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SvorusSvorus

Service pillar

Product engineering without the handoff tax.

Svorus builds custom software from product discovery through production release, with architecture, design, delivery, and operations moving together.

AI StrategyAgentic AIProductCloud and DevOpsDataInteractive
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Overview

This pillar covers the full product build cycle for teams that need dependable execution across web, mobile, APIs, and modernization.

Product strategy and discovery

What breaks without it

Builds drift when user need, technical shape, and business priority are discovered after engineering starts.

How Svorus approaches it

We define the product surface, core workflows, constraints, and release slices before committing the team to a build plan.

Deliverables

  • Problem framing and user workflow map
  • MVP and release-slice definition
  • Technical feasibility review
  • Delivery backlog and acceptance criteria

Web application engineering

What breaks without it

Modern web apps fail when frontend, API, data, performance, and accessibility are treated as separate tracks.

How Svorus approaches it

We build web applications with typed contracts, component systems, resilient data flows, and production observability.

Deliverables

  • Frontend application architecture
  • API integration and state strategy
  • Reusable component implementation
  • Performance and accessibility baseline

Mobile engineering

What breaks without it

Mobile delivery becomes expensive when platform differences, release operations, and offline behavior are handled late.

How Svorus approaches it

We choose native or cross-platform based on product needs, then plan release, analytics, and support from the start.

Deliverables

  • Mobile architecture recommendation
  • iOS, Android, or cross-platform build
  • Release and store submission workflow
  • Crash, analytics, and feedback instrumentation

Application modernization

What breaks without it

Legacy systems slow delivery when risk, data contracts, and migration sequencing are left implicit.

How Svorus approaches it

We modernize in slices, preserving business continuity while replacing fragile paths with observable, maintainable services.

Deliverables

  • Legacy system assessment
  • Incremental migration plan
  • API and data contract design
  • Cutover and rollback strategy

Related work

Product and case-study proof

Related work should connect service claims to verified Svorus products, repository-backed case studies, or clearly labeled lab projects.

SupportOps Agent: AI support workflow lab
Svorus LabInternal R&D concept
Svorus Lab

SupportOps Agent: AI support workflow lab

SupportOps Agent is a Svorus Lab concept for AI-assisted support operations with ticket triage, retrieval, tool calls, human approval gates, and agent observability.

OpenAI Agents SDKNext.jsFastAPIPostgreSQL
Lab conceptnot represented as shipped client work
AgentOpstraces, approvals, evaluation, cost, latency, and tool-failure monitoring
Read example
Enterprise RAG Copilot: document intelligence lab
Svorus LabInternal R&D concept
Svorus Lab

Enterprise RAG Copilot: document intelligence lab

Enterprise RAG Copilot is a Svorus Lab concept for private document intelligence with ingestion, hybrid retrieval, cited answers, governance, and evaluation loops.

LangChainLlamaIndexNext.jsFastAPI
Lab conceptoriginal Svorus R&D direction, not client work
Cited RAGanswers grounded in retrieved sources, metadata, and permission checks
Read example
Voice Booking Agent: realtime AI calling prototype
PrototypeInternal prototype concept
Svorus Lab

Voice Booking Agent: realtime AI calling prototype

Voice Booking Agent is a Svorus prototype concept for realtime AI calling with slot extraction, calendar and CRM tools, transcript review, and human handoff controls.

LiveKit AgentsOpenAI Realtime APITwilioFastAPI
Prototypelab-ready concept for voice AI validation
Realtimevoice loop, slot extraction, tool calls, calendar state, and human handoff
Read example
Visual Inspection AI: defect detection lab
Svorus LabInternal R&D concept
Svorus Lab

Visual Inspection AI: defect detection lab

Visual Inspection AI is a Svorus Lab concept for computer vision defect detection with edge capture, anomaly localization, human review, and model feedback loops.

PythonOpenCVPyTorchONNX Runtime
Lab conceptcomputer vision R&D direction for operational quality workflows
Human reviewoperators validate detections and create training feedback
Read example
Eleviy: AI fitness and nutrition product
Svorus productIn-house product
Svorus-owned product

Eleviy: AI fitness and nutrition product

Eleviy is a Svorus-owned AI fitness and nutrition product with a Flutter mobile app, FastAPI backend, multimodal meal analysis, personalized coaching, and workout generation.

FlutterRiverpodGoRouterDrift
Svorus-ownedin-house AI fitness and nutrition product
Multimodal AImeal photo analysis, coaching, and workout generation
Read example
Loveton: mobile-first relationship app for couples
Svorus productIn-house product
Svorus-owned product

Loveton: mobile-first relationship app for couples

Loveton is a Svorus-owned couples app with a Flutter mobile experience, FastAPI backend, real-time partner interactions, shared rituals, mini-games, subscriptions, notifications, and media workflows.

FlutterRiverpodGoRouterDrift
Svorus-ownedin-house consumer relationship product
Real-timecouple events, presence, canvas, messages, questions, photos, countdowns, and kisses
Read example
Glowskin: AI skin and hair coaching platform
Case studyPortfolio case study
Glowskin

Glowskin: AI skin and hair coaching platform

Glowskin is an AI skin and hair coaching case study with a Flutter mobile app, FastAPI backend, Gemini image analysis, routine generation, ingredient scanning, subscriptions, tracking, and compliance pages.

FlutterRiverpodGoRouterDio
AI visionskin, hair, and cosmetic label analysis with Gemini and MediaPipe-assisted concern zones
Full-stackFlutter app, FastAPI backend, PostgreSQL data model, S3-compatible media, Firebase, Razorpay, and compliance website
Read example
Sample engagement: Healthcare intake platform modernization
Engineering case studyIllustrative exampleSample engagement
Sample Client - Healthcare Provider Network

Sample engagement: Healthcare intake platform modernization

An illustrative example of a privacy-aware intake workflow that connects product engineering, integration, data, and cloud reliability.

Next.jsFastAPIPostgreSQLCloud infrastructure
Illustrativeplatform modernization scenario
Privacy-awareaccess and audit design included from discovery
Read example
Sample engagement: Live-ops dashboard for a game studio
Engineering case studyIllustrative exampleSample engagement
Sample Client - Independent Game Studio

Sample engagement: Live-ops dashboard for a game studio

An illustrative example of a live-ops and analytics dashboard for a game team managing events, telemetry, and player-facing changes.

ReactFastAPIEvent telemetryCloud deployment
Illustrativelive-ops dashboard scenario
Operationaltelemetry and rollback workflow designed together
Read example

FAQ

Questions this service usually raises

Can you work inside our existing repos?
Yes. The preferred model is to build inside your repos, branches, cloud accounts, and review process from the beginning.
Do you handle UX and UI design?
Yes. We cover product workflows, interface design, component systems, and implementation so design decisions survive into code.
Can you modernize without a full rewrite?
Usually yes. We prefer incremental migration paths that reduce risk and keep critical business workflows operating.
How do you keep scope controlled?
We define release slices, acceptance criteria, and tradeoff rules before each sprint so scope changes are visible decisions.

Scope the AI product, agent, SaaS, or platform you want to build.

Bring the workflow, data, users, integrations, and constraints. We will help shape the first responsible release path.