Inferensys
Stallion case study preview

Case study / Agentic AI workspace

Multi-Agent Orchestration Platform

Stallion turns an open-ended product request into a planned, assigned, and reviewable agent run.

The product keeps the important parts visible: what the agents will do, where the work is running, what changed, who can approve it, and what gets handed off at the end.

Next.jsReact 19Tailwind CSSSocket.IOE2BDockerClaude Agent SDK

Client

Stallion

Engagement

Product design + full-stack build

Timeline

12 weeks

Category

Agentic AI workflow automation

Runtime

Docker VM workspace

Review layer

Plan, preview, files, logs, audit

Product challenge

Agent work needs visible control.

Plan before execution

Every mission starts with agent roles, task order, dependencies, and acceptance criteria.

Live execution view

The task graph, activity feed, VM preview, and files stay connected while the run is active.

Operational readiness

Admin, team roles, billing, integrations, security settings, and audit history are treated as core product screens.

Demo

Watch the workspace in action.

The walkthrough shows the core loop: create a mission, review the plan, run agents in a VM, inspect the output, and keep the handoff tied to the work record.

Plan review before execution

Agent progress and task graph

Live VM preview with handoff notes

Product architecture

The surfaces that make agent workflows usable.

Stallion was designed around the full operating loop: planning, execution, review, team control, system connection, and audit.

Planning

Mission plan

A structured brief before compute starts.

Mission briefReadiness scoreAcceptance criteriaApproval gate

Ownership

Agent roles

Clear responsibility across planning, data, UI, and QA.

Product StrategistData ModelerFrontend BuilderQA Reviewer

Execution

Task graph

Dependencies, blockers, and progress in one visual map.

Task orderBlocked statesDone statesAgent ownership

Runtime

VM workspace

Sandboxed execution with preview, terminal, and files.

Docker VMLive browserTerminal stateFile browser

Operations

Admin console

Workspace-level view of activity, policy, and usage.

Usage viewBudgetsPolicy defaultsMission activity

Roles

Team access

Members, groups, permissions, and approval rules.

MembersRolesGroupsApprovals

Spend

Billing

Plan usage, payment method, invoices, and budgets.

Plan usagePayment methodInvoicesBudget usage

Security

Security policy

Identity and runtime rules for connected work.

SSO-ready loginIdentity rulesRuntime defaultsSecurity policy

Systems

Integrations

Connection points for the tools teams already use.

GitHubSlackJiraSnowflake

Review

Audit trail

A record of approvals, access, exports, and policy events.

Event streamApprovalsCredential eventsExports

Workspace showcase

Plan, run, and review in one workspace.

The main workflow keeps the mission, task state, and VM output visible at every stage.

Plan review

Start with a mission the team can approve.

The plan view turns a product request into assigned work, dependencies, acceptance criteria, and an approval step.

Mission briefAgent rolesApproval gate
Stallion mission plan review with agents and tasks

Task graph

Track progress without digging through logs.

The graph shows execution order, blockers, ownership, and completed work as the mission moves.

DependenciesBlocked statesCompleted tasks
Stallion task graph showing completed agent work

VM workspace

Review the output where it was created.

The browser preview, files, terminal state, and run notes stay together so the result is easy to inspect.

Live previewFilesRun notes
Stallion VM workspace with browser preview and file inspector

Workflow checkpoints

A clear path from request to handoff.

Review the plan screen

01

Review the plan

Confirm the mission, agent roles, task order, and approval gate before execution.

Run the workspace screen

02

Run the workspace

Keep the app preview, file tree, terminal state, and handoff notes in one place.

Manage the system screen

03

Manage the system

Control team access, billing, security, integrations, and audit history from the same product.

Operating loop

From product request to reviewable output.

Stallion mission plan review

01

Define the request

Example: a B2B SaaS analytics dashboard with activation, retention, revenue, charts, and implementation notes.

02

Review the plan

Stallion maps the request into agents, task order, and acceptance criteria.

03

Run in the VM

Agents work inside the sandbox while progress and blockers remain visible.

04

Inspect the output

Review the preview, files, terminal state, logs, and notes together.

05

Hand off with context

The run ends with a review package another team can pick up.

Execution evidence

Every run stays tied to its work record.

The VM view keeps output, files, logs, and notes attached to the mission that produced them.

Preview, files, logs, and notes stay in one review surface.
Stallion VM preview and workspace file inspector

Team rollout

Controls for the people running the workspace.

Authentication, billing, role management, integrations, security settings, and audit review give the product the operating layer it needs beyond the main agent run.

Admin screen

Admin

Billing screen

Billing

Security screen

Security

Team screen

Team

Integrations screen

Integrations

Audit screen

Audit

Contact

Talk to the team about your AI system.

Share what you are building, where you need help, and what needs to ship next. We will reply with the right next step.

01

NDA available

We can start under NDA when the work requires it.

02

Direct team access

You speak directly with the team doing the technical work.

03

Clear next step

We reply with a practical recommendation on scope, implementation, or rollout.

30m

working session

Direct

team access

Share the architecture, scope, and timeline so we can understand the work quickly.

NDA availableDirect team accessClear next step