Senior judgment in one chain
The product model, interface, data layer, AI workflow, and infrastructure are designed together.
Complex software without handoffs
Serious systems, built end to end.
Vyshyvka designs and builds complex platforms, AI workflows, archives, dashboards, and internal tools without the usual handoffs between strategy, design, engineering, data, and infrastructure.
Domain material
Files, records, media, source documents, databases, staff input.
System logic
Schemas, workflows, AI steps, validation, review state.
Working product
Websites, dashboards, internal tools, publishing screens.
Where projects break
Software projects fail between teams.
AI, data, interfaces, permissions, infrastructure, and operations have to match. Vyshyvka keeps those decisions in one build process.
- 01
Domain material
Files, records, media, source documents, databases, staff input.
- 02
Product system
Data models, workflows, AI pipelines, validation, review state.
- 03
Working product
Websites, dashboards, internal tools, publishing screens.
Team-scale work
This is the team the work usually takes.
Custom platforms are expensive because they ask a client to exercise senior product, design, engineering, data, AI, infrastructure, validation, and delivery judgment at once.
The offering
AI inside the workflow
Automation is tied to sources, validation, permissions, review state, telemetry, and repair paths.
Delivery without integration drift
Fewer vendor relays, fewer handoff gaps, and fewer late discoveries that the parts do not fit.
Systems we build
Institutional platforms
Websites connected to records, events, media, permissions, files, and staff workflows.
- Public site
- Staff tools
- Data model
Archive and knowledge systems
Structured collections with provenance, search, review state, and publication tools.
- Catalog
- Review
- Publishing
AI workflow systems
Pipelines where extraction, validation, human review, telemetry, and writeback are built into the product.
- Sources
- Validation
- Review gates
Operational dashboards
Internal tools for teams working with messy data, status changes, filters, files, and approvals.
- Workflow
- State
- Permissions
Technology
The stack behind the work.
These are the tools used across recent builds. The point is not the logo list; it is that product, data, AI, infrastructure, and deployment are handled together.
Next.js
Application framework for routed pages, server-rendered screens, and public site delivery.
React
Interface layer for reusable product screens, interactive workflows, dashboards, and internal tools.
TypeScript
Keeps data contracts, component props, workflow state, and integration boundaries explicit across the stack.
Tailwind CSS
Used for responsive layout, component styling, and fast interface iteration.
Drizzle ORM
Typed database modeling for records, relationships, migrations, and domain-specific operational data.
NextAuth
Authentication layer for protected routes, sessions, staff tools, and authenticated product workflows.
Cloudflare Workers
Edge runtime for application pages, API routes, file handling, and deployment workflows.
Cloudflare D1
Cloudflare-native relational storage for Workers-deployed apps and structured product data.
Cloudflare R2
Object storage for media, generated assets, document artifacts, and file-backed workflows.
Stripe
Payment and billing infrastructure for subscriptions, checkout, and account commerce.
Python
Used for pipeline work, AI tooling, data repair, extraction, enrichment, and operational scripts.
PyTorch
Modeling and prototype ML layer for sequence analysis, evaluation, and applied AI research workflows.
NumPy
Numerical foundation for compact inference paths, model artifacts, and data-heavy Python operations.
SQLite
Local and embedded relational storage for development, prototypes, imports, and focused operational datasets.
Pydantic
Python-side validation for AI, extraction, and service workflows where structured inputs and outputs matter.
Zod
Runtime validation for form inputs, server actions, API payloads, and typed workflow boundaries.
OpenNext
Bridges Next.js apps into Cloudflare deployment targets while preserving the App Router model.
Vitest
Test runner for focused unit and integration coverage around parsing, data transforms, and product logic.
Selected systems
Nine systems from the work.
Public sites, staff tools, data models, workflow screens, and research prototypes from recent work.
If the work crosses design, data, AI, and infrastructure, bring it early.
Send a project brief