Multi-agent AI, built for evidence and enterprise reliability
A spec-driven orchestration platform for multi-agent workflows with streaming, provider portability, durable evidence, and end-to-end auditability.
- One execution surface for all AI runs (streaming-first)
- Workflows authored in specs, not orchestration code
- Evidence-first answers with exportable source bundles
- Full traceability across tools, agents, and outputs
The Problem Space
Building AI products today means rebuilding orchestration from scratch. Every team faces the same fragmentation.
Fragmented Tool Ecosystems
Custom integrations between models, vector DBs, graph DBs, and application logic create brittle architectures
No Unified Memory Model
Each team builds custom retrieval plumbing, duplicating effort and creating inconsistent experiences
Custom Retrieval Plumbing
Bespoke chunking, embedding, and retrieval strategies that don't scale or transfer between projects
Model Lock-In
Hard-coded dependencies on specific providers make switching models a major refactoring effort
What SmoothOperator.ai Provides
A unified orchestration kernel that eliminates fragmentation and accelerates AI product development.
Spec-Driven Workflows
Declarative composition, not code. Define agent behaviors in YAML, let the Meta-Builder translate natural language into executable specs.
Unified, Layered Memory
Hybrid search with explicit lanes: Verbatim (ephemeral), Indexed Private (durable), Web (transient), Evidence Memory (high-signal & growing).
Provider Abstraction
Model-agnostic, BYOK. Switching models is a policy change, not a code change. From local GPU to hyperscaler.
Evidence-First Outputs
Durable, auditable, citable. Every response includes committed evidence, validation gates, and explicit correction or refusal.
Full MCP Support
First-class citizen in the open ecosystem. Unified Tool Lattice with MCP tool outputs as evidence, isolated & attributable runs.
Embeddable & Multi-Tenant
Strict tenant isolation. Single execution plane with operator cockpit for monitoring, same infrastructure for your app and admin dashboard.
Intelligent Dual-Mode Execution
The platform automatically selects the optimal execution path—orchestrated multi-agent teams for complex reasoning and workflow execution, or specialized vertical agents for high-speed domain queries. Both modes collaborate to answer questions AND execute tasks.
Orchestrated Multi-Agent
Complex reasoning & synthesis
For complex tasks requiring deep analysis and multi-step execution, the orchestration engine activates a structured workflow pipeline. The system decomposes tasks, gathers information, executes actions across systems, and delivers comprehensive, verified results—not just answers, but completed work.
Specialized Vertical Agents
High-speed domain expertise
For well-defined queries and routine tasks within specific domains, specialized agents deliver instant responses and execute standard workflows. Pre-configured with domain expertise—HR onboarding, IT provisioning, document processing—they handle repetitive tasks in milliseconds.
Intelligent Interoperability: Multi-agent teams invoke specialized agents for rapid lookups. Specialized agents escalate to full orchestration when queries exceed their scope.Learn more →
Pre-Tuned for Your Domain
Deploy AI-powered knowledge retrieval and workflow automation across departments and industries. Each solution understands domain-specific terminology, automates repetitive tasks, and handles operational nuances.
Departmental Solutions
Meet Users Where They Work
Deploy AI assistance across every communication channel your teams already use. One unified intelligence layer—accessible via email, chat, voice, or video—delivering consistent, verified answers and executing workflows wherever work happens.
Outlook, Gmail
Teams & Slack
Chat platforms
Mobile messaging
Phone/IVR
Voice channels
Video Calls
Zoom, Meet
Contact Center
Agent assist
Multimodal Input
Voice, text, images, and documents—users interact naturally in any format. AI understands context across modalities.
Unified Intelligence
Same knowledge base, same verification, same governance—regardless of channel. No silos, no inconsistencies.
Workflow Execution
Beyond answers: trigger actions, update systems, route requests, and complete tasks directly from any channel.
Quantify Your Return on Investment
Use our interactive ROI calculator to model the financial impact of deploying SmoothOperator.ai based on your organization's specific metrics—knowledge worker count, average query volume, and current resolution times.
Typical Enterprise Results
Enterprise-Grade Security & Governance
Built from the ground up for regulated industries and security-conscious organizations. Deploy with confidence knowing your data never leaves your control.
SOC2 Type II
Certified security controls
GDPR Compliant
EU data protection ready
Air-Gap Deploy
Fully on-premises option
Full Audit Trail
Complete observability
Ready to Transform Knowledge & Automate Workflows?
Join forward-thinking enterprises deploying AI that answers questions AND executes tasks—with governance, accuracy, and ROI you can measure. See how we eliminate manual work while ensuring compliance.