MCI
Join the Lab
MCI Co-Build Platform Labs

Build Live.
Deploy Live.
Monetize Live.

The AI Product Co-Build Ecosystem where learners, founders, consultants and teams ship production-ready AI agents and apps — not just learn about them.

Start Building →Explore the Platform
11
Core Modules
1-Click
Deployment
50+
AI Integrations
∞
Public Portfolio
Powered by the AI infrastructure you already trust
OpenAIAnthropicGeminiGroqLangGraphCrewAIPineconeQdrantSupabaseVercelLangFlowN8NElevenLabsReplicateLiteLLMHeliconeOpenAIAnthropicGeminiGroqLangGraphCrewAIPineconeQdrantSupabaseVercelLangFlowN8NElevenLabsReplicateLiteLLMHelicone
The Shift

From Education Platform to AI Product Innovation Ecosystem.

MCI is no longer a live cohort. It is the operating system for the next generation of AI builders — an Innovation Lab, Venture Studio, Agent Factory, Deployment Sandbox and Talent Marketplace combined.

01
AI Innovation Lab
02
AI Venture Studio
03
AI Agent Factory
04
Workforce Simulation
05
Deployment Sandbox
06
Talent Marketplace
07
Product Incubation
08
Builder Identity
The Builder OS

Canva + Replit + Cursor + Lovable + HuggingFace — in one ecosystem.

MODULE 01

AI Workspace Dashboard

Personalized command center for cohorts, projects, deployments, credits and mentor reviews.

MODULE 02

Agent Builder Studio

Drag-and-drop builder for tools, memory, MCP, workflows, triggers and webhooks.

MODULE 03

AI App Builder Studio

No-code + low-code hybrid to ship chat systems, copilots, dashboards and AI SaaS apps.

MODULE 04

Managed API Infrastructure

Unified gateway with routing, rate-limits, caching, billing and multi-model orchestration.

MODULE 05

One-Click Deployment

Public URL, SSL, analytics and a portfolio entry — every build ships live.

MODULE 06

Infrastructure Marketplace

Plug-and-play models, vector DBs, speech, automation and browser agents.

MODULE 07

Co-Build Collaboration

Team pods, mentor layer and live build rooms — Figma + Discord + Replit + AI.

MODULE 08

Real-Time Build Journey

Phase-based: Discover → Architect → Build → Test → Deploy → Monetize.

MODULE 09

Evaluation & Observability

Token analytics, hallucination tracking, prompt versioning, latency and quality scoring.

MODULE 10

Commercialization Layer

Publish, sell, license, generate consulting leads and monetize endpoints.

MODULE 11

Builder Identity System

Public AI Builder profile — proof-of-work that replaces the resume.

End-to-End Journey

From idea to live revenue in one workspace.

01

Join Cohort

Workspace, API credits, templates and sandbox provisioned instantly.

02

Choose Build Track

HR Agent, Sales Copilot, Research Assistant, Ops Bot, Support Agent.

03

Co-Build Sprint

UI, workflows, prompts, vector DB and integrations from prebuilt templates.

04

Build Live

Visual builder + AI assistant + mentor support + team collaboration.

05

Test & Evaluate

Prompt testing, sandbox deploy, evaluation scoring and logging.

06

Deploy

Public URL, hosting, SSL and analytics — one click.

07

Public Portfolio

Share with LinkedIn, recruiters, clients and investors.

08

Monetize

Sell access, license workflow, run consulting, ship a startup MVP.

Workflow Architecture

Real-time path from click to live revenue.

Four runtime lanes orchestrated by the MCI AI Gateway. Every interaction — agent edit, eval, deploy, sale — emits a live event consumed by the workspace, mentors and the public portfolio.

L1
Lane 1

User Layer

01.01
Sign-In & Identity

SSO / email OTP issues a Builder ID + workspace token. Realtime presence joins the cohort channel.

01.02
Track Picker

User selects a build track. Workspace clones template, provisions repo, vector index and sandbox URL.

L2
Lane 2

Workspace Runtime

02.01
Agent / App Studio

Drag-drop canvas streams diff events over WebSocket — every node change re-renders preview in <300ms.

02.02
Live Co-Build Room

CRDT-synced canvas, shared cursors, voice and an AI pair-programmer that watches the diff stream.

02.03
Sandbox Test Console

Run prompts, replay traces, score evals. Token, latency and cost stream live into the side panel.

L3
Lane 3

MCI AI Gateway

03.01
Auth + Key Vault

Routes BYO keys or MCI-managed credits. Per-request signing, scoped tokens, per-team rate limits.

03.02
Model Router & Meter

LiteLLM/Portkey-style fan-out across OpenAI, Claude, Gemini, Groq. Usage events streamed to billing + observability.

03.03
Tools / MCP / Webhooks

Function calls, MCP servers, browser agents and N8N triggers — bi-directional with retry + dead-letter queue.

L4
Lane 4

Deploy & Monetize

04.01
One-Click Deploy

CI builds container, pushes to Vercel/Railway/Modal. Public URL + SSL + analytics provisioned in seconds.

04.02
Live Observability

LangSmith/Helicone hooks stream traces, evals, hallucination scores and revenue back to the dashboard.

04.03
Marketplace & Billing

Publish endpoint, set pricing tier, Stripe subscriptions, revenue share, lead-gen inbox.

04.04
Builder Portfolio

Public profile auto-updates with shipped agents, demos, metrics and team contributions.

Real-Time Channels

Six event streams that keep every surface in sync.

  • WebSocket presence
    Workspace + cohort channels via Supabase Realtime.
  • CRDT canvas sync
    Yjs document per project — multi-user agent editing.
  • Streaming inference
    SSE token stream from gateway → studio preview.
  • Live trace bus
    Eval, latency, token and cost events pushed to dashboard.
  • Webhook fan-out
    Tool calls + N8N triggers with retry + DLQ.
  • Deploy pipeline events
    Build → ship → health checks broadcast to portfolio.
// end-user interaction loop
user.action ─▶ studio.canvas (CRDT)
        │
        ▼
   gateway.route ──▶ model.stream (SSE)
        │                  │
        ├─▶ usage.meter    ├─▶ preview.render
        ├─▶ eval.bus       └─▶ trace.bus
        ▼
   deploy.pipeline ──▶ portfolio.publish
        │                       │
        └─▶ billing.event ──▶ marketplace.live
Co-Build Tracks

Pick your build path.

Foundational8 weeks

AI Agent Bootcamp

Build your first production AI agent with memory, tools and workflows.

Apply now →
Builder12 weeks

AI App Builder Cohort

Ship a real AI SaaS — frontend, backend, vector DB, deployment.

Apply now →
Operator10 weeks

AI Automation Lab

Automate ops with multi-agent workflows, browser agents and triggers.

Apply now →
Enterprise14 weeks

Enterprise AI Builder

Internal copilots, governance, SSO, private deployments and pilots.

Apply now →
Founder16 weeks

AI Startup Builder

Build a venture-ready AI MVP, validate, monetize and pitch.

Apply now →
Architecture Blueprint

Enterprise-grade stack. Builder-grade speed.

Frontend
  • Next.js
  • React
  • Tailwind
  • ShadCN
  • Framer Motion
Auth
  • Clerk
  • Supabase Auth
  • Auth0
  • Enterprise SSO
AI Frameworks
  • LangChain
  • LangGraph
  • CrewAI
  • AutoGen
  • LlamaIndex
Model Routing
  • LiteLLM
  • OpenRouter
  • Portkey
  • Helicone
Databases
  • PostgreSQL
  • Pinecone
  • Qdrant
  • Weaviate
  • Chroma
Automation
  • N8N
  • Temporal
  • Trigger.dev
  • Browserbase
Deployment
  • Vercel
  • Railway
  • Render
  • Modal
  • Replicate
Observability
  • LangSmith
  • Phoenix Arize
  • Weights & Biases
  • Sentry
Revenue Engine

Seven layers of recurring revenue.

Infrastructure businesses create higher retention, recurring revenue, network effects and enterprise value. MCI compounds across all of them.

01
Cohort Fees
Premium co-build cohorts.
02
Infrastructure Credits
Usage-based AI compute.
03
Deployment Plans
Premium hosting & domains.
04
Enterprise Workspaces
Private team environments.
05
Marketplace Commission
% from AI app sales.
06
Talent Marketplace
AI builder recruitment fees.
07
White-Label Labs
For universities & enterprises.
Phased Rollout

From MVP to global ecosystem.

Phase 1
MVP
60 days
Unified loginAI workspace dashboardAPI managementCohort systemBasic deploymentPublic portfolio pagesMentor reviews
Phase 2
AI Agent Studio
90 days
Drag-drop agent builderWorkflow builderMemory systemsMCP integrationsMulti-model routing
Phase 3
Commercialization
120 days
MarketplaceBilling & subscriptionsRevenue sharingAI app monetization
Phase 4
Enterprise Platform
180 days
Team workspacesEnterprise SSOPrivate deploymentsWhite-label labsGovernance layer

Stop learning AI.
Start shipping it.

Join the first 50 builders inside MCI Co-Build Labs and ship a live AI product to your portfolio in weeks — not years.

Limited cohort · Pilot pricing · Mentor-curated