Multi-Provider · Cost-Optimized · Enterprise

AI Lab

A tiered orchestration system routing tasks across 13+ AI providers — maximizing quality while minimizing cost.

13+Providers
6Cost Tiers
~80%Cost Saved
ZeroCold Starts (Local)

Cost Waterfall

Tasks cascade through tiers — each request uses the cheapest provider capable of handling it.

0
OAuth Subscriptions Claude Pro · Gemini Pro · Copilot — always first $0 / request
0
Local LLM — Ollama qwen2.5:7b · qwen2.5-coder:14b · RTX 4080 $0 · offline
1
GitHub Models Llama 3.1 405B · GPT-4o · 20K req/day Free tier
2
ZAI Lite High availability · paid tier · large remaining balance Low cost
3
Free-Tier APIs Context7 · HuggingFace · Perplexity Sonar Free / limited
4
Low-Cost APIs Gemini Flash · Perplexity Pro — large context / research ~$0.001/1K
5
Premium APIs Anthropic · OpenAI · Grok — CI/CD, expert review only Last resort

Task Router

Describe a task and see which provider tier handles it.

Route a Task

Enter a task above to see routing decision

Provider Stack

Every provider in the orchestration stack and its role.

Claude Pro
Tier 0 · OAuth
$0

Primary interactive assistant via OAuth subscription. Used for complex reasoning, architecture, code review, and multi-step tasks.

ReasoningCode ReviewArchitecture
Gemini Pro
Tier 0 · OAuth
$0

Large context window for document analysis, long-form generation, and multimodal tasks. Zero marginal cost via subscription.

Long ContextMultimodalResearch
Ollama Local
Tier 0 · RTX 4080
$0 offline

qwen2.5:7b for trivial tasks, qwen2.5-coder:14b for code generation. Runs on RTX 4080 (16GB VRAM) — zero cost, zero latency.

Trivial TasksCode GenPrivate
GitHub Models
Tier 1 · Free
20K/day

Llama 3.1 405B and GPT-4o via GitHub Models API. 20,000 requests/day free — ideal for complex tasks when local is insufficient.

GPT-4oLlama 405BFree Tier
ZAI Lite
Tier 2 · Paid
Low cost

Paid tier with high availability and large remaining balance. Routes medium-complexity tasks when GitHub Models is rate-limited.

High AvailabilityMedium Tasks
Context7
Tier 3 · Free
Free

Real-time library documentation lookup. Retrieves accurate, version-specific API docs and code examples for any framework.

DocumentationCode Examples
Perplexity
Tier 3–4
Low cost

Web-grounded research and real-time information retrieval. Sonar Pro for deep research reports, Sonar for quick lookups.

ResearchWeb SearchReal-time
HuggingFace
Tier 3 · Fine-tuning
Free / GPU

QLoRA fine-tuning of local models on RTX 4080. HuggingFace Inference API for specialized tasks. Model hosting and versioning.

Fine-tuningQLoRACUDA

// Cost Comparison

Real cost per 1M tokens across the provider waterfall.

PROVIDER INPUT $/1M OUTPUT $/1M TIER USE CASE
Ollama Local $0.00 $0.00 Free Dev, local reasoning
GitHub Models $0.00 $0.00 Free Inference, fast tasks
Gemini Flash $0.075 $0.30 Low Speed-critical tasks
GPT-4o mini $0.15 $0.60 Mid Balanced quality/cost
Claude Sonnet $3.00 $15.00 Premium Complex reasoning
Claude Opus $15.00 $75.00 Elite Architecture decisions

Cost Architecture

The waterfall approach routes ~80% of requests to zero-cost providers.

~80%
Requests handled at zero cost (Tier 0)
~15%
Handled by free-tier APIs (Tiers 1–3)
<5%
Premium API spend (CI/CD + expert review)
13+
Providers in the active stack