avelin-pro

Model Positioning

avelin-pro is AVELIN's high-efficiency reasoning tier — delivering strong intelligence with faster turnaround and lower cost. Built with AVELIN's Cross-Model MoE technology in our AI Lab, it fuses multiple model architectures into a single trained system optimized for production economics.

Context window: 256K tokens input, 65K tokens output

Pricing: $1.40 input / $4.40 output per 1M tokens (cache read $0.26, cache write $1.75) — see Pricing

Choose this tier when throughput, responsiveness, and routine workflow acceleration are the primary goals.

Cross-Model MoE

Our Cross-Model MoE uses a prompt-vector classifier trained on 1 year of production data to predict the optimal specialist with 90% accuracy. It applies difficulty-based cascading (simple tasks → fast models, complex tasks → multi-expert fusion) and cost-aware routing (same quality, cheapest path). This is not a router — routers pick one model via if/else rules. We cascade across trained experts and synthesize output quality above any single expert. Built with AVELIN's Cross-Model MoE technology in our AI Lab. Cross-Model MoE is a trained meta-model — not a router — that fuses knowledge from multiple model architectures into a single unified model. You call avelin-pro and get consistently strong output at production-friendly pricing without vendor lock-in.

Self-improving platform: As new frontier models are released, AVELIN integrates them within 48 hours. Your avelin-pro endpoint gets smarter over time — automatically, with zero code changes.

Enterprise licensing: AVELIN models are available for sovereign deployment on customer GPUs. Request a POC for enterprise licensing — run AVELIN on your own infrastructure with full data sovereignty.

Capabilities at a Glance

CapabilityDetail
Context window256K tokens
Max output65K tokens
Reasoninghigh effort
Tools / function callingyes
Streamingyes
Visionyes

Best-Fit Workloads

  • Daily communication drafting
  • Meeting preparation and recap generation
  • Task planning and follow-up sequencing
  • Internal knowledge Q&A
  • Repetitive operational workflows at scale

Functional Strengths

Fast Response Performance

Delivers quick turnaround for iterative workflows and high request volume.

Strong Day-to-Day Utility

Excellent for practical business tasks that need speed and consistency.

Workflow Throughput

Supports large volumes of routine prompts without sacrificing usability.

Cost-Efficient Execution

Well suited for Smart Routing Economy policies in AVELIN-API. avelin-pro is the go-to tier for high-volume production workloads.

Business Benefits

  • Higher team productivity in daily operations
  • Faster communication and coordination cycles
  • Lower cost per routine workflow
  • Better scalability for organization-wide adoption

When to Choose avelin-pro

Use avelin-pro when these conditions apply:

  • The task is routine, repeatable, and operational in nature
  • Speed and turnaround are critical
  • Output is important but does not require deep strategic reasoning
  • You are processing large volumes of similar requests

Prompting Guidance

  • Keep instructions clear and action-oriented
  • Specify output format to reduce revision cycles
  • For complex ambiguity, escalate to avelin-ultra

Example Business Requests

  • "Draft a customer follow-up email from these meeting notes."
  • "Summarize this conversation into five action items and owners."
  • "Generate tomorrow's priority plan from this task list."

Success Metrics

  • Faster average completion time for routine tasks
  • Increased daily workflow throughput per user
  • Lower spend for operational prompt volume