Human-reviewed AI output
AI responses remain reviewable and editable before they become accepted workflow data.
STUDIO BUILD / AI
OpsAgent
AI operations copilot concept for queue triage, summaries, SOP guidance and escalation preparation.
PORTFOLIO TYPEVibecoading studio build
INDUSTRYOperations AI
COMPLETEDNov 2026
TIMELINE11 weeks
PROJECT OVERVIEW
A controlled AI assistant concept designed to support operations teams without silently automating high-impact decisions.
Studio BuildStudio ConceptOperations AI5 person team
TECHNOLOGY STACK
Next.js
Node.js
PostgreSQL
LLM APIRAGTOOLS & DELIVERY
Next.jsNode.jsPostgreSQLLLM APIRAGFigmaGitHubPostmanVercelDockerLLM Playground
DELIVERABLESProduct strategyUX / UI designResponsive product flowsAdmin operationsData modelIntegration boundariesQA matrix
PLATFORMSWebResponsive
PRODUCT FEATURES
Designed around real jobs, states and decisions.
Structured extraction
Turn unstructured requests or documents into consistent fields, actions and summaries.
Context-aware search
Retrieve useful project or knowledge context without forcing users through rigid navigation.
Operational history
Keep prompts, outputs, corrections and important actions traceable for later review.
Permission-aware workspace
Separate user, reviewer and administrator responsibilities around sensitive workflows.
Failure-safe states
Expose confidence, missing data and retry paths instead of hiding AI uncertainty.
THE BUILDFrom friction
From friction
to working system.
A controlled AI assistant concept designed to support operations teams without silently automating high-impact decisions.
DISCIPLINESProduct strategyUX / UI designSystem designFrontend prototypeBackend architectureQA planning
SERVICES PROVIDEDAIFull-stack engineeringOperations AI
Challenge
Operations teams repeatedly search SOPs, summarize cases and prepare escalations.
Solution
Retrieval-grounded guidance, structured case summaries, suggested next steps and human review checkpoints.
Result
Concept showcase — human-in-the-loop by design.
SYSTEM ARCHITECTURE
The product is more than its screens.
Interface, application logic, data boundaries and operational controls are designed as one system.
Experience layer
Responsive interfaces, interaction states and role-aware navigation designed around the primary user workflow.
Application layer
Business rules, validation, orchestration and permission checks separated from presentation concerns.
Data & integration layer
Structured persistence, third-party APIs, background tasks and integration boundaries with explicit failure handling.
Operations layer
Admin controls, observability, auditability and release tooling so the product can be operated after launch.
PRODUCT SCREENS
Five views of the product system.
Original Vibecoading interface visuals created for this case study: overview, workflow, analytics, detail and responsive states.
DELIVERY PROCESS
How the system gets shaped.
Discover
Map the real workflow, user roles, constraints and success criteria before adding features.
Prototype
Design the smallest useful experience and validate navigation, states and information hierarchy.
Engineer
Build frontend, backend, data model, access controls and integrations as one system.
Verify
Test happy paths, error states, permissions, responsive behavior and release readiness.
Measure
Instrument meaningful events and use real feedback to choose the next valuable improvement.
HAVE A SIMILAR WORKFLOW?
We can turn it into a product system.
Bring the messy process, product idea or operational problem. We will help shape the useful core, the interface and the system underneath it.
Start a project ↗