Enterprise systems, built in days.
A senior engineer orchestrates seven AI roles from a single specification. You get the output of a full team, reviewed before every commit.
§1 Features
- 13 microservices in 12 days, one engineer
- 319 automated tests, unit to contract
- 12 CI/CD pipelines, push to Kubernetes
- Specification-Driven Development: the spec drives every agent
- NDA before any details are shared
- Fixed price, time and materials, or a dedicated engineer
§2 Typical application
Fig. 1. Method schematic, illustrative. The engineer reviews every output before it is committed.
Business Analyst. Captures requirements, writes specifications, structures domain logic.
Architect. Designs service boundaries, API contracts, data models, ADRs. §4 Microservices§4 API endpoints
Developer. Implements services and writes production-grade code with full test coverage. §4 Microservices§4 Production code
QA Engineer. Writes unit, integration, and end-to-end tests using real containers. §4 Automated tests
DevOps Engineer. Configures CI/CD pipelines, Docker images, Kubernetes manifests, Helm charts. §4 CI/CD pipelines
Tech Writer. Produces API documentation, README files, deployment guides, and architecture decision records.
Translator. Localizes interfaces and documentation into up to 9 languages.
§3 Measured
12 days to a production-ready system
Grain warehouse certificate registry · 55,293 lines · 80 endpoints
Figures recorded on delivered projects. Code, logs and specifications stay under each client's NDA.
| Parameter | Grain Warehouse Certificate Registry | Grain Trading Platform | Flutter Mobile Application |
|---|---|---|---|
| Delivery time | 12 days | 3 months | 10 days |
| Team | 1 engineer | 3 engineers | 1 engineer |
| Microservices | 13 | 15 | — |
| Production code | 55,293 lines | ~120K lines | ~38K lines |
| Automated tests | 319 | — | — |
| CI/CD pipelines | 12 | 15 | — |
| API endpoints | 80 | — | — |
| Platforms | Web | Web · iOS · Android | iOS · Android |
Grain Warehouse Certificate Registry
- Delivery time
- 12 days
- Team
- 1 engineer
- Microservices
- 13
- Production code
- 55,293 lines
- Automated tests
- 319
- CI/CD pipelines
- 12
- API endpoints
- 80
- Platforms
- Web
Grain Trading Platform
- Delivery time
- 3 months
- Team
- 3 engineers
- Microservices
- 15
- Production code
- ~120K lines
- Automated tests
- —
- CI/CD pipelines
- 15
- API endpoints
- —
- Platforms
- Web · iOS · Android
Flutter Mobile Application
- Delivery time
- 10 days
- Team
- 1 engineer
- Microservices
- —
- Production code
- ~38K lines
- Automated tests
- —
- CI/CD pipelines
- —
- API endpoints
- —
- Platforms
- iOS · Android
— not published for this project
All cases →The human stays in control.
The AI-driven approach doesn't replace engineering expertise — it multiplies it. Speed and quality depend directly on the orchestrator's qualifications: architecture understanding, problem decomposition, precise prompting, and critical evaluation of AI output. The human stays in control.
What we build: enterprise systems, web, mobile, API & AI integration
| M1 | Fixed-Cost MVP | Scope defined in spec → fixed price agreed → no surprises |
|---|---|---|
| M2 | Time & Materials | Weekly or monthly billing against delivered work |
| M3 | Dedicated Engineer | One senior engineer dedicated to your project full-time |
From NDA to warranty
01NDA
We sign a Non-Disclosure Agreement before any project details are shared.
02Discovery & Analysis
Requirements capture, domain modeling, constraint analysis, risk identification.
03Quote & Estimate
Fixed-price quote or T&M estimate with full scope, timeline, and deliverables.
04Agreement
Contract signed, timeline confirmed, kickoff scheduled within 48 hours.
05AI-Orchestrated Build
AI agents work in parallel under the oversight of a senior engineer. Daily updates are available.
06Delivery & Handover
Production deployment, full documentation and a code review session are included.
07Warranty Period
30-day post-delivery support included in every engagement at no extra cost.
-
The speed was unlike anything we had experienced. They delivered a fully tested, documented system in under two weeks. Every metric they promised, they hit.
Adriana Baron · Product Director, FinTech Startup -
We were skeptical about the AI-driven approach — but the code quality removed all doubts. 319 tests, clean architecture, proper CI/CD. This is serious engineering.
Dmitry K. · CTO, AgriTech Platform -
Fixed cost, real deadline, zero surprises. The handover included full documentation and a live code review session. Exactly what a startup needs.
Kavin S. · Founder, SaaS B2B
Proven tools. No exotic dependencies. Your team can take over from day one.
8.1BackendJava 23 · Spring Boot 3.4 · Spring Cloud Config · PostgreSQL · Flyway · Maven
Java 23Spring Boot 3.4Spring Cloud ConfigPostgreSQLFlywayMaven
8.2FrontendReact 18 · TypeScript 5 · Astro 4 · Tailwind CSS · Ant Design 5
React 18TypeScript 5Astro 4Tailwind CSSAnt Design 5
8.3MobileDart · Flutter · BLoC · REST API
DartFlutterBLoCREST API
8.4InfrastructureKubernetes · Docker · Helm · GitLab CI/CD · AWS · Nginx
KubernetesDockerHelmGitLab CI/CDAWSNginx
8.5AI / MLOpenAI API · Stable Diffusion API · NLP · LangChain · Claude API
OpenAI APIStable Diffusion APINLPLangChainClaude API
8.6TestingJUnit 5 · Testcontainers · MockMvc · Playwright
JUnit 5TestcontainersMockMvcPlaywright
8.7Application domainsBanking & Financial · Agriculture & Commodities · eCommerce & mCommerce · Telecommunications · Digital Assets · Sharing Economy
Banking & FinancialAgriculture & CommoditieseCommerce & mCommerceTelecommunicationsDigital AssetsSharing Economy
Traditional development distributes work across specialists sequentially — analyst, then architect, then developer, then QA. AI-driven development runs all roles in parallel through orchestrated agents under a single senior engineer's oversight. The result is dramatically compressed timelines without sacrificing quality or test coverage.
AI generates code proposals. The engineer reviews, approves, or rewrites every output before it enters the codebase. Think of it as pair programming where the AI is extremely fast but the human holds final authority over every line of production code.
Every service ships with unit, integration, and end-to-end tests using real containers (Testcontainers). CI/CD pipelines enforce test gates — nothing reaches production without passing all tests. Our Grain Registry case: 319 automated tests, 12 pipelines, zero manual deployments.
An NDA is signed before any project details are discussed — this is step one of our process, and it is non-negotiable. All code is developed in isolated environments. Upon delivery, you receive full ownership of the codebase with no vendor lock-in.
Your specification, a fixed price, a working system.
- 01 NDA signed Before any details are discussed. Your idea is protected.
- 02 Discovery call · 30 min Senior engineer only — no salespeople, no intermediaries.
- 03 Written quote · 24 hours Fixed scope, fixed price, or time and materials — your choice.
- 04 Kickoff within 48 hours If we’re a fit, we can start immediately.
NOSOTA · DS-01 · Rev. 2026.11 The human stays in control. §1–§10