Successful AI Projects
40+
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
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:
Manufacturing
Marketing & Advertising
Finance & Insurance
Information Technology
Real estate
Retail & E‑Commerce
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
Development Tools
Cloud Infrastructure
MLOPS
LLM Provides
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.
Case Studies
more case studiesCPG Data. Development of a custom analytics platform
The development of an extensive sales analytics platform with a variety of modules aimed at facilitating the work of distributors and maximizing their performance.
Solution category
Sales analytics platform
Country
USA
Industry
Retail
Custom development
+12 more
Custom development
+12 more
CPG Data. Development of a custom analytics platform
Custom development
+12 more
Custom development
+12 more
Espresa
Custom development
+10 more
Custom development
+10 more
Custom development
+10 more
Custom development
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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.
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
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)
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
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
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
country
USA
company
project summary
A culture benefits platform delivering an immersive employer experience
solution category
Human Resources
industry
Human Resources Management Software
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
country
Germany
company
project summary
Advanced Global Platform for a Large Manufacturer of Industrial Lubricants
solution category
Analytics and Business Intelligence Platforms
industry
Manufacturing
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
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.
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
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
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.
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
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
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
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
country
USA
company
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
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
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
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
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!
President/CEO, CPG Data
country
USA
company
CPG Data
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