Classical intelligence path
Specialist response and workflow execution
- Governed Bee model releases and tier routing
- Tenant-scoped retrieval, memory and citations
- Approved tools, structured workflows and streamed output
Singapore-built · Global platformSpecialist intelligencePost-quantum assuranceReal quantum compute
Bee: Quantum IntelligenceSpecialist intelligence. Post-quantum security. Quantum computing.
A specialist-intelligence platform for regulated and high-assurance work. Bee brings 66 specialist domain families, post-quantum assurance paths and governed access to real quantum hardware into one system - built by HEOSSI in Singapore.
It is not a general-purpose assistant. Bee is designed for work where domain depth, provenance and deployment boundaries decide whether the result is usable at all. Each capability carries a published operating boundary, so you can evaluate exactly what runs today, what is customer-scoped, and what remains roadmap.
OpenAI-compatible API·Tenant-isolated retrieval·66 specialist domain families·Governed architecture·Post-quantum high-assurance security paths·Singapore-built, globally available
Bee reference architecture
One specialist-intelligence system. Clear execution boundaries.
Bee Specialist Intelligence System (BSIS) is the architecture that turns a request into a governed specialist response. It coordinates domain intelligence, current knowledge, tenant retrieval, tools, model execution, safety, evaluation and release control; the model is one component, not the whole product.
Customer and integration layer
One governed entry point across every Bee surface
Bee Workspace
API & SDKs
MCP & tools
Enterprise systems
Bee Specialist Intelligence System
The governed intelligence and orchestration core
01
Understand the task
Resolve intent, user context, entitlements and policy before execution.
02
Compose specialist intelligence
Select across 66 specialist domain families, permitted research, tenant retrieval and tools.
03
Route the right execution
Choose an eligible Bee tier, model release, workflow and deployment boundary.
04
Evaluate and control
Apply safety, quality, release evidence, metering, telemetry and rollback controls.
Explicit quantum-compute path
Governed access to real quantum hardware
- Local simulation before any hardware submission
- Entitlement, privacy, circuit and spend controls
- Reviewed real-QPU target with metered results and evidence
Security and evidence plane
Quantum-Native Security Infrastructure (QNSI)
HEOSSI’s security platform supplies post-quantum key, payload-protection and tamper-evident evidence paths using NIST-standardized cryptography, with the exact transport and deployment boundary fixed by the customer environment.
Ordinary AI requests stay on the classical inference path.
Quantum execution is explicit, bounded, entitled and budget-controlled.
Tenant knowledge is resolved inside the authenticated customer boundary.
Inference envelopes and stored data use full post-quantum ML-KEM/ML-DSA on every plan; the public edge negotiates X25519MLKEM768 where a full PQC-only handshake is not yet interoperable.
One integrated intelligence platform
Specialist AI. Post-quantum assurance. Real quantum hardware.
These are separate capabilities with clear operating boundaries, united through Bee’s governance, identity, metering and evidence system.
Specialist, not general
66 domain families under one governed system
Bee is built for domain work, not open-ended chat. BSIS coordinates governed specialist releases, 66 domain families across 18 regulated contract domains, attributable research, tenant retrieval, tools, evaluation and release control - with a published capability register per tier.
See the specialist architecturePost-quantum by default
Post-quantum protection on every plan
Every Bee plan protects inference payloads and stored data with full NIST-final post-quantum cryptography: ML-KEM-768 / ML-DSA-65 as the envelope floor, rising to ML-KEM-1024 / ML-DSA-87 on higher tiers. The public edge negotiates X25519MLKEM768 hybrid key exchange where a full PQC-only handshake is not yet interoperable. The protection floor never drops by plan.
Read the PQC evidenceReal quantum compute
Quantum hardware, kept separate from chat
Explicit, opt-in, metered QPU jobs through OpenQuantum across IonQ, Pasqal, Quantinuum and Rigetti, with a local statevector simulator for development. Ordinary inference stays classical by design - so a quantum claim never becomes a marketing blur.
Explore quantum computeWhere the boundaries are
What Bee is not.
A platform that asks regulated buyers to trust it has to state its limits as clearly as its capabilities.
General chat included. Specialist by design.
Bee does everyday conversation well, but it is built and evidenced for business, enterprise, research and government domain work - not positioned around consumer chat.
Quantum compute is opt-in. Post-quantum security is not.
Chat and API inference are classical; QPU jobs are explicit, metered and opt-in. Post-quantum cryptography is the opposite: it is the floor on every plan, covering edge key exchange, inference envelopes and data at rest.
Claims carry boundaries, not bravado
Every public capability is labelled live, customer-scoped, in progress or roadmap. Broader self-hosted, air-gapped or accredited states are never implied by a plan name.
Bee Intelligence Ladder
The Bee Intelligence Ladder
Six intelligence tiers form Bee’s progressive stack, from free public access to premium cloud-scale reasoning. Enclave sits beyond the ladder as a private, regulated, or sovereign deployment mode for Hive- and Swarm-class workloads.
Public entry tier
Step 01Bee Cell
Live access for everyday AI use, lightweight inference, early adoption, developer testing, and cost-efficient workflows.
Best for: Public access · lightweight assistants · entry API use · early adoption · low-cost inference
Upgrade when: Move up when you need deeper reasoning, a larger context window, or governed team workflows.
Professional reasoning tier
Step 02Bee Brood
A stronger reasoning tier for individuals who need deeper analysis, more context, and more reliable output.
Best for: Professionals · solo builders · research drafting · deeper reasoning · serious individual use
Upgrade when: Move up when repeatable code, automation, or a production API workflow becomes central.
Builder and production workflow tier
Step 03Bee Comb
Developer-grade intelligence for coding, automation, API applications, technical workflows, and production integration.
Best for: Developers · builders · coding workflows · automation · API applications
Upgrade when: Move up when several people need shared capacity, tools, and operational controls.
Team and agent workflow tier
Step 04Bee Buzz
Team-scale Bee intelligence for collaboration, pooled usage, native tool calling, structured output, multimodal understanding, and operational workflows.
Best for: Teams · agent builders · workspace collaboration · internal tools · operational workflows
Upgrade when: Move up when the workload needs specialist depth, stronger governance, or regulated preparation.
Enterprise specialist intelligence tier
Step 05Bee Hive
High-capability specialised reasoning for enterprise analysis, technical depth, regulated-domain preparation, and knowledge-intensive workflows.
Best for: Enterprise teams · specialist reasoning · regulated-domain preparation · knowledge work · advanced business analysis
Upgrade when: Move up when assurance, complex research, or high-complexity orchestration becomes the limiting factor.
High-assurance advanced reasoning tier
Step 06Bee Swarm
Premium intelligence for complex reasoning, research workflows, multi-agent coordination, mission-critical analysis, and high-complexity use cases.
Best for: High-stakes analysis · advanced research · complex reasoning · orchestration · mission-critical workloads
Upgrade when: Move up when contractual isolation, private infrastructure, or sovereign controls are required.
Private, regulated, and sovereign deployment mode
Beyond the tier ladderBee Enclave
A customer-scoped deployment mode for Hive- and Swarm-class workloads-not a seventh model tier. Broader self-hosted and air-gapped availability remains roadmap and is not implied by a plan name.
Best for: Regulated organisations · high-assurance environments · private cloud · sovereign infrastructure · contractual deployment
Engage when: Engage the deployment team when your organisation needs a scoped private or sovereign environment.
internal research is HEOSSI’s active from-scratch specialist foundation-model programme inside BSIS. It is not a customer tier, has no released checkpoint, and does not appear as a commercial plan. It is the intended successor to the current serving models and will replace them only when it passes the production contract; no date is claimed. Earlier transfer-based research lanes and the weight-transfer path are retired.
Bee's hosted inference is operated by HEOSSI. Its serving configuration, governance, safety enforcement, routing, retrieval, tools, evaluations, and release controls are designed, implemented, and operated by HEOSSI through the Bee Specialist Intelligence System (BSIS).
Capabilities
Built for real workflows.
Every capability exists to serve governed domain work: specialist releases, tenant retrieval, tools, evaluation and deployment control. The same system supports direct workspace use, developer integration and high-assurance deployment without becoming a general-purpose assistant.
Workspace AI
For public users, professionals, and teams using Bee directly.
API Access
For developers building Bee into products, tools, workflows, and internal systems.
Retrieval
For document-based workflows, knowledge work, and controlled organisational context.
MCP Tools
A hosted OAuth-protected MCP server plus local stdio and loopback HTTP transports for structured tools, documents, memory, and external agent integrations.
Governance
For enterprise oversight, policy, telemetry, evaluation, and auditability.
Deployment Control
Customer-scoped private, regulated, and sovereign designs. Broader self-hosted and air-gapped operation remains roadmap.
High-Assurance Security
High-assurance security paths.
For regulated, high-stakes, and sovereign environments, Bee can integrate with post-quantum-backed security options for key management, vault patterns, post-quantum cryptography, secure transport, and stronger deployment boundaries.
Private Deployment
Dedicated infrastructure options for stronger control and isolation.
Regulated Controls
Security and governance paths for stricter operating environments.
Sovereign Boundaries
Deployment patterns for ownership, locality, contractual control, and infrastructure sovereignty.
Key and Vault Patterns
Security foundations for sensitive secrets, credentials, and protected operational materials.
Secure Transport
Transport controls for protected connections and deployment-specific requirements.
Post-Quantum Options
Post-quantum-backed cryptographic options for high-assurance and sovereign paths.
Access
Use Bee from anywhere.
Bee ships on every surface a real team uses - a workspace in the browser, a native mobile app, a desktop shell, and a developer surface (API, SDKs, CLI, MCP). Authentication and account state are unified across all of them.
Trust & Enterprise Readiness
Trust, evidence, and enterprise readiness.
Bee is supported by public trust, security, privacy, data processing, acceptable-use, and evidence pages so technical, legal, and procurement teams can evaluate the platform properly.
Bee publishes evidence for its claims - including shipped capabilities, current limitations, roadmap status, and security posture.
View Trust & EvidenceAbout Bee: Quantum Intelligence
Expand any question to read the full answer. The same answers are published as FAQ structured data, so search engines see the complete text either way.
What is Bee: Quantum Intelligence?
Bee is HEOSSI's specialist-intelligence platform, built in Singapore for regulated and high-assurance work. Instead of one general-purpose assistant, Bee combines governed specialist domain families, attributable research, tenant retrieval, tools and release control in the Bee Specialist Intelligence System (BSIS). Six serving tiers cover public access through high-assurance reasoning, and Enclave adds customer-scoped private, regulated and sovereign deployment.
How is Bee different from general AI assistants?
Bee is not positioned as a general chatbot and does not compete on open-ended conversation. Its differentiation is threefold: specialist intelligence across 66 domain families with governed evaluation, post-quantum assurance paths for high-assurance deployments, and explicit, metered access to real quantum hardware. Each capability carries a published operating boundary rather than being implied by a plan name.
Is Bee's API OpenAI-compatible?
Yes. Bee speaks the OpenAI Chat Completions wire format, so a client that already works with OpenAI keeps working after you switch the base URL and API key. Tool calling, JSON mode, vision, video input and streaming are available on the tiers that serve them, and the capability register states which tier serves which capability.
Is there a free tier?
Yes. Bee Cell is free to start - hosted access with no card required. Upgrade to a paid tier when you need deeper reasoning, longer context windows, or team features.
Does every Bee request run on quantum hardware?
No, and Bee does not claim that. Ordinary chat and API inference run on classical Bee model releases. Real quantum processing is a separate, opt-in, metered job path for research workloads, with a local statevector simulator for development. Post-quantum cryptography is different again: it is delivered by QNSI, HEOSSI's own quantum-native security platform, and built into every plan. The public edge negotiates hybrid post-quantum TLS (X25519MLKEM768), and inference envelopes and data at rest use a NIST-final ML-KEM/ML-DSA floor from day one. Higher tiers raise the parameters rather than gating protection.
Can Bee run in a private or sovereign environment?
Single-customer deployment boundaries are designed and contracted per engagement. Locality, operators, keys, infrastructure, and transport are scoped contractually. Broader customer-operated and disconnected deployment is not generally available today.
Start public. Scale sovereign.
Begin with Bee Cell, scale through the Bee Intelligence Ladder, and move into high-assurance deployment when your requirements demand stronger governance, security, and control.