Find the expensive manual work
We start with the workflow that wastes time, creates risk, or slows growth.
AI workflow systems for operators
Smartin Studios
Operational AI that gets out of the slide deck and into the work.
Smartin Studios builds OpenAI-powered workflows for e-commerce, fulfilment, billing, dashboards, and back-office teams: systems that read messy data, prepare the next action, and keep people in control.
OpenAI + APIs + dashboardsMarketplace and back-office automationApproval gates before risky actionsBuilt for SMB operators
E-commerce opsFulfilmentBillingDashboardsMarketplace sellers
Approach
Pick one painful workflow. Turn it into a controlled AI system.
The work starts where the process breaks: scattered product data, slow admin, marketplace busywork, billing exports, stock decisions, and reporting gaps. Smartin Studios turns those bottlenecks into focused OpenAI workflows with clear inputs, structured outputs, review gates, and a path to production.
Connect the tools already in use
OpenAI, APIs, dashboards, exports, spreadsheets, databases, and review queues.
Keep the risky actions gated
AI prepares the work. People approve publishing, finance, stock, and customer-facing changes.
Leave the team with a system
Clear handover, logs, ownership boundaries, and a path from prototype to production.
Selected work
Proof without the wall of text.
Short examples from real implementation patterns. Open a card for the build details, systems, and control model.
Operating dashboard and decision support
AI Operations Command Center
Situation
Business owners often have useful information spread across notes, dashboards, calendars, spreadsheets, and...
Built
Designed dashboard patterns for structured summaries, decision support, reviewable AI advice, retrieval-style...
AI advisor workflowsstructured summariesretrieval patterns
Open case
Marketplace and webshop automation
E-commerce Operations Suite
Situation
Product-heavy commerce creates repetitive work across listings, stock decisions, order monitoring, product...
Built
Built dashboards, API helpers, product scoring, listing workflows, campaign recommendations, and guarded action...
AI-ready product datastock recommendationslisting workflows
Open case
Automated product factory
Print-on-Demand Product Engine
Situation
Creating print-on-demand products manually makes listing quality, compliance, fulfillment, and marketplace...
Built
Built a mock-first TypeScript product engine with database schemas, generated city posters, listing generation,...
product generationAI-ready listingsmock-first architecture
Open case
Professional services operations
Billing Workflow Connector
Situation
Professional service teams lose time and accuracy when project work, time entries, and accounting data must be...
Built
Built API connector logic for task and time entry ingestion, date filters, pagination, normalization, CSV/JSON...
API extractiondata normalizationbilling workflows
Open case
Product content automation
AI Marketplace Listing Copilot
Situation
Marketplace sellers need consistent product content, but manual listing work is repetitive, slow, and easy to...
Built
Use OpenAI to draft structured product content, validate output against required fields, show the proposed...
structured outputsproduct enrichmenthuman review
Open case
Back-office and WMS operations
Fulfilment Workflow Automation
Situation
Fulfilment teams often coordinate repetitive processes across WMS tools, shipping systems, ticketing,...
Built
Design internal tools, API integrations, dashboards, reporting flows, and exception-handling processes that...
operations automationWMS workflow designreporting
Open case
Services
What businesses usually need first.
Focused builds for companies with real data, repetitive work, fragmented tools, and no large internal AI team.
Find the automation opportunity
Find the work worth automating first.
Map operational bottlenecks, data sources, approval steps, edge cases, and adoption risk before choosing models or tools.
Build OpenAI product behavior
Turn prompts into reliable product behavior.
Build OpenAI-powered flows with structured outputs, schemas, retrieval, tool calls, validation, and review states.
Build approval-gated agents
Let software prepare the work while humans keep control.
Design agentic workflows that gather context, call tools, draft outputs, recommend actions, and escalate for approval.
Connect AI to the operating stack
Connect AI to the real operating stack.
Integrate with marketplace, webshop, fulfilment, print, product data, and reporting systems.
Make AI output system-ready
Make AI output usable by systems.
Turn model output into JSON, CSV, XML, product attributes, reports, dashboards, and API-ready payloads.
Move from prototype to production
Ship without losing operational control.
Add approval gates, logging, privacy boundaries, least-privilege access, and clear handover for sensitive workflows.
Answer from approved sources
Help teams answer from approved sources.
Create retrieval-based assistants for SOPs, product data, support answers, warehouse procedures, and internal knowledge.
Turn operations into dashboards
Turn data into priorities and next actions.
Build dashboards that combine data sources, scoring rules, AI summaries, recommendations, and review queues.
Responsible implementation model
Fast, but not reckless.
Speed only works when the controls are obvious. Every build is shaped around review, privacy, logs, and handover from the start.
Approval gates
No live marketplace, finance, stock, or customer-facing change without a human review step.
Limited access
Credentials and API scopes stay tied to the workflow, not broad company-wide access.
Sample-data testing
Risky paths are tested with dry runs and mock adapters before production credentials enter.
Logged decisions
Recommendations, approvals, errors, and exports are shaped so operators can see what happened.
Private data boundaries
Customer records, account identifiers, credentials, and sensitive business data stay out of public examples.
Manual override
People can pause, reject, revise, or fall back to the original process when needed.
Structured outputs
Schemas, validations, and review states turn AI output into something a system can use.
Handover ready
Documentation, owners, edge cases, and next steps are part of the build from the beginning.
Contact
Start with the workflow your team keeps avoiding.
Send one workflow that feels slower than it should. We will map the data, spot the highest-value AI path, and turn it into a controlled first build.
Good fit
- E-commerce operators who need cleaner product, stock, marketplace, and reporting workflows.
- Fulfilment and back-office teams dealing with repetitive decisions and exceptions.
- Accounting or admin workflows that depend on exports, reviews, and reconciliation.
- Founders who need a production-minded AI prototype, not just a prompt demo.
Not a fit
- Generic chatbots with no operational integration.
- Unsafe live automation without a human approval model.
- Speculative AI experiments without a business owner or process owner involved.