Platform Overview
The Sovereign AI Laboratory
AVELIN is an AI Laboratory that builds frontier-class intelligence. We train and fuse models into specialist families — then deploy them inside your perimeter, on your GPUs, at half the cost of closed frontier providers.
We are not a chatbot wrapper, a token reseller, or a pass-through API gateway. AVELIN builds Cross-Model MoE — a trained Mixture-of-Experts meta-model architecture with difficulty-based cascading that synthesizes intelligence from the world's most capable open models. This is not routing. This is trained AI technology that produces outputs exceeding any single model on its own.
The result: intelligence that matches or exceeds frontier providers on independent benchmarks, at up to 85% lower cost, with the sovereignty and compliance controls that regulated enterprises require.
Three Pillars
AVELIN operates across three integrated pillars:
Pillar 1: AI Laboratory (Primary)
Like Mistral, we are fundamentally a research and engineering laboratory that builds AI models. Our core technology is Cross-Model MoE — a trained Mixture-of-Experts meta-model with difficulty-based cascading that fuses open models into 9 specialist model families, each optimized for a distinct workload class:
- Intelligence — general reasoning, analysis, and complex problem-solving
- Coding — software engineering, architecture, and code generation
- Agentic — autonomous multi-step task execution and tool use
Each family contains multiple tiers (e.g., ultra, pro, fast) so enterprises can match intelligence level to task complexity — and never overpay for capability they don't need.
We build and fuse models, we don't just route them. Cross-Model MoE is a trained meta-model — with learned gating, specialist weighting, and difficulty-based cascading — that produces synthesized intelligence. New open-source models are evaluated and integrated within 48 hours, continuously improving the system without the $100M+ training budgets of closed providers.
Pillar 2: Cloud Token Factory
Like Cohere, we operate an API-first serving infrastructure that delivers AVELIN's specialist models at scale — up to 85% cheaper than frontier alternatives.
- Drop-in compatible API (OpenAI-compatible endpoint)
- Automatic tier selection based on task complexity
- Sub-50ms routing overhead
- 99.9%+ uptime with automatic failover
- Real-time usage metering and spend controls
Pillar 3: Enterprise Platform
Like Palantir, we deploy sovereign intelligence directly inside our customers' infrastructure. This is our primary business model — enterprises license AVELIN for deployment on their own hardware.
- Sovereign GPU licensing — deploy AVELIN on your own GPUs (annual licensing, priced per deployment — request a POC)
- On-premises deployment — run entirely inside your own infrastructure
- Air-gapped environments — full operation without external network connectivity
- Sovereign data residency — data never leaves your approved perimeter
- Compliance-ready — designed for HIPAA, SOX, FedRAMP, and GDPR requirements
- Role-based access governance — policy controls enforced at every layer
Cross-Model MoE: Trained Intelligence, Not Routing
Cross-Model MoE is the core technology that differentiates AVELIN from API aggregators and pass-through gateways.
Cross-Model MoE uses difficulty-based cascading: each request is analyzed for complexity and routed through trained specialist layers. Simple queries use efficient pathways. Complex reasoning activates deeper expert fusion. The meta-model learns which specialists to weight for each task class — this is synthesis, not a gateway.
Model Families & Performance
All AVELIN models are continuously evaluated against independent, third-party benchmarks — never self-graded. Evaluation results are published on the dedicated evaluation portal, eval.avelin.ai.
Intelligence Family
General reasoning, complex analysis, and knowledge-intensive tasks.
| Model | Context | Max Output | Input $/M | Output $/M | |-------|---------------|---------|------------|-----------|------------| | intelligence-ultra | 55 | 256K | 65K | $2.50 | $12.50 | | intelligence-pro | 53 | 256K | 65K | $1.40 | $4.40 | | intelligence-fast | 47 | 256K | 65K | $0.30 | $1.20 |
up to 85% cheaper than frontier alternatives on equivalent intelligence workloads.
Coding Family
Software engineering, code generation, architecture design, and debugging.
| Model | Context | Max Output | Input $/M | Output $/M | |-------|---------------|---------|------------|-----------|------------| | coding-ultra | 52 | 1M | 65K | $2.50 | $12.50 | | coding-pro | 49 | 1M | 65K | $1.40 | $4.40 | | coding-fast | 42 | 1M | 65K | $0.30 | $1.20 |
up to 86% cheaper than frontier alternatives on equivalent coding workloads.
Agentic Family
Autonomous multi-step task execution, tool orchestration, and complex workflows.
| Model | Context | Max Output | Input $/M | Output $/M | |-------|---------------|---------|------------|-----------|------------| | agentic-ultra | 67 | 256K | 65K | $2.38 | $11.88 | | agentic-pro | 67 | 256K | 65K | $1.26 | $3.96 | | agentic-fast | 38 | 256K | 65K | $0.285 | $1.14 |
up to 87% cheaper than frontier alternatives on equivalent agentic workloads.
Why the Cost Advantage Exists
Closed frontier providers spend $100M+ training a single foundation model, then charge premium prices to recoup that investment. AVELIN's Cross-Model MoE takes a fundamentally different approach:
- Trained MoE meta-model — we fuse and train specialist layers on top of open models, not just route between them
- Difficulty-based cascading — each request activates only the expert pathways it needs
- Continuous integration — new open-source advances are absorbed within 48 hours at negligible cost
- No lock-in premium — you're not paying for a provider's moat, you're paying for delivered intelligence
This is why AVELIN delivers frontier-competitive quality at up to 85% lower cost — structurally, not through subsidies.
Business Model
Enterprise Licensing (Primary)
Our primary business model is sovereign GPU licensing — enterprises deploy AVELIN on their own hardware, inside their own perimeter.
This model aligns incentives: we earn when enterprises succeed with sovereign AI, and they retain complete data control.
Token Selling (Secondary)
For organizations that prefer usage-based consumption, we offer cloud API access:
Product Portfolio
AVELIN-GPT
- Private conversational workspace for business users
- Classic, Memory, and Debate intelligence modes
- Specialist assistants powered by Cross-Model MoE families
- Multimodal interaction with files, media, and voice
- Cross-device continuity for uninterrupted workflows
AVELIN-API
- OpenAI-compatible API for seamless integration
- Cross-Model MoE routing across all specialist families
- Automatic tier selection based on task complexity
- Token-level usage metering and spend governance
- Extensible guardrails and behavior controls
AVELIN-MCP
- High-performance connector framework for action execution
- Controlled permission model for safe automation
- Cross-service workflows for communication, planning, and coordination
- Connector governance aligned to business risk posture
Y-RAY
- Corporate Brain intelligence from internal knowledge assets
- Internal and external evidence fusion for stronger reasoning
- Multi-depth analysis modes:
- Alpha Scan — fast signal detection
- Structural Breakdown — strategic mapping
- Deep Diligence — claim-level validation
Why Organizations Choose AVELIN
1) An AI Laboratory, Not a Reseller
AVELIN builds trained AI models. Cross-Model MoE is proprietary technology — a trained meta-model that synthesizes intelligence from multiple specialists. You're partnering with a lab, not renting from an aggregator.
2) Frontier Intelligence at Half the Cost
Independently benchmarked. Third-party validated. Structurally cheaper — not subsidized.
3) True Sovereignty — Your GPUs, Your Data
Deploy AVELIN on your own GPUs under an enterprise license. Your data never leaves your perimeter. Air-gapped operation for classified environments. This is sovereign intelligence.
4) Cross-Model MoE, Not Pass-Through
AVELIN doesn't proxy requests to third-party APIs. Cross-Model MoE synthesizes intelligence from multiple specialist models, delivering quality that exceeds any single model on its own. This is trained AI technology — not a gateway.
5) Continuously Improving
New open-source model advances are evaluated and integrated within 48 hours. Your intelligence improves continuously without migration projects or API changes.
6) Compliance-Ready Architecture
Designed for regulated environments: HIPAA, SOX, FedRAMP, and GDPR. Role-based access, audit trails, data residency controls, and retention policies built into the platform from day one.
7) Vendor Independence
No dependency on a single model provider. Cross-Model MoE absorbs the best of the open ecosystem, insulating you from provider pricing changes, policy shifts, or service disruptions.
AVELIN vs Alternatives
Stakeholder Value
Deployment Options
All deployment options include the full Cross-Model MoE portfolio, governance controls, and platform capabilities.
Recommended Next Reading
- Functional architecture:
architecture.md - Systems and product catalog:
systems/index.md - Business use cases:
use-cases/index.md - Benefits and value:
benefits/index.md - Operations and governance:
operations/index.md - Business glossary:
glossary.md