AI-Driven Development and Code Orchestration with Claude

Accelerated software development using Claude. Code orchestration by AI agents under the supervision of experienced architects

Seven / Services / AI Development Services / AI-Driven Development and Code Orchestration with Claude

When Do You Need It?

Timeline Optimization

Radical reduction of Time-to-Market through automated generation of core logic and interfaces while maintaining flawless stability and architectural security

Existing Product Modernization

Deep modernization of legacy systems using existing code as a Knowledge Base to eliminate technical debt and radically reduce the Total Cost of Ownership (TCO)

Technical Pilot

Secure scaling of functionality as the project transitions to live operations under strict architectural control and validation

AI-Driven Application Structure

AI-Driven Development and Code Orchestration is an engineering phase of perfect programming adhering to all industry standards. By utilizing specialized AI skills and the project’s knowledge base, we deliver a production-ready software application that outlines the following:

Modern Frontend

Creating from scratch or updating user interfaces on a modern tech stack (React, Next.js, Flutter) based on ready design systems or Figma layouts

Modular Backend

Rapid generation of business logic with Claude, utilizing either legacy codebases or detailed technical specifications as a Knowledge Base

Database Layer

Designing optimized databases from scratch based on technical specifications, or restructuring and safely migrating existing database schemas without data loss

Clean API & Connectors

Building new or modernizing existing integrations with payment gateways, CRMs, and third-party systems via typed API contracts

Advantages of Code Orchestration with Claude

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Application Areas (Green Light)

Validation Prototypes

Quick check of concepts to attract investments without deploying large server capacities

Prototype-to-Pilot Solutions

Transition to first users on a limited scale with clearly defined technical boundaries

Operational Dashboards

Interactive business process monitoring dashboards for rapid visualization of key indicators and prompt decision-making

Integration Portals

Products to unite CRM, ERP, payment, and information systems into a single structure

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Restricted Zones (Red Light)

PHI and Healthcare

EMR/EHR system cores where processing of patient medical data requires exclusively manual programming and 100% determinism

Educational Registries

Grading and certification logic that requires mandatory manual auditing by the architect and coverage by deterministic tests

Financial Transactions

It is forbidden to use AI to create billing engines and transaction processing logic

Authorization Systems

Authentication and access rights services based on industry-standard libraries without custom AI-generated code

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Overcoming AI Flaws

Eliminating Spaghetti Code

Ensuring a modular application structure instead of chaotic integration of isolated AI modules

Fixing Security Holes

Control over sanitization of input data and secure configuration of API endpoints

Eliminating Hallucinations

Bringing generated code in alignment with real business logic rules

Preventing Code Drift

Monitoring and correction of architectural integrity of code during long iterative development

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Architect Tasks

Entity Design

Formalization of data models, relations, and attributes as a single source of truth

Establishing Boundaries

Separation of business module logic to prevent implicit code coupling

Defining Contracts

Development of API schemas and service interactions prior to starting code generation

Hybrid Control

Deciding which parts should be hard-coded and which should be generated by AI

Slide

Application Areas (Green Light)

Validation Prototypes

Quick check of concepts to attract investments without deploying large server capacities

Prototype-to-Pilot Solutions

Transition to first users on a limited scale with clearly defined technical boundaries

Operational Dashboards

Interactive business process monitoring dashboards for rapid visualization of key indicators and prompt decision-making

Integration Portals

Products to unite CRM, ERP, payment, and information systems into a single structure

Restricted Zones (Red Light)

PHI and Healthcare

EMR/EHR system cores where processing of patient medical data requires exclusively manual programming and 100% determinism

Educational Registries

Grading and certification logic that requires mandatory manual auditing by the architect and coverage by deterministic tests

Financial Transactions

It is forbidden to use AI to create billing engines and transaction processing logic

Authorization Systems

Authentication and access rights services based on industry-standard libraries without custom AI-generated code

Overcoming AI Flaws

Eliminating Spaghetti Code

Ensuring a modular application structure instead of chaotic integration of isolated AI modules

Fixing Security Holes

Control over sanitization of input data and secure configuration of API endpoints

Eliminating Hallucinations

Bringing generated code in alignment with real business logic rules

Preventing Code Drift

Monitoring and correction of architectural integrity of code during long iterative development

Architect Tasks

Entity Design

Formalization of data models, relations, and attributes as a single source of truth

Establishing Boundaries

Separation of business module logic to prevent implicit code coupling

Defining Contracts

Development of API schemas and service interactions prior to starting code generation

Hybrid Control

Deciding which parts should be hard-coded and which should be generated by AI

Key Activities and Deliverables

Discovery Workshop & Knowledge Transfer

Kick-off session to systematize information, transfer client knowledge, and establish basic interface requirements and the overall product purpose

UX/UI Design & Design System

Accelerated interface prototyping using Lovable or its analogs, and development of design systems, components, templates, and layout architecture in Figma

Environment & AI Orchestration Setup

Configuring AI agents, integrating Claude with the development workspace, preparing specialized skills, and populating the project's Knowledge Base

DevOps & CI/CD Setup

Configuring staging and production server environments, and building CI/CD pipelines for automated code building, testing, and deployment

Release & Monitoring (Observability)

Final cloud deployment, launching the beta version to a focus group, and setting up 24/7 system health and observability monitoring

Requirements Gathering & Documentation

Detailed requirements gathering and documenting them in specs (optimized by AI writing tools under mandatory manual review and finalization by a business analyst or requirements manager) to guarantee the product's business logic alignment

Architectural Design

Designing data models and developing a modular or microservice system architecture by experienced engineers

AI Code Generation & Integration

Accelerated code generation by AI agents, and its integration within a modular or microservice structure under direct manual control of the architect

Validation & Testing

Conducting manual, automated, and security testing for each generated feature to eliminate hallucinations and bugs

Discovery Workshop & Knowledge Transfer

Kick-off session to systematize information, transfer client knowledge, and establish basic interface requirements and the overall product purpose

Requirements Gathering & Documentation

UX/UI Design & Design System

Accelerated interface prototyping using Lovable or its analogs, and development of design systems, components, templates, and layout architecture in Figma

Architectural Design

Designing data models and developing a modular or microservice system architecture by experienced engineers

Environment & AI Orchestration Setup

Configuring AI agents, integrating Claude with the development workspace, preparing specialized skills, and populating the project's Knowledge Base

AI Code Generation & Integration

Accelerated code generation by AI agents, and its integration within a modular or microservice structure under direct manual control of the architect

DevOps & CI/CD Setup

Configuring staging and production server environments, and building CI/CD pipelines for automated code building, testing, and deployment

Validation & Testing

Conducting manual, automated, and security testing for each generated feature to eliminate hallucinations and bugs

Release & Monitoring (Observability)

Final cloud deployment, launching the beta version to a focus group, and setting up 24/7 system health and observability monitoring

Cooperation Options in AI-Driven Development

Budget-Smart AI

Oriented towards startups with a limited budget: rapid MVP creation using standard AI templates

Accelerate AI

Maximum development speed: parallel code generation by several AI agents under the architect's supervision

Enterprise AI Control

For complex systems: deep code orchestration, building secure contours, and strict compliance with standards

Workshop

Requirements Gathering

User Experience Design (UX)

Technical Validation

Basic

Full

Security Audit

Design System Development

Clickable Software Prototype

Knowledge Base Preparation

Basic

Basic Prompts

Custom

Project Knowledge Base

Deep

Security Contour & Context

Skills Preparation

Basic

Code Generation

Custom

AI Development Agents

Deep

Autonomous AI Agent Teams

Software Design

Standard Architecture

Custom Architecture

Deep Orchestration

Manual Testing

Automated Testing

Basic Unit Tests

Full Unit Test Coverage

Full Coverage & Integration Testing

Security Testing

Basic

Automated Code Scanning

Input Sanitization & Dependency Analysis

Deep

Security Audit & HIPAA/GDPR

Usability Testing

Beta Testing & Soft Launch

Test Users

Soft Launch to Limited Group

BA, Requirements Managers

1 Specialist

1 - 2 Specialists

AI Solution Architects

1 Architect (supervision)

1 - 2 Architects

AI Full-Stack Engineers

Depending on project scale

AIX Designers

Depending on project scale

AI QA Engineers

Depending on project scale

1.5+ months

$25 000+

3+ months

$50 000+

6+ months

$100 000+

Budget-Smart AI

Oriented towards startups with a limited budget: rapid MVP creation using standard AI templates

Workshop

Requirements Gathering

User Experience Design (UX)

Technical Validation

Basic

Design System Development

Clickable Software Prototype

Knowledge Base Preparation

Basic

Basic Prompts

Skills Preparation

Basic

Code Generation

Software Design

Standard Architecture

Manual Testing

Automated Testing

Basic Unit Tests

Security Testing

Basic

Automated Code Scanning

Usability Testing

Beta Testing & Soft Launch

BA, Requirements Managers

1 Specialist

AI Solution Architects

1 Architect (supervision)

AI Full-Stack Engineers

Depending on project scale

AIX Designers

Depending on project scale

AI QA Engineers

Depending on project scale

1.5+ months

$25 000+

Accelerate AI

Maximum development speed: parallel code generation by several AI agents under the architect's supervision

Workshop

Requirements Gathering

User Experience Design (UX)

Technical Validation

Full

Design System Development

Clickable Software Prototype

Knowledge Base Preparation

Custom

Project Knowledge Base

Skills Preparation

Custom

AI Development Agents

Software Design

Custom Architecture

Manual Testing

Automated Testing

Full Unit Test Coverage

Security Testing

Input Sanitization & Dependency Analysis

Usability Testing

Beta Testing & Soft Launch

Test Users

BA, Requirements Managers

1 Specialist

AI Solution Architects

1 Architect (supervision)

AI Full-Stack Engineers

Depending on project scale

AIX Designers

Depending on project scale

AI QA Engineers

Depending on project scale

3+ months

$50 000+

Enterprise AI Control

For complex systems: deep code orchestration, building secure contours, and strict compliance with standards

Workshop

Requirements Gathering

User Experience Design (UX)

Technical Validation

Security Audit

Design System Development

Clickable Software Prototype

Knowledge Base Preparation

Deep

Security Contour & Context

Skills Preparation

Deep

Autonomous AI Agent Teams

Software Design

Deep Orchestration

Manual Testing

Automated Testing

Full Coverage & Integration Testing

Security Testing

Deep

Security Audit & HIPAA/GDPR

Usability Testing

Beta Testing & Soft Launch

Soft Launch to Limited Group

BA, Requirements Managers

1 - 2 Specialists

AI Solution Architects

1 - 2 Architects

AI Full-Stack Engineers

Depending on project scale

AIX Designers

Depending on project scale

AI QA Engineers

Depending on project scale

6+ months

$100 000+

No-Code and Vibe Coding Prototyping

Rapid development of clickable concepts and MVPs without writing heavy code

Workflow Automation and AI Integrations

Optimization of internal company processes through smart integrations and AI scenarios

LLM Development Services

Development and integration of large language models into business systems

AI Middleware & RAG Systems

Integration of ready-made and custom artificial intelligence models into current systems

PoC or PoT

Software Prototype

MVP

Full-scale Software

Case Studies

ChatGPT-Based Study Assistant Mobile App

An e-Learning company faced a challenge of improving the academic performance of their students. The goal was to create an app for study assistance with a database for each supported subject. The project evolved to be a Mobile Application with integrated ChatGPT API

VIEW CASE STUDY

AI Assistant for Teachers

AI-driven SaaS solution for schools designed to reduce teachers’ workload by automating the preparation of materials for homework, classroom quizzes, and cumulative assessments, and by providing automated grading with analytical insights

VIEW CASE STUDY

AI-driven Customer Support App

AI-driven SaaS solution for customers requiring rapid and efficient resolution of appliance support and repair issues

VIEW CASE STUDY

AI-Powered Brain-Computer Interface App

The Brain-Computer Interface (BCI) and AI-powered mobile app leverages EEG signals to manage stress, attention, and cognitive load, ultimately enhancing overall learning outcomes

VIEW CASE STUDY

Lab Results Tracker

A mobile app providing convenient lab test management, visual health tracking, and AI-driven recommendations for proactive care coordina

VIEW CASE STUDY

Client Reviews

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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.

Analytics Company

Executive

Slide

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.

Spare Parts Business

CTO & Co-Founder

Slide

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.

On-Demand Gym Membership Platform

Founder

Slide

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.

UX Design Agency

Co-Founder & Director

Slide

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.

Repair Service App

Founder

Slide

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.

LED Group

Digital Design & Project Lead

Slide

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.

Environmental Engineering Firm

Founder & CEO

Slide

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.

Computer Networking Company

CEO

Slide

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.

University

Medical Physicist

Slide

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.

On-Demand Gym Membership Platform

Founder

Slide

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.

Telecommunications Company

CTO

Slide

Their flexibility and friendliness were impressive. SEVEN delivered a well-functioning e-commerce platform, including its staging environment. Everything worked as expected.

Social Impact Startup

Technical Lead

Slide

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.

Human Resources Company

Managing Director

Slide

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.

Flight Support Company

CTO

Slide

The deliveries were always on time and they responded very well to our requests. Their developers impressed with their great job and professional communication.

Guitar School

Owner

Slide

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.

Communications Platform

Founder

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