How is cost per task counted?

It is the sum, over every call in the task, of tokens in and out multiplied by the list price of the model that answered, with cache and web charges added at their own rates.

What moves the cost of a task?

The tier, the number of calls per task, repeated context that can be cached, the context size and web requests.

Where can I see a measured saving?

The live Arena shows a measured saving at list prices, and the Method page says how it is counted. A POC measures the saving on your own tasks.

How do I test quality on my own tasks?

Take a sample of real tasks, run each on your current setup and on the AVELIN model you would use, judge the outputs yourself, then count calls and tokens.

Benefits and Advantages

This section explains how AVELIN creates measurable business value across three dimensions: strategic positioning, operational execution, and competitive differentiation.

AVELIN is an AI Intelligence Platform built on three pillars — AI Lab, Cloud Token Factory, and Enterprise Platform — and powered by Cross-Model MoE technology that fuses open models into 9 specialist families. This architecture delivers:

up to 85% lower cost than frontier alternatives for intelligence workloads
up to 86% lower cost than frontier alternatives for coding workloads
up to 87% lower cost than frontier alternatives for agentic workloads

AVELIN models are continuously evaluated against independent benchmarks; results are published at eval.avelin.ai.

How to Use This Section

Use this folder to align leadership, operations, and go-to-market teams on one value narrative
Start with strategic value if you are defining direction or investment priorities
Start with operational value if you are planning rollout, adoption, or KPI tracking
Use competitive value for positioning, differentiation, and executive communication
Use benchmark results for data-backed claims, sales decks, and technical evaluations

Benefit Pages

platform-strategic-benefits.md — Strategic value from the 3-pillar architecture
operational-benefits.md — Day-to-day execution improvements with real numbers
competitive-advantages.md — Market positioning with cost and quality comparisons
benchmark-results.md — How AVELIN models are evaluated

Benefit Architecture at a Glance

Benefit Layer	Core Question	Primary Audience	Typical Outcomes
Strategic	Why does this matter at company level?	Executive leadership, strategy, governance	up to 87% cost reduction, sovereign AI ownership, vendor-agnostic orchestration
Operational	How does this improve daily execution?	Business units, operations, delivery teams	Faster workflows, independently verified quality, lower per-request cost
Competitive	Why do we win with this approach?	Leadership, product, sales, partnerships	Top 1–4% benchmark scores at fraction of competitor pricing
Benchmark	What does the data say?	Engineering, procurement, technical evaluators	Independent evaluation results, cost-per-token analysis, methodology transparency

Key Numbers at a Glance

Metric	Value
Intelligence family cost advantage	up to 85% cheaper than frontier alternatives
Coding family cost advantage	up to 86% cheaper than frontier alternatives
Agentic family cost advantage	up to 87% cheaper than frontier alternatives
Specialist model families	9 (via Cross-Model MoE)
Platform pillars	3 (AI Lab, Cloud Token Factory, Enterprise Platform)
Evaluation	Continuous, independent — results at eval.avelin.ai

Suggested Review Rhythm

Revisit strategic benefits quarterly
Revisit operational benefits monthly with KPI updates
Revisit competitive advantages each planning cycle or market shift
Revisit evaluation results regularly at eval.avelin.ai