances. Our platform was built to service the roofing industry getting contractors paid faster so they can focus on growing their businesses and servicing their customers.

Matt Fruge, Founder and CEO, SquareDash
Matt Fruge

Founder and CEO, SquareDash

country

USA

company

project summary

Helping an ambitious fintech startup build up its MVP to a full-fledged production platform — in 14 months

solution category

Automated Platform

industry

Fintech

case study

Throughout our cooperation with Emerline, they proved themselves reliable technology partners.

Throughout our cooperation with Emerline, they proved themselves reliable technology partners. That’s why we trusted them with our new project — website migration to AEM and revamping our brand’s product catalog that we use across multiple websites — without any hesitation. The team always stayed in touch, providing regular feedback and progress updates. The cooperation was smooth, and the work on the project was completed in due time. They provided an efficient solution that allowed us to reduce infrastructure costs; with it, we didn’t have to depend on third-party vendors. Thanks, Emerline! We will definitely continue working with you.

Renny Joy, IT Director, DRiV
Renny Joy

IT Director

country

USA

company

project summary

Emerline performed a comprehensive migration of the client’s website to AEM and completely revamped the client brand’s product catalog across multiple websites.

solution category

Websites migration, Data migration and integration, Production support

industry

Large manufacturing enterprise

case study

Emerline exceeded expectations with organized, forward-thinking, and committed teamwork. We’re proud of what we built together!

Redesigning our website wasn't just about updating our look — it was about building a stronger front door for the world to experience Miami’s economic story. As the official EDO for Miami-Dade, we knew the stakes were high. Emerline exceeded expectations. They were consistently organized, forward-thinking, and committed. In less than six months, we had a completely new platform — faster, smarter, and built to grow with us. We’re proud of what we built together!

Rodrick Miller, President & CEO, Miami-Dade Beacon Council
Rodrick Miller

President & CEO, Miami-Dade Beacon Council

country

USA

project summary

Development of a fast and user-friendly website that supports сustomer’s digital marketing efforts.

solution category

Website design and development

industry

Business development

case study

The team gladly brought their expertise and delivered us a perfect solution to meet our customers’ business needs.

The Emerline team wasn’t scared of any challenges and managed to design a solution to cater to any analytical or supply chain tasks. Their enthusiasm and process transparency ensured seamless communication and prompt reaction to any adjustment or focus shift from our side. Their experience and dedication allowed them to provide the solution really fast. We highly recommend choosing Emerline as a development partner if you need a high-end solution for your business.

Christian Callender-Easby, Founder & CEO, Kontango
Christian Callender-Easby

Founder & CEO, Kontango

country

USA

company

project summary

PoC and development of the market intelligence software for underserved commodities trading.

solution category

Market intelligence software

industry

Chemical, Supply Chain Management

case study

We recommend Emerline as a reliable and skilled tech partner

Collaboration with Emerline was one of our best decisions! Their team quickly understood both the technical requirements and the industry-specific challenges we were trying to solve. We needed a secure, flexible platform that could support data-driven formulation across different industries, and Emerline delivered exactly that. Their team approached the task with professionalism, understood our goals, and built a solution that met both technical and user-facing needs.The result is a working platform that reduces manual work, speeds up R&D, and supports faster, smarter formulation processes across various industries. From day one, communication was smooth, timelines were clear, and we felt fully supported throughout the project. We highly recommend Emerline as a tech partner for your future initiatives.

Dr. Yelena Yesha, Key Partner and Project Leader, FastFormulator
Dr. Yelena Yesha

FastFormulator Key Partner and Project Leader

country

USA

project summary

Emerline developed a custom AI tool that enables companies to train models on their own formulation test results, speeding up R&D processes in the chemical and cosmetics industries.

solution category

AI, ML

industry

Chemical industry

case study

They consistently delivered items on time, highlighting their commitment to timeliness and organization.

Emerline demonstrated a deep understanding of the client's vision, delivering a functional MVP on time and within budget. The team was highly responsive to the client's needs and maintained clear communication throughout. Above all, their exceptional project management skills stood out.

Natalie Boll, CEO, Founder of Tribela GmbH
Natalie Boll

CEO, Founder of Tribela GmbH

country

Germany

company

project summary

Emerline designed and developed a prototype product for a social networking company. They also conducted a business analysis with a comprehensive plan and scope for the MVP.

solution category

Social Network

industry

Media & Entertainment

The level of skill and quality of the developers is outstanding!

Emerline has been helping the client significantly improve their apps for 1.5 years. Their efforts have resulted in positive feedback from users and stakeholders. Moreover, the vendor impresses the client with their skills, flexibility, excellent project management, and effective communication.

Robert Gill, Director, RedWrasse Ltd.
Robert Gill

Director, RedWrasse Ltd.

country

UK

company

RedWrasse

project summary

Emerline assists an IT consulting firm in various app optimization and management projects, including resolving bugs and issues, integrating a search engine into a database app, and revamping an app's codebase.

solution category

App optimization and management projects

industry

IT consulting

It was noteworthy to highlight the friendly and customer-oriented processes used for product development.

Emerline helped the client deploy the mobile app on the app store. Their team impressed the client with their transparency, proactiveness, and customer-oriented processes. They informed the client about any issues and addressed them swiftly, positively affecting the product quality and work speed.

Raphaël Briner, CEO & Founder, Visible
Raphaël Briner

CEO & Founder, Visible

country

Switzerland

company

project summary

Emerline helped a telepresence manufacturer develop their hardware device's web server and companion mobile app. They designed the UI/UX designs and added several key integrations using Swift and Core Data.

solution category

Mobile Application

industry

Manufacturing

My experience with Emerline has been great. I highly recommend them to anyone looking for a reliable partner who delivers on time and on budget.

The team was hired to design and develop the Echospectra mobile and web applications, as well as to integrate them with a variety of cloud services. A critical requirement was to rapidly develop the apps in an agile manner, quickly implementing important stakeholder and user feedback as it came along, and fixing any outstanding bugs. The team managed to accommodate this kind of agile, change-driven process successfully. Thanks to their rapid development approach, we've been able to build the initial app versions and then continuously iterate on them to refine our product offering and make sure it meets and exceeds customer expectations. I highly recommend them to anyone looking for a reliable partner who delivers on time and on budget.

Jesse Sprague, CEO, Echospectra
Jesse Sprague

CEO, Echospectra

country

USA

project summary

An innovative spatial data collection and collaboration platform that helps customers improve safety and resilience of critical energy networks. The solution combines field data with satellite imagery, and uses machine learning to help companies intelligently manage their energy assets, stay compliant, and mitigate risks.

solution category

Spatial Data Collaboration and Process Management Platform

industry

Energy

Emerline has enhanced our software to become an indispensable tool for all our staff.

They were very successful in listening to what we needed, making the appropriate suggestions, and pointing us in the right direction. They helped move our software from an awkward and crashy program to one that we depend on everyday. We couldn't do what we do without it.

Business Director, 3QC, Inc.
3QC

Business Director, 3QC, Inc.

country

USA

company

project summary

Emerline has developed software that enables an engineering commissioning firm to assign resources efficiently. They've overhauled the client's base software platform and enhanced it based on their requests.

solution category

Custom Software Development

industry

Engineering

FAQ

Our Clients

Throughout our history, we have developed a number of partnerships with technology leaders, who attested our technical competencies and the ability to understand our customers’ needs and translate them into quality services