Integration of RAG systems and AI classifiers into existing systems for automatic triage of incoming requests and auto-generation of replies and reducing request processing times
Integration of AI lead scoring and personalized outreach generators into existing systems for automatic qualification of inbound contacts and generation of proposals and increasing sales conversion
Integration of LLM models with various business systems, payment gateways, and document management for automatic data extraction from primary documents and reconciliation of invoices with contracts and agreements and reducing time spent on manual data entry, checking delivery notes, and approving payments
Integration of Text-to-SQL tools and semantic search systems with databases, BI platforms, and cloud storages for automatic report generation, chart visualization, and search of information in documents and reducing time spent on waiting for analytics and searching for internal regulations
Vector embedding storages (such as pgvector, Pinecone, or Qdrant) and ETL data ingestion pipelines. They clean, chunk, and index company documents (PDFs, Notion, databases), providing the model with relevant context without retraining
Middleware that manages dialogue sessions, coordinates the work of multiple AI agents, handles model reasoning logic, manages prompt templates, and stores context history. It ensures State Management and deterministic fallback scenarios in case of AI failures
Connecting models to external tools using the Model Context Protocol (MCP) standard or custom APIs. This provides the AI with secure access to Resources (reading databases, CRMs) and Tools (ability to create invoices, update statuses in ERP), while message queues (Redis, RabbitMQ) prevent system overloading
The execution environment for models - private hosting configuration of open-source models (such as Llama or Mistral on AWS/GCP cloud) or secure enterprise links to commercial models (Anthropic, OpenAI). The system supports automatic failover to a backup provider (Model Redundancy) if the primary services go down
Security gateways that filter incoming requests for prompt injections, anonymize sensitive customer data (data masking), and perform final validation of model responses for hallucinations (Guardrails). Additionally, fine-grained access control of the AI to specific database tables (Data Governance) is implemented
Custom approval dashboards, widgets, and Slack interfaces to review and confirm AI actions by a human before execution. In case of complex or risky situations, a seamless real-time session handover mechanism to a live operator (Handover) is implemented
They were able to overcome any problem that could arise. SEVEN's delivered platform met the client's needs and requirements. Their professional project management and communicative approach to keep the team updated were also key to the engagement's success. The team also praised their reliability and dedication throughout the partnership.
SEVEN is a true part of our team. They’ve made an exceptional commitment to us. Quality, reliability, and scalability are the qualities they bring to our development. They're deeply committed to responsive communication and available in emergent situations. They’re a full-service agency that allows us to work with just one partner for this whole complex project.
Without SEVEN, this technology wouldn't exist, and we wouldn't have a product. Their work ethic is phenomenal, and the team is very passionate about their work and what they deliver. They want to provide the best service and build the best product possible.
One thing that I loved about working with SEVEN was how transparent they were. Their level of engagement and communication was excellent. The team also had a really impressive, in-depth discovery process. Their process actually provided a lot of support especially in areas that I hadn’t considered.
They’re extremely professional, and they pay great attention to me as a customer. SEVEN has created an app that stands out from the competition in terms of functionality and design. A proactive, attentive team, they consistently under-promise and over-deliver. Customers can expect a fast, impactful engagement.
I got the impression that we're dealing with true professionals and that they understand our needs. The most impressive thing about this company is how they deliver a project with ease. They would do their best to help us reach our goals. And I felt they truly understand the project.
SEVEN are great to work with and highly organized. Prior to even starting, SEVEN focused on understanding the needs of the project. The product met and exceeded our expectations. Also, very effective and honest communication. We are looking forward to building out the platform further with SEVEN.
We liked the new site's aesthetic look, with 100% satisfaction from our internal team, thanks to SEVEN. They promised high-quality engineers/web developers, and they delivered, which resulted in a successful project outcome.
SEVEN was always on top of communication and accommodation. They were transparent about the process and how they kept up with the work. SEVEN did a fantastic job with the project. Once we secure more funding, we'll continue our collaboration with SEVEN because of how well they did.
They’ve been instrumental in the business and have implemented all required features for the platform. They’ve delivered on time and have been flexible with the team composition and communication tools. Their work ethic and passion for the project stand out.
SEVEN delivered good quality software on time, which satisfied our requirements. Their availability throughout impressed us. Project was finished in good quality and in time, and the only thing they can do in the future is to keep the current quality of work.
Their flexibility and friendliness were impressive. SEVEN delivered a well-functioning e-commerce platform, including its staging environment. Everything worked as expected.
The calculator that SEVEN developed was successfully launched, which proven profitable and valuable. The team was an understanding partner who provided practical recommendations to mitigate emerging risks. Their knowledge, professionalism, and skills helped the client save money and time.
SEVEN has a lot of great ideas that hadn't even crossed our minds. They are communicative, professional, and responsive to feedback. Moreover, they've adapted their team composition to fit the client's budget. Their passion for their work results in valuable ideas that stand out.
The deliveries were always on time and they responded very well to our requests. Their developers impressed with their great job and professional communication.
SEVEN made a huge work to provide a turn-key solution for this project. Their flexibility and friendly atmosphere were impressive in the workflow. Their versatility stood out in the partnership.
