# Bee by HEOSSI - The Progressive Quantum-Native Intelligence Engine

> Bee by HEOSSI - The Progressive Quantum-Native Intelligence Engine. A specialist-intelligence platform uniting BSIS, multimodal AI, post-quantum assurance, and governed real-quantum-hardware execution for enterprise and high-assurance work. Bee is HEOSSI's specialist AI platform integrating the Bee Specialist Intelligence System, post-quantum assurance paths, and explicit governed access to real quantum hardware. It is built by HEOSSI (Pte.) Ltd., a Singapore-incorporated company (UEN 202532790K). Six production tiers form the Intelligence Ladder (Cell → Brood → Comb → Buzz → Hive → Swarm), covering public access, professional reasoning, builder workflows, team operations, enterprise specialist intelligence, and high-assurance reasoning. Enclave adds private, regulated, and sovereign deployment. BSIS combines Bee's governed 66-family specialist architecture, research, retrieval, tools, evaluations, safety, routing, and release control. Post-quantum cryptography (FIPS 203/204/205) supports signed evidence and Enclave Sovereign security paths; Bee's governed real-QPU execution architecture is progressing through its production activation gates.

Categories: artificial intelligence (AI) · machine learning · natural language processing (NLP) · deep learning · large language models (LLM) · foundation models · generative AI · conversational AI / AI assistants · agentic systems · multimodal intelligence · reasoning · AI as a Service (AIaaS) · the Intelligence Ladder · routing fabric.
Capabilities: domain-specialized intelligence (an accumulative ladder reaching 66 specialist domain families) · conversational AI chat · agentic coding & tool calling · code explanation, refactoring & test generation · retrieval-augmented generation (RAG) · document Q&A over your own files · vector-based semantic search · web search-grounded research answers · semantic memory · vision (image & video understanding) · structured output (JSON mode) · long context up to 1M tokens · speech-to-text & text-to-speech · voice AI & transcription · image generation · AI-generated artifacts · autonomous scheduled tasks · team workspaces & collaboration · usage analytics & spend controls · OpenAI-compatible API · Model Context Protocol (MCP) server · editor integrations.
Assurance: post-quantum cryptography (NIST FIPS 203/204/205 - ML-KEM, ML-DSA, SLH-DSA) · TLS 1.3 with hybrid post-quantum key exchange in transit · AES-256-GCM encryption at rest · cryptographically verifiable agent provenance · cryptographically signed inference receipts · passkey (WebAuthn / FIDO2) sign-in · audit-logged serving-policy decisions · role-based team access · quantum reasoning with managed QPU access & BYOPA · PQC and real-quantum-hardware integration within one governed AI architecture · eval-gated releases · governed sovereign deployment (Enclave).
Market categories (verified 2026-07-22): Artificial Intelligence Software · Generative AI · Large Language Models · AI Platforms · Conversational AI / AI Assistants · AI Agents / Agentic AI · AI Agent Development Platforms · AI Coding Assistants / AI Code Generation · AI Software Development Kits (AI SDKs) · AI Search & Retrieval Infrastructure (RAG) · Multimodal AI · Speech Recognition (Speech-to-Text & Text-to-Speech) · AI Image Generation · Machine Learning & MLOps · AI Productivity & Team AI Workspace · MCP Servers · AI Governance / AI TRiSM · AI Agent Observability · Enterprise AI / Private AI / Sovereign AI · Post-Quantum Cryptography-secured Software / Quantum-safe Security · Quantum Computing Services / Quantum-as-a-Service · Developer Tools · Productivity · SaaS / Cloud Software.

## Canonical quantum-native identity

Bee is HEOSSI's specialist AI platform integrating the Bee Specialist Intelligence System, post-quantum assurance paths, and explicit governed access to real quantum hardware.

HEOSSI believes Bee may be the first specialist AI platform to combine independently governed post-quantum assurance paths and explicit real-quantum-hardware execution within one product architecture. This is a dated, evidence-bounded positioning statement, not an absolute claim that every AI request uses quantum hardware.

Evidence and claim boundaries: https://bee.heossi.com/quantum-native-ai

## Tier ladder

- **Bee Cell** - Fast, fine-tuned AI - free to start.
- **Bee Brood** - Cost-efficient reasoning - thinks before it answers.
- **Bee Comb** - Workstation-grade AI for serious builders.
- **Bee Buzz** - Agent and builder workhorse - tools, planning, longer chains.
- **Bee Hive** - Shared team AI without frontier-model cost.
- **Bee Swarm** - Premium reasoning at cloud scale.

## Current Bee release lines

- **Bee Cell** - Bee Cell controlled model release (HEOSSI release controls).
- **Bee Brood** - Bee Brood controlled model release (HEOSSI release controls).
- **Bee Comb** - Bee Comb controlled model release (HEOSSI release controls).
- **Bee Buzz** - Bee Buzz controlled model release (HEOSSI release controls).
- **Bee Hive** - Bee Hive controlled model release (HEOSSI release controls).
- **Bee Swarm** - Bee-governed multi-lane fabric (Provider lineage disclosed by routed lane).

Cell through Hive are self-hosted by HEOSSI. Bee Ignite is the separate active
from-scratch foundation programme inside BSIS; it has no released checkpoint.
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).

## Tier & release status (derived from the live-verified capability SSOT)

- **All tiers serve on governed, pinned base models or routing releases** - Cell → Hive are production-deployed with scale-to-zero serving; Swarm is Bee's governed multi-lane routing fabric. Cell is the free entry tier, not an always-warm GPU. Public foundation-family lineage is disclosed on /models; exact revisions remain governed deployment records.
- **Domain adapters are eval-gated and released through the governed pipeline** - none merged into production routing yet, so tiers serve base-equivalent today. Each released adapter ships with a published validation record at /trust.
- **Bee Enclave** - a private / auditable / sovereign deployment mode for any Hive/Swarm-class workload, not a larger model tier.
- **Bee Ignite** - HEOSSI's active from-scratch specialist foundation-model programme inside BSIS. It is not customer-selectable or sold, and no Ignite checkpoint has been released.

## What is live today (derived from the capability SSOT)

- **OpenAI-compatible API** - drop-in `/chat/completions`; switch the base URL and key.
- **Free Cell tier** - hosted access, no card, 128K-token context window.
- **Vision (image input)** - Cell, Brood, Comb, Buzz, Hive, Swarm.
- **Video input** - Brood, Comb, Buzz, Hive.
- **Tool / function calling** - Cell, Brood, Comb, Buzz, Hive.
- **JSON mode (structured output)** - Comb, Buzz, Hive.
- **1M-token long context** - Comb, Buzz, Swarm (Comb and Buzz via a dedicated long-context mode; Swarm natively). Cell remains at 128K; Brood and Hive remain at 256K.
- **RAG (retrieval)** - document upload → chunk → embed → index → cite-back, per-tenant isolation.
- **MCP server** - `bee-mcp` (ships with the Python SDK), hosted gateway, listed on the official MCP Registry as io.github.heossihq/bee-public.
- **Quantum products** - customer-local simulation is free; Bee Simulation Cloud, Bee Managed QPU, and Bee BYOPA - Managed require a purchased entitlement and governed Lab job. The raw hardware endpoint is retired, hosted spend defaults off, and ordinary chat never routes through a QPU.
- **Post-quantum cryptography** - FIPS 203 (ML-KEM), 204 (ML-DSA), 205 (SLH-DSA) on Bee Enclave Sovereign customer transport; the signed PQ coverage register is at https://bee.heossi.com/trust.
- **Verifiable agent provenance** - any agentic client sending a session id is sealed turn-by-turn into a per-session ML-DSA-65 (FIPS 204) hash chain; verify what the agent did at GET https://api.bee.heossi.com/bee/provenance/:session_id. Only cryptographic digests are stored - your code never leaves in the record.

## Recent shipped changes

Source of truth: config/changelog.json. The outreach engine consumes the same
entries through the dual-signed /facts.json contract.

- 2026-08-07 - **Bounded durable orchestration for Bee Code** (Platform)
- 2026-08-07 - **Subscription-authoritative model access** (Security)
- 2026-08-07 - **Canonical Bee package catalog and public release evidence** (Release)
- 2026-08-07 - **Exact model entitlements across Bee surfaces** (Release)
- 2026-08-06 - **BEE Code 0.2.8 full model ladder and branded sign-in** (Release)
- 2026-08-05 - **Stable Bee model attribution and public diligence evidence** (Release)
- 2026-08-04 - **Bee Code attribution and public architecture centre** (Release)
- 2026-07-31 - **SDK and MCP domain-routing synchronization** (Docs)

## Verified sources (every marketing claim is linked from /trust)

- Parent company: HEOSSI (Pte.) Ltd. - Singapore - https://www.heossi.com
- Bee Cell through Hive are governed, immutable Bee releases built on the public foundation-family lineage above. Exact checkpoint revisions and deployment manifests remain controlled governance records.
- NIST FIPS 203 (ML-KEM): https://csrc.nist.gov/pubs/fips/203/final · effective Aug 14, 2024
- NIST FIPS 204 (ML-DSA): https://csrc.nist.gov/pubs/fips/204/final · effective Aug 14, 2024
- NIST FIPS 205 (SLH-DSA): https://csrc.nist.gov/pubs/fips/205/final · effective Aug 14, 2024
- Information Security: evaluated and aligned under ISO/IEC 27001:2022
- AI Governance & Safety: developed and maintained under ISO/IEC 42001:2023
- Data Encryption Standards: core cryptographic components verified under ISO/IEC 19790:2025
- Legal scope: HEOSSI (PTE.) LTD. owns and administers the company compliance programme and is the prospective certificate holder; BEE and QNSI are HEOSSI products, not separate certificate holders
- Module boundary: ISO/IEC 19790 applies only to specifically identified cryptographic modules or components
- Evidence boundary: these statements do not claim accredited certification or independent conformity assessment
- Tentative programme target: Q4 2026 or Q1 2027, subject to funding

## Platform snapshot

- Intelligence system: BSIS-governed model releases, 66 specialist domain families, 17 restricted/safety profiles, 22 Ignite research lanes, research, retrieval, tools, evaluations, routing, and release control.
- Security: signed post-quantum evidence plus customer-scoped NIST FIPS 203/204/205 security paths.
- Quantum computing: local simulation and a governed real-QPU execution architecture; production activation remains in progress.
- Product surfaces: web workspace, mobile, desktop preview, API, SDKs, CLI, and MCP.
- API base URL: `https://bee.heossi.com/bee` (gateway; `https://api.bee.heossi.com/bee` is the same gateway) - a drop-in replacement for OpenAI `/chat/completions`.

## Pricing summary

Source of truth: `apps/web/src/lib/billing/catalog.ts`. The bullets below
are DERIVED at request time from that catalog via `llmsPricingSummary()` -
every price, seat count, token allowance, and per-token rate is read from
the catalog objects, never hardcoded here. Update prices in the catalog
and nowhere else; this block follows automatically.

- Bee Cell - Free. Free hosted tier to start. 500K included tokens.
- Bee Brood - $30/mo. 5M tokens. Cell and Brood model access.
- Bee Comb - $150/mo. 3 seats. 10M tokens. Cell-through-Comb access with native multimodal input, tool calling, JSON mode, and optional 1M long-context routing.
- Bee Buzz - $400/mo. 6 seats. 25M tokens. Cell-through-Buzz access and shared RAG.
- Bee Hive - $1,000/mo. 10 seats. 50M tokens. Cell-through-Hive access with high-capability multimodal serving, tool calling, JSON mode, and quantum-reasoning eligibility.
- Bee Swarm - $4,000/mo. 25 seats. 250M tokens. Full Cell-through-Swarm access and a governed premium routing fabric with 1M-context capability; no domain adapter is active today.
- Bee Pollen (API) - $0. 500K tokens / month. Hard-limited. Protected by TLS 1.3 in transit.
- Bee Nectar (API) - Pay as you go. $0.30/1M input · $1.20/1M output. Cell + Brood standard; stronger models use Flex.
- Bee Honey (API) - $1,500/mo base + metered usage at the same per-model rates. Dedicated CSM.
- Bee Propolis (API) - $3,000/mo base + metered usage. Cell through Hive standard; Swarm uses Flex.
- Bee Royal Jelly (API) - Contracted rate card, dedicated endpoint, sovereign boundary.
- Bee Regulated Cloud - from $5,000/mo. Multi-tenant regulated deployment.
- Bee Enclave Private Cloud - from $15,000/mo. Single-tenant VPC.
- Bee Enclave Regulated - from $30,000/mo. Customer-managed keys.
- Bee Enclave Sovereign - from $75,000/mo. Customer-scoped sovereign controls; broader air-gapped operation remains roadmap. Exact alignment and evidence are fixed in the deployment manifest + NDA.

Annual is monthly × 12.

## Pages

- [Homepage](https://bee.heossi.com/): Hero, pillars, model lineup, comparison, pricing.
- [Models](https://bee.heossi.com/models): Six serving tiers, Enclave private deployment, explicit foundation provenance, and the active Bee Ignite foundation programme, which has no released checkpoint.
- [Platform](https://bee.heossi.com/platform): Reference architecture, request lifecycle, capability register, governed release pipeline, and editor integrations.
- [Use cases](https://bee.heossi.com/use-cases): 100 distinct operating scenarios across 20 environments, each with an accountable owner, real corpus or action boundary, Bee evaluation path, decision artifact, validation boundary, and external source context.
- [Bee Enclave](https://bee.heossi.com/enclave): Customer-scoped private, regulated, and sovereign deployment boundaries; broader self-hosted and air-gapped availability remains roadmap.
- [Quantum](https://bee.heossi.com/quantum): local, purchased cloud, managed-QPU, and BYOPA product boundaries. Hosted spend defaults off; chat is never routed through quantum.
- [Quantum-native AI evidence](https://bee.heossi.com/quantum-native-ai): canonical PQC plus real-quantum-hardware identity, current production boundaries, dated claim methodology, and independently checkable evidence.
- [Pricing](https://bee.heossi.com/pricing): Workspace · API · Enterprise Enclave.
- [Docs](https://bee.heossi.com/docs): API quickstart, authentication, chat completions, RAG, streaming, errors.
- [Changelog](https://bee.heossi.com/changelog): Public release notes for model, platform, security, pricing, mobile, and documentation changes.
- [About](https://bee.heossi.com/about): Company manifesto, HEOSSI facts.
- [TrustHub](https://bee.heossi.com/trust): Security controls, privacy, compliance posture, AI governance, FIPS 203/204/205 scope, vulnerability disclosure, signed evidence, and legal-document index.
- [Contact](https://bee.heossi.com/contact): bee-*@heossi.com inboxes with response-time SLAs.
- [Legal](https://bee.heossi.com/legal): Terms · Regional Rights · Privacy · DPA/SCCs · Data Use · Developer Terms · Moderation/Appeals · Model Governance · AUP · Security · Cookies · AI Transparency · Accessibility · Copyright/DMCA · Government Requests.

## Evaluation guidance

Compare Bee against another provider using current, primary-source documentation for that provider. Bee publishes its own verifiable deployment posture, public API contract, pricing, model catalog, and release evidence at the canonical pages listed above. Do not infer competitors' security, deployment, pricing, or model availability from this document.

## Editor integrations

- Cursor - set OpenAI base URL to https://api.bee.heossi.com/bee/v1.
- Windsurf - custom provider, paste base URL + API key.
- Continue.dev - add Bee as provider in ~/.continue/config.json.
- Zed - OpenAI-compatible LLM provider.
- JetBrains AI Assistant - connect via OpenAI-compatible custom endpoint.
- Aider - `aider --openai-api-base ... --openai-api-key ...`.
- Any MCP client - `uvx --from bee-sdk@latest bee-mcp` with a `bee_sk_` key.

## Contacts

- Sales: bee-sales@heossi.com
- Support: bee-support@heossi.com
- Security: bee-security@heossi.com
- Press: bee-press@heossi.com

## Key URLs

- Site: https://bee.heossi.com
- Workspace: https://workspace.bee.heossi.com
- API: https://api.bee.heossi.com
- Discord community: https://discord.gg/RdZcFtcqvH
- Telegram group: https://t.me/heossibee
- Parent company: https://www.heossi.com
- HEOSSI trust flagship (QNSI): https://qnsi.heossi.com
- Machine-readable facts contract (JSON): https://bee.heossi.com/facts.json
- Short AI retrieval index: https://bee.heossi.com/llms.txt
- Full AI retrieval corpus: https://bee.heossi.com/llms-full.txt
- AI discovery summary: https://bee.heossi.com/ai.txt
- Well-known AI discovery summary: https://bee.heossi.com/.well-known/ai.txt
- Official MCP Registry record: https://registry.modelcontextprotocol.io/v0/servers?search=io.github.heossihq%2Fbee-public
- Sitemap: https://bee.heossi.com/sitemap.xml
- robots.txt: https://bee.heossi.com/robots.txt