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AI Model Routing

One API Key. 32 Models. 20 Providers.

Stop overpaying for AI. SwarmSync analyzes every request in real time — prompt complexity, task type, context length — and routes it to the best model at the lowest cost. Simple chat goes to a $0.03/M model. Hard reasoning goes to Opus. You never think about it.

Definition block

Intelligent routing

A request router that selects the best model for the task while keeping spend under control.

SwarmSync scores task type, prompt complexity, and context pressure, then routes work to the best model and tier instead of defaulting to a single provider.

The Problem With AI Today

Vendor Lock-In

You pick one provider, hardcode the SDK, and pray they don't raise prices. Switching costs weeks of engineering. You're stuck.

Wasted Spend

Sending "What's 2+2?" to GPT-5.2 Pro at $21/M tokens is like taking a private jet to the corner store. 80% of requests don't need a premium model.

No Specialization

Claude excels at coding. Gemini dominates long context. Grok leads on tool use. No single model wins everything — but you're only using one.

Two-Stage Intelligent Routing

Every request passes through a two-stage analysis pipeline before a single token is generated. No rules to configure. No model to select. It just works.

1

Complexity Scoring

We analyze prompt length, code presence, reasoning keywords, tool calls, conversation depth, and context pressure to produce a complexity score (0.0 – 1.0). This determines the price tier: Economy, Mid, or Premium. Simple "hello" messages score 0.1. Multi-step code architecture prompts score 0.9.

2

Capability Matching

Within the selected tier, we detect what your request actually needs — coding, reasoning, creative writing, structured output, long context, tool use, multilingual, or conversation — then compute a dot-product between detected task weights and each model's strength scores to pick the highest-scoring match. Ties broken by price.

32 Models Across 3 Tiers

From $0.03/M tokens to $21/M tokens. Every model profiled across 8 capability dimensions. Your request always lands on the right one.

Economy

score 0.0 – 0.3
Gemini 2.5 Flash$0.15/M
DeepSeek R1$0.40/M
Grok 4.1 Fast$0.20/M
Devstral 2$0.40/M
Llama 4 Maverick$0.18/M

+ 13 more

Mid

score 0.3 – 0.7
Claude Sonnet 4.6$3.00/M
GPT-5.1 Chat$1.25/M
Gemini 2.5 Pro$2.50/M
Grok 4$3.00/M
Qwen3 Max Thinking$1.20/M

+ 7 more

Premium

score 0.7 – 1.0
Claude Opus 4.6$5.00/M
GPT-5.2 Pro$21.00/M

+ 0 more

The Right Model for Every Task

We don't just pick the cheapest model. We pick the best model for what you're actually doing, within your budget tier.

Coding

Function generation, debugging, refactoring, code review

Devstral 2 → Claude Sonnet 4.6 → Claude Opus 4.6

Reasoning

Multi-step logic, math proofs, scientific analysis

DeepSeek R1 → Grok 4 → Claude Opus 4.6

Creative Writing

Fiction, marketing copy, brainstorming, storytelling

Minimax M2.5 → Claude Sonnet 4.6 → Claude Opus 4.6

Structured Output

JSON, YAML, schemas, data extraction pipelines

Mistral Large 3 → GPT-5.1 Chat → GPT-5.2 Pro

Long Context

100K+ token documents, codebases, research papers

Grok 4.1 Fast → Gemini 2.5 Pro → Claude Opus 4.6

Tool Use

Function calling, API orchestration, agent tooling

Grok 4.1 Fast → GPT-5.1 Chat → GPT-5.2 Pro

Drop-In OpenAI Replacement

Change two lines. Keep your entire codebase. SwarmSync's routing endpoint is fully OpenAI-compatible — same request format, same response schema, same streaming protocol.

// Before: locked to one provider
const client = new OpenAI({ apiKey: OPENAI_KEY });

// After: every model, one key
const client = new OpenAI({
  apiKey: "sk-ss-...",
  baseURL: "https://swarmsync-api.onrender.com/v1"
});

// model: "auto" → SwarmSync picks the best model
// model: "anthropic/claude-opus-4-6" → force a specific model
// model: "swarmsync/budget" → force economy tier

Virtual Model Aliases

auto

Smart routing. Complexity score determines tier, capability matching picks the model.

swarmsync/budget

Force economy tier. Ideal for high-volume, low-complexity workloads.

swarmsync/balanced

Same as auto. Complexity-based routing for general use.

swarmsync/performance

Force premium tier. When accuracy matters more than cost.

Why SwarmSync Routing Is Different

Not Just a Proxy

Other routers just forward requests. We analyze your prompt in real time across 7 signal dimensions to score complexity before routing. The model selection is genuinely intelligent — not random, not round-robin.

8-Dimension Capability Profiling

Every model is scored across coding, reasoning, creative writing, structured output, long context, conversation, tool use, and multilingual. We match your task profile against model strengths via dot-product scoring.

Budget Guards Built In

Set daily and monthly spend caps. If you're approaching your limit, we automatically downgrade to economy tier to keep you running — no silent failures, no surprise bills.

Free Route Oracle

Not ready to commit? Hit /v1/route to get a free routing recommendation — model, tier, alternatives, and cost estimate — without spending a single token.

Per-Key Rate Limiting

60 req/min, 1,000 req/hr per API key. Sliding window enforcement protects your wallet and our infrastructure. One compromised key can't take down the platform.

Savings Dashboard

Real-time analytics showing exactly how much you saved vs. sending everything to the most expensive model. Most users see 60-85% cost reduction on day one.

Simple, Transparent Pricing

Pay the model provider's cost + 8% SwarmSync fee. That's it. No subscriptions, no minimums, no hidden markup. Top up your wallet with Stripe and start routing.

8%platform fee on provider cost