Zing — Industry Resources

Direct Providers vs Aggregators

How to access AI models — buy directly from the source, or route through an aggregator

Direct Go direct to the provider

You sign up and pay each AI company directly — Anthropic, OpenAI, Google etc. You get the lowest possible price, direct access to new models, and full SLA/support from the provider.

  • ✓ Lowest cost — no intermediary markup
  • ✓ Earliest access to new models
  • ✓ Direct support and SLAs
  • ✗ Separate account and billing per provider
  • ✗ Different SDKs and API formats
  • ✗ No automatic failover between providers
Aggregator Route through an aggregator

A single API or platform that gives you access to models from many providers. One bill, one SDK, often with routing, fallback, and cost optimisation built in. Usually adds a small fee on top of provider cost.

  • ✓ One integration, hundreds of models
  • ✓ Single bill across all providers
  • ✓ Automatic failover and load balancing
  • ✗ Small markup on provider prices (typically 5–10%)
  • ✗ Slight additional latency
  • ✗ Model availability depends on aggregator contracts
Direct Providers
Provider Models Pricing model Free tier Best for
Claude 4 family (Opus, Sonnet, Haiku) Per token (input / output / cache) No Long-context reasoning, coding, writing
GPT-4o, o3, o4-mini, GPT-4.1 Per token + batch discounts (50%) No Broadest ecosystem, function calling, vision
Gemini 2.0/2.5 Flash, Pro, Ultra Per token (free tier available) Yes — Gemini Flash free up to limits Multimodal, large context, cost efficiency
Mistral
mistral.ai →
Mistral Large, Small, Codestral, Embed Per token Yes — free tier on la Plateforme European data residency, code, open weights
Grok 3, Grok 3 Mini Per token Yes — $25/month free credits Real-time web access, X/Twitter data
Aggregators & Inference Routers
OpenRouter Aggregator
openrouter.ai →
300+

The largest AI model router. Single API, single bill. Passes through provider pricing with a 5.5% credit purchase fee — no per-token markup once credits are loaded. Supports bring-your-own-key for zero fees.

Fee5.5% on credit purchase (5.0% crypto)
Free tierYes — BYOK for 1M req/month free
Volume discounts3–7% off at $1k/$5k/$10k/$20k/mo
Model coverageAll major providers + open source
Together AI Inference
together.ai/pricing →
100+

Runs open-source models on their own GPU infrastructure (H100/H200/B200). No middleman — their prices are the provider prices. Strong for open-weight models like Llama, Qwen, and Mixtral.

FeeNone — direct infrastructure pricing
Free tier$1 free credits on signup
Token range$0.05–$9.00 per 1M tokens
GPU rentalH100 $3.99/hr · H200 $5.49/hr
Groq Inference
groq.com/pricing →
15+

Ultra-fast inference on custom LPU hardware — typically 10–20× faster than GPU-based providers. Smaller model selection focused on popular open-source models. Lowest latency option available.

FeeNone — own hardware
Free tierYes — generous rate limits
Best priceLlama 3.3 70B from $0.59/1M
StandoutFastest inference available
Fireworks AI Inference
fireworks.ai/pricing →
200+

Open-source inference with 200+ models, competitive token pricing, and strong batch processing discounts. Often the cheapest option for high-volume open-weight model workloads.

FeeNone — own infrastructure
Free tier$1 free credits on signup
Batch discount50% off on batch jobs
GPU on-demandA100 from $2.90/hr
nexos.ai Subscription
nexos.ai →
200+

Workspace-style platform aimed at teams rather than developers. Subscription pricing rather than pay-per-token — covers usage up to plan limits. Good for non-technical users who want a unified UI across models.

Fee modelSubscription, not per-token
Free tier7-day trial, no card required
Pro plan€25/user/month (€20 annual)
EnterpriseCustom pricing
Which to choose
If you need… Use Why
Lowest cost on a specific frontier model Direct No markup, direct SLA, earliest model access
One API for many models, one bill OpenRouter 300+ models, 5.5% fee easily offset by convenience
Fastest possible inference Groq LPU hardware, 10–20× faster than GPU inference
Open-source models at scale Fireworks AI 200+ models, 50% batch discount, cheap GPU rental
Model experimentation across open weights Together AI Wide open-model catalog, fine-tuning support
Non-technical team, workspace UI nexos.ai Subscription, no per-token billing, team management
Pricing correct as of June 2026. Always verify on the provider's website before committing to a plan.
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