AVELIN

What AVELIN does

AVELIN AI decouples enterprise AI infrastructure from external model providers, offering a distributed, cloud-agnostic platform that prevents vendor lock-in. It allows organizations to maintain complete control over their data, logic, and compute. AVELIN is an AI lab that builds its own models and runs them on customer GPUs, on-prem or air-gapped, making them smarter and cheaper. The platform is designed for regulated industries, providing frontier-grade AI that runs inside the customer's walls, ensuring data sovereignty and compliance. It offers a meta-model that sits on top of open models, picking the right one for each request and combining outputs for stronger results. AVELIN provides an API compatible with OpenAI and Anthropic, and offers solutions for various enterprise use cases.

Products

• AVELIN GPTA secure, vendor-neutral enterprise interface to access major LLMs (OpenAI, Claude, Llama) from a single unified workspace.
• Y-Ray DataA retrieval system that securely connects internal corporate data directly to AI agents to operate a Sovereign Corporate Brain. It indexes and retrieves unstructured financial data securely within the corporate firewall.
• AVELIN APIIntegrates orchestration capabilities directly into software. Accesses smart routing that automatically switches models during outages, guaranteeing Zero Downtime and reducing compute costs by 40–60%. It is compatible with OpenAI and Anthropic wire formats.
• Custom Business SolutionsTailored Large Action Model (LAM) blueprints to automate complex operations.
• AVELIN-APPA full AI workspace on AVELIN's own models, not a wrapper over someone else's. Teams can chat, write and run code, and build specialist assistants that take real actions across business systems through MCP. Available in the browser and as a desktop and mobile app, in our cloud or inside your own perimeter.
• AVELIN-MCPConnects AI workflows to ERP, CRM, HRIS, and internal systems with permission-scoped access. It is an open standard for AI-to-system integration.
• Y-RAYTurns documents into a private knowledge base. Every answer is cited with a source. Offers three analysis modes: fast scan, structural breakdown, deep diligence.

Key capabilities

• Distributed, cloud-agnostic platform
• Prevents vendor lock-in
• Complete control over data, logic, and compute
• Frontier-class AI
• Sovereign or Cloud deployment options
• 50% cheaper than OpenAI & Anthropic APIs in AVELIN cloud
• Up to 10x cheaper self-hosted on own GPUs
• EU AI Act Ready
• HIPAA Compliant
• SOC 2 In Progress
• Air-gapped deployment option
• Cross-Model MoE technology
• Combines strengths of multiple expert models
• System learns from real use
• Runs anywhere: cloud, on-prem, air-gapped
• Best-model routing with 90% accuracy
• Self-learning by design
• New open models integrated within 48 hours
• Zero data retention configurable
• Private by architecture (numeric vector processing, zero-retention mode)
• Failsafe by design (automatic model routing during degradation)
• OpenAI and Anthropic compatible API
• 9 specialist models across 3 families
• Automatic tier selection by task complexity
• Token-level usage metering and spend controls
• Streaming (SSE)
• Tool & function calling
• Reasoning & thinking control
• Automatic retry & failover
• Vector embeddings (bge-m3)
• Speech-to-text (whisper-large-v3)
• Image generation (avelin-imagegen)
• Web Intelligence (Firecrawl-compatible)

Use cases

• PII-Safe Fraud Analysis
• M&A Due Diligence
• Algorithmic Fact-Checking
• Trading Strategy Backtesting
• Secure Core Banking Actions
• Sovereign Wealth Management
• Credit Risk Auditing
• Dynamic Claim Adjudication
• High-Volatility Routing
• Automated Compliance Red-Teaming
• FX Flow AI
• Drug Discovery IP Protection
• Clinical Trial Synthesis
• HIPAA-Compliant Patient Summaries
• Precision Medicine Retraining
• Medical Billing LAM
• Hospital Resource Triage
• FDA Submission Verification

AI approach

AVELIN.AI is an AI lab that builds its own meta-models (Cross-Model MoE) that sit on top of open models. This meta-model selects the optimal model for each request from a pool of nine specialist models across three families (chat, coding, agents) and can combine their outputs for stronger answers. It also integrates new open models within 48 hours and continuously evaluates and re-benchmarks models. The platform offers orchestration capabilities, smart routing, and can be deployed on-premise or air-gapped to ensure data sovereignty and compliance.

Tech named: Cross-Model MoE, Large Action Model (LAM), Y-Ray Data, AVELIN GPT, AVELIN API, Model Context Protocol (MCP), Privacy Shield, Model Engine, y-ray Deep-Trace, Model Orchestra, Semantic Router, Confidence Cascading, Response Transformation, Continuous Evaluation, OpenAI-compatible wire formats, Anthropic-compatible wire formats, bge-m3 (for embeddings), whisper-large-v3 (for speech-to-text), avelin-imagegen (for image generation), Firecrawl-compatible (for web intelligence)

Industries served

• Financial Services
• Healthcare
• Regulated industries

What it says sets it apart

• Decouples enterprise AI infrastructure from external model providers
• Distributed, cloud-agnostic platform
• Prevents vendor lock-in
• Organizations maintain complete control over data, logic, and compute
• Builds its own models and runs them on customer GPUs (on-prem or air-gapped)
• 50% cheaper than OpenAI and Anthropic in AVELIN cloud
• Up to 10x cheaper when self-hosted on customer hardware
• Frontier-grade AI that runs inside customer walls
• Cross-Model MoE technology for smarter models by combining strengths
• Self-learning system that gets sharper over time
• New open models integrated within 48 hours
• Built compliant (EU AI Act, HIPAA, GDPR, SOX, FedRAMP)
• Zero data retention configurable
• Private by architecture (numeric vector processing, zero-retention mode)
• Failsafe by design with automatic model routing during degradation
• OpenAI and Anthropic compatible API for easy migration
• Not a reseller, but an AI lab that builds models and installs them on customer hardware
• No from-scratch training cost to recoup, leveraging existing open models

Funding rounds we track

From the AI funding tracker — rounds as reported by the linked publications.