Centralized hub
→ Orchestrator
Routes tasks to the right department without becoming a bottleneck
Exécutez des équipes IA spécialisées via une couche de contrôle orchestrée
Run specialist AI teams through one orchestrated control layer.
Des organisations IA rigides aux départements cybernétiques — une couche de contrôle, plusieurs équipes IA expertes, mémoire persistante.
Route automatiquement le travail vers les bons rôles, modèles et outils
Politique + vérifications runtime à chaque étape — aucune hallucination n'est livrée
Boucle ouverte. Des PME aux entreprises.
Live Orchestration Map
One task entering multiple execution lanes
Routing Active
Stage 1 · Task In
Any product, support, dev, or marketing request
Stage 2 · Policy Gate
Classify · authorize · pick capability tier
Stage 3 · Orchestrator
Task Router & Handoff
Light coordination — never blocks execution
Unit
HiAi-Bob
Ingénierie
14-agent dev cockpit · MemPalace · continuation loops
Unit
HiAi-Amigo
Marketing et ventes
Telegram-native · self-improving KG · campaign engine
Memory
Shared Knowledge
État inter-modules
knowledge graph · skill store · audit logs
Quality Gates
Quality Monitors
Boucles de validation
queue health · quality checks · output validators
The Shift
From AI Organization
to AI Orchestration.
We structured AI systems the way organizations are built: clear teams, defined roles, execution pipelines. Then we hit the wall. Centralized hubs create bottlenecks, zero flexibility, and inherit all the weaknesses of human management. So we deleted everything and rebuilt on a new principle.
Shared chat context
→ Shared Memory Graph
Persistent knowledge graph stores facts, skills, and decisions across all departments
One-size-fits-all agents
→ Specialized Environments
Marketing gets campaign tools. Development gets repos and CI. Each department has exactly what it needs.
Human org structure
→ AI Departments
Autonomous teams with shared memory, specialized tools, and continuous learning
Core Lesson
AI should transcend human org structure, not copy it.
Different agents need different environments. Complexity must be distributed, not concentrated. A centralized hub that controls everything is a single point of failure. The Orchestrator routes tasks — it does not dictate. Each department operates autonomously, shares knowledge through a common memory, and improves over time.
Execution Flow
How the system actually moves a task from request to delivery.
Choose your departments, connect your tools, and let the orchestrator handle routing, execution, and quality control. Your AI teams work like real specialists - just faster and always available.
Pipeline Diagram
API-first execution with local control checkpoints
Durable lanes, recoverable state
01 Entry
Describe What You Need
Simply describe your task or goal in plain language — just like briefing a team member. The orchestrator understands context and routes it to the right specialist department.
02 Route
Connect Your Workflows
Each department integrates with your existing tools - CRM, code repositories, design systems, accounting software. No ripping and replacing.
03 Route
Orchestrator Routes Tasks
The HiAi control layer receives requests and routes them to the right department based on domain, urgency, and required expertise.
04 Route
Departments Execute
Specialist AI teams use domain-specific models, tools, and memory to complete tasks - writing code, creating campaigns, analyzing financials.
05 Route
Quality Validation
Every output is checked against your business rules, brand guidelines, and quality standards before delivery. Failed work gets refined automatically.
06 Persist
Memory & Improvement
All work, decisions, and feedback are stored in shared organizational memory. Your AI departments learn and improve with every task completed.
Runtime Lanes
Local control
Routing, policy checks, and queue health stay close to your runtime.
API specialists
Reasoning, coding, research, and content roles can run on the strongest model for the job.
Validation closeout
Outputs re-enter the graph until acceptance criteria, policies, and artifact rules are satisfied.
AI Department Architecture
How Your AI Departments Work Together
Each AI department operates independently with its own specialized tools and memory. The Orchestrator connects them all — routing tasks, sharing context, and ensuring consistency without creating bottlenecks.
Department Core
Autonomous Teams
Each department — Marketing, Development, Design — operates independently with its own agents, tools, and workflows.
[Self-contained Teams]
Orchestrator
Orchestrator
Routes requests to the right department based on intent, urgency, and required expertise.
[Task Routing Engine]
Memory
Shared Knowledge
All departments share a common memory graph — storing facts, preferences, past decisions, and context. Every team starts with full knowledge.
[Organizational Memory]
Intelligence
Context Awareness
Departments continuously learn from every interaction. They understand your brand voice, coding standards, and business rules over time.
[Learning & Adaptation]
Governance
Quality Controls
Business rules, brand guidelines, and approval workflows ensure every output meets your standards before delivery.
[Policy & Quality Gates]
Result: Enterprise-grade AI operations that scale without adding headcount.
Cybernetic Architecture
A viable system, orchestrated as connected operational modules.
AI departments are not static chat personas. They are autonomous teams — each with specialized tools, memory, and workflows, all connected through the Orchestrator.
System Diagram
Control core coordinating AI departments
7 integrated AI departments
Coordination Core
Task Coordinator
Routes tasks to the right department and manages handoffs between teams.
Selected AI Department
HiAi-Bob
Autonomous software development, refactoring, code review, and automated PR verification.
Engineering
Default Capability Profile
Primary
Long-Context Reasoning
Fallback chain stays role-specific and can swap to any current pipeline capability.
Responsibilities
14-Agent Code Orchestration
MemPalace Repository Memory
TypeScript Typecheck Loop
Why This Matters
This department is not a static chatbot preset. It is an autonomous AI team with defined roles, capability preferences, fallback rules, and handoff expectations inside the wider orchestration system.
Two Flagship AI Departments
Bob and Amigo — symmetric department modules
Engineering and Marketing as specialized AI departments under one Orchestrator. Each has different tools and workflows, but they share the same memory and learn from each other.
Selected AI Department
HiAi-Bob
Autonomous software development module
Development Operations
14-agent dev cockpit (coder, tester, reviewer, debugger…)
Task Routing
MemPalace dispatch — handoffs without lock contention
Quality Assurance
TypeScript typecheck loop + PR verification gate
Code Intelligence
Repo-aware code intelligence, dep analysis, refactor scan
Engineering Standards
Engineering style policy, escalation to maintainer
Selected AI Department
HiAi-Amigo
Autonomous marketing & sales module
Content Operations
Copywriter, social scheduler, ad creative, community mod
Campaign Coordination
Campaign calendar + cross-channel dedup of touchpoints
Performance Monitoring
KPI / ROAS dashboards + content review gate
Market Intelligence
Trend listening, competitor scan, audience research
Brand Voice
Brand voice & tone-of-voice policy, founder escalation
Choose Your AI Departments
Build Your AI Team, One Department at a Time
Start with the departments you need today. Add more as your business grows. Each department is a production-ready AI specialist team, orchestrated through a single control layer.
Development Department
Available NowAutonomous software development team that writes code, runs tests, handles debugging, and manages deployments. Integrates with your Git repositories, CI/CD pipelines, and cloud infrastructure.
- ▸ Code generation & review
- ▸ Automated testing & QA
- ▸ Bug fixing & optimization
- ▸ Documentation & deployment
Marketing Department
Available NowAI-powered marketing team that handles campaign strategy, content creation, social media management, lead generation, and performance analytics. Connects to your CRM, ad platforms, and analytics tools.
- ▸ Content strategy & creation
- ▸ Social media management
- ▸ Lead generation & nurturing
- ▸ Campaign analytics & optimization
Design, Finance, Ops
In R&DWe are actively researching and designing dedicated modules for UI design generation, automated billing and financial bookkeeping, and day-to-day business operations. Connectable directly via the routing plane.
Perfect for growing businesses: implement one department at a time. Spread costs and risk. No need for full enterprise integration or a dedicated, expensive AI team.
Model Freedom
One system, every intelligence.
HiAi doesn't lock you into a single provider. Switch between top-tier cloud models and specialized local instances depending on the sensitivity and cost of the workflow.
High-Context Tier
ReasoningLong ContextAnalysis
Code-Native Tier
Code GenRepo AwareRefactoring
Multi-Modal Tier
VisionAudioDocuments
Fast Tier
Low LatencyHigh ThroughputEdge
Local Tier
On-PremiseAir-GappedCustom
Supporting
OpenAI
Claude
Gemini
Grok
Llama
Mistral
DeepSeek
Qwen
Kimi
MiniMax
MiMo
z.ai
Ollama
vLLM
Groq
Governance
Policy as Code, not as a Suggestion.
HiAi treats security as a first-class routing primitive. Define who can use which tools, which models can see which data, and where human review is mandatory.
Role-Based Tool Access
Limit high-risk tools like code execution or database write access to specific roles or environments.
Audit Ready Logs
Every model call, tool usage, and prompt is logged with full context for compliance and debugging.
Review Loops
Inject human-in-the-loop steps into any graph branch to ensure quality control.
Policy: PROD_WRITE ACTIVE
allow tool: "db_exec"
where user.role == "admin"
and env == "prod"
require review: true
where user.role == "admin"
and env == "prod"
require review: true
Policy: MODEL_RESTRICT ACTIVE
deny model: "cloud-reasoning"
where data.sensitivity == "high"
fallback: "local-tier"
where data.sensitivity == "high"
fallback: "local-tier"
Audit Stream
12:04:12 Route planning executed
12:04:15 Review required for PR #42
Operating Surface
The rest of the stack stays clear, controlled, and extensible.
Once the orchestration story is clear, the supporting product story should be simple: isolation, topology, tools, observability, and durable execution.
Isolated workspaces
Every customer or project keeps its own memory, stack rules, artifacts, and governance scope.
Role-aware topology
Teams can stay minimal or expand into deeper specialist graphs without changing the product model.
Durable pipeline
Long-running flows keep checkpoints, validation loops, and resumable state across execution.
Hybrid runtime
Local control roles and API-heavy execution can coexist without muddying responsibilities.
Tools and skills bus
Execution can reach CLI automation, direct APIs, or MCP connectors under one routing layer.
Observability by default
Health checks, queue metrics, traces, and service visibility stay part of the operating picture.
Deployment Options
Run your AI departments anywhere - cloud, private server, or on-premises.
Whether you want instant cloud access, a dedicated private deployment, or full on-premises control, your AI departments adapt to your infrastructure requirements.
Cloud Deployment
Instant access, zero setup
- Deploy any AI department within minutes through our managed cloud infrastructure.
- Automatic scaling, backups, and security patches handled by our operations team.
- Perfect for teams that need immediate results without IT complexity.
Private Server
Dedicated resources, full isolation
- Your AI departments run on dedicated infrastructure with complete data isolation.
- Full control over model selection, memory retention policies, and security boundaries.
- Ideal for organizations with strict compliance or data sovereignty requirements.
On-Premises
Complete control, air-gapped option
- Run AI departments entirely within your own data centers or private networks.
- Air-gapped deployment possible for maximum security and zero external dependency.
- Enterprise-grade support with custom integration and dedicated success management.
Use Cases
Built for teams that need repeatable execution, not one-off prompting.
The product makes the most sense where requests already flow through real operational lanes with review, tools, constraints, and delivery ownership.
Product and engineering teams
Route planning, implementation, code review, QA, release notes, and post-release analysis through one system instead of multiple disconnected tools.
Faster throughput without losing technical control.
Content and growth operations
Coordinate research, drafts, SEO structure, editorial review, visual prompts, and distribution as one execution graph.
More output with stronger brand consistency.
Regulated or controlled environments
Keep local control roles, tighten policy routes, and limit where tools and models can operate based on workflow sensitivity.
Operational AI without pretending governance is optional.
Built for Growing Companies
Why SMBs Choose AI Departments
Small and medium businesses need specialist capabilities without specialist overhead. AI departments give you expert-level execution in marketing, development, and operations - without hiring expert-level headcount.
Replace Agency Costs
One AI Marketing Department costs less than a single month of traditional agency retainers. One AI Development Department replaces expensive contractor cycles. Pay for execution, not overhead.
Scale Without Hiring
Need marketing campaigns, code development, and design work - but can't hire three specialists? Add AI departments as you need them. Scale up during busy periods, scale down when things quiet.
Learn from Every Task
Unlike contractors who leave with their knowledge, AI departments remember everything. Your brand voice, your code patterns, your design preferences - they accumulate and improve over time.
Confiance technique
Construit pour la production. Prêt pour l'entreprise.
Chaque couche de la pile HiAi est conçue pour la fiabilité, l'auditabilité et la sécurité.
Sans verrouillage fournisseur
Couche d'orchestration open source
Modèles ouverts. Poids ouverts. Vos agents restent vôtres.
Clarté opérationnelle
Chaque décision est enregistrée
Piste d'audit complète de la demande à l'artefact.
Souveraineté des données
Déployer n'importe où
VPS, on-premises ou air-gapped. Vos données restent là.
Tarifs
Tarifs simples pour les departements IA
Commencez par un departement. Developpez selon vos besoins.
Departement Demarrage
par mois
- 1 AI department of your choice
- Up to 5 team members
- Shared orchestration layer
- Basic memory and context
- Cloud deployment
- Email support
Equipes Business
POPULAIREper month
- Up to 3 AI departments
- Unlimited team members
- Advanced orchestration with quality gates
- Persistent memory across departments
- Priority routing and execution
- Private server option
Entreprise
prix personnalise
- Unlimited AI departments
- Custom department development
- On-premises deployment option
- Advanced security and compliance
- Custom integrations
- SLA guarantees
Engineering Reality
The Hard Truths
AI departments are powerful, but they are not magic. Here's what you need to know:
- ▪ They need guidance: AI departments execute brilliantly with clear direction, but they require human oversight for strategy, brand voice, and final approval.
- ▪ Quality depends on memory: The more context and feedback you provide, the better your AI departments perform. They learn from every interaction.
- ▪ Not a replacement for human creativity: AI departments handle execution, iteration, and scale. Human teams still lead on vision, innovation, and complex problem-solving.
The Core Lesson
Execution at Scale
"The best marketing and development teams don't just create - they execute consistently, learn continuously, and scale without losing quality. AI departments make this possible for every business."
This is not about replacing your team. It's about giving them superpowers - unlimited execution capacity, perfect memory, and the ability to iterate at machine speed while humans focus on strategy and creativity.
AI Departments // Human Strategy
Frequently Asked Questions
What is an AI Department?
An AI Department is a specialized team of AI agents that handles a specific business function - like marketing, development, or design. Unlike a single generic AI assistant, each department has multiple specialized agents working together under a smart orchestrator that routes tasks, maintains shared memory, and ensures quality output.
How do AI departments work together?
All your AI departments connect through a shared orchestration layer. This means your Marketing Department knows what your Development Department is building, and your Design Department understands your brand voice from day one. Shared memory ensures consistency across all departments, while the orchestrator routes tasks to the right specialists automatically.
Do I need technical knowledge to use AI departments?
No. AI departments are designed for business users. You describe what you need in plain language - "create a landing page for our new product" or "analyze our Q3 marketing performance" - and the orchestrator breaks it down, routes it to the right agents, and delivers the result. You review and approve, just like working with a human team.
How is this different from hiring agencies or contractors?
AI departments cost a fraction of agency retainers, work 24/7, and never leave. Unlike contractors who take their knowledge with them, AI departments accumulate institutional memory - your brand voice, code patterns, design preferences - and get better over time. You also scale instantly: need 100 marketing campaigns instead of 10? Just ask.
Can I start with just one department?
Absolutely. Most customers start with one department - usually Marketing or Development - and add others as they see results. Each department works independently, so you can expand at your own pace. The shared orchestration layer is always there, ready to connect new departments when you add them.
What departments are available now?
Marketing (Amigo) and Development (Bob) are available now. Design, Finance, and Operations departments are coming soon. Enterprise customers can also request custom departments built for their specific industry or workflow needs.
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