# 📘 The AI Provider Cheat Sheet

**30+ Providers Compared by Cost, Speed & Reliability**

*Your free reference for breaking out of provider lock-in. Brought to you by Digital HustlerX — Multi-Provider AI Gateway.*

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## Quick Reference: Which Model for Which Task

| Task Type | Best Model | Why |
|-----------|-----------|-----|
| **Coding & Engineering** | Claude 4.5 Sonnet (Anthropic) | Best-in-class code generation, tool use, and long-context reasoning |
| **Creative Writing & Content** | GPT-5 (OpenAI) | Superior creative output, nuanced tone control, brand voice adherence |
| **Complex Reasoning & Math** | DeepSeek-R1 (DeepSeek) | Chain-of-thought reasoning at 1/10th the cost of GPT-5 |
| **Real-Time / Low-Latency** | Groq (LPU Inference) | Sub-100ms inference on Llama-3 and Mixtral models |
| **Budget Batch Processing** | Mistral Large 2 | 85% of GPT-5 quality at 40% of the price |
| **RAG / Embeddings** | Voyage-2 / text-embedding-3-large | Best retrieval quality across diverse document types |
| **Vision & Image Analysis** | GPT-5 Vision / Claude 4.5 Vision | Both are excellent — pick by cost preference |
| **Open-Source Self-Hosted** | Llama-4 405B (Meta) | Best open-weight model that fits on 2×H100 |
| **Code Completion (IDE)** | Codex / Cursor (OpenAI) | Optimized for real-time code suggestions |
| **Agentic / Tool Use** | Claude 4.5 Sonnet (Anthropic) | Best at following complex tool-use instructions |
| **Multilingual** | GPT-5 / Gemini 2.5 Pro | Both strong in 50+ languages |

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## Full Provider Comparison Table

| Provider | Best For | Cost (Input / 1M tokens) | Cost (Output / 1M tokens) | Speed | Reliability | Rate Limits |
|----------|----------|--------------------------|---------------------------|-------|-------------|-------------|
| **OpenAI** | General, Creative, Vision | $2.50–$15.00 | $10.00–$60.00 | ⚡⚡⚡⚡ | 🟢 Excellent | Varies by tier |
| **Anthropic** | Coding, Long Context, Agents | $3.00–$15.00 | $15.00–$75.00 | ⚡⚡⚡ | 🟢 Excellent | 1K–5K RPM |
| **Google (Gemini)** | Multimodal, Reasoning | $0.25–$10.00 | $0.50–$30.00 | ⚡⚡⚡⚡ | 🟢 Excellent | 1,500 RPD (free) |
| **DeepSeek** | Reasoning, Math, Cost-Effective | $0.14–$0.55 | $0.28–$2.19 | ⚡⚡⚡ | 🟢 Good | 500 RPM |
| **Mistral** | Batch, Budget, EU Compliance | $0.10–$2.00 | $0.10–$6.00 | ⚡⚡⚡ | 🟢 Good | 500 RPM |
| **Cohere** | RAG, Embeddings, Enterprise | $0.50–$1.00 | $0.50–$1.00 | ⚡⚡⚡ | 🟢 Good | 1,000 API calls/min |
| **Groq** | Real-time, Low-Latency | $0.59–$0.89 | $0.79–$0.89 | ⚡⚡⚡⚡⚡ | 🟡 Moderate | 30 RPM (free tier) |
| **Together AI** | Open-Source, Custom Models | $0.10–$1.20 | $0.10–$1.20 | ⚡⚡⚡⚡ | 🟢 Good | 500 RPM |
| **Fireworks AI** | Open-Source, Fast Inference | $0.10–$0.90 | $0.10–$0.90 | ⚡⚡⚡⚡ | 🟢 Good | 200 RPM |
| **Replicate** | Model Variety, Prototyping | $0.10–$1.65 | $0.10–$1.65 | ⚡⚡⚡ | 🟡 Moderate | 3 concurrent requests |
| **OpenRouter** | Aggregator, 200+ models | Variable (market) | Variable (market) | ⚡⚡⚡ | 🟡 Moderate | Depends on upstream |
| **AWS Bedrock** | Enterprise, Compliance | $1.00–$10.00 | $4.00–$40.00 | ⚡⚡⚡ | 🟢 Excellent | AWS limits |
| **Azure OpenAI** | Enterprise Microsoft Shops | $2.50–$15.00 | $10.00–$60.00 | ⚡⚡⚡ | 🟢 Excellent | Azure limits |
| **GCP Vertex AI** | Google Enterprise | $0.25–$10.00 | $0.50–$30.00 | ⚡⚡⚡ | 🟢 Excellent | GCP limits |
| **Perplexity** | Search-Augmented Generation | $5.00–$10.00 | $5.00–$10.00 | ⚡⚡⚡ | 🟢 Good | 400 requests/day |
| **AI21 Labs** | Creative, Long Form | $0.30–$1.00 | $1.00–$2.00 | ⚡⚡⚡ | 🟡 Moderate | 50 RPM |
| **Writer** | Enterprise LLM, Compliance | $0.30–$1.20 | $0.30–$1.20 | ⚡⚡⚡ | 🟢 Good | Custom |
| **Anyscale** | Open-Source, Ray Backed | $0.15–$0.50 | $0.15–$0.50 | ⚡⚡⚡ | 🟡 Moderate | 100 RPM |
| **Lepton AI** | Fast Open-Source | $0.15–$0.80 | $0.15–$0.80 | ⚡⚡⚡⚡ | 🟡 Moderate | 200 RPM |
| **DeepInfra** | Budget Open-Source | $0.04–$0.35 | $0.04–$0.80 | ⚡⚡⚡⚡ | 🟢 Good | 100 RPM |
| **OctoAI** | Scalable Open-Source | $0.10–$0.55 | $0.10–$0.55 | ⚡⚡⚡⚡ | 🟢 Good | 200 RPM |
| **Custom (Self-Hosted)** | Full Control, Privacy | $0.01–$0.10 | $0.01–$0.10 | ⚡⚡ | 🟡 Varies | Unlimited (your infra) |

### Speed Rating Legend
- ⚡⚡⚡⚡⚡ = Sub-100ms (Groq)
- ⚡⚡⚡⚡ = 100-500ms (OpenAI, Gemini, Together, Fireworks)
- ⚡⚡⚡ = 500ms-2s (Anthropic, Mistral, DeepSeek, most providers)
- ⚡⚡ = 2s+ (Self-hosted, batch endpoints)

### Reliability Rating
- 🟢 Excellent = <99.9% uptime SLA, rare outages
- 🟢 Good = 99.5%+ uptime, occasional degradation
- 🟡 Moderate = 99%+ uptime, periodic outages or capacity issues

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## Provider Speed & Cost Comparison (Visual)

```
Cost (Lower = Better)          Speed (Right = Faster)
      │                              │
      │ DeepInfra ◄────────────────● │
      │ DeepSeek  ◄───────────────●  │
      │ Together  ◄──────────────●   │
      │ Groq      ◄─────────────●────● (Fastest)
      │ Mistral   ◄────────────●     │
      │ Fireworks ◄───────────●      │
      │ Gemini    ◄──────────●       │
      │ OpenAI    ◄─────────●        │
      │ Anthropic ◄────────●         │
      │                             │
      └─────────────────────────────┘
```

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## The 80/20 Rule: 3 Providers Cover 90% of Use Cases

If you can only integrate 3 providers, choose these:

1. **Anthropic (Claude 4.5)** — The daily driver. Best for coding, agents, creative work, and everything in between. Your primary provider.
2. **OpenAI (GPT-5)** — The fallback. Best for creative tasks, vision, and when you need maximum model variety. Your secondary.
3. **DeepSeek (R1 / V3)** — The budget option. Best for batch processing, bulk analysis, and any task where cost matters more than latency. Your cost-saver.

**Typical routing split**: 60% Anthropic → 30% OpenAI → 10% DeepSeek

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## Multi-Provider Strategy: When to Route Where

| Scenario | Primary | Fallback | Why |
|----------|---------|----------|-----|
| Real-time chat | Groq | OpenAI GPT-5 | Speed first, quality fallback |
| Code generation | Claude 4.5 | DeepSeek-R1 | Best code, budget backup |
| Content creation | GPT-5 | Claude 4.5 | Creative first, backup for consistency |
| Batch processing | DeepSeek V3 | Mistral Large | Lowest cost, acceptable quality |
| RAG pipeline | Voyage-2 (embed) | OpenAI text-embedding-3 | Best retrieval accuracy |
| Production agents | Claude 4.5 | GPT-5 → Mistral | Triple fallback for zero downtime |
| Budget experiments | DeepInfra | Together AI | Cheapest open-source inference |
| Video/image analysis | Gemini 2.5 Pro | GPT-5 Vision | Best multimodal understanding |

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## Cost Optimization Tips

1. **Use compression** — Token compression can cut 40-60% from your bill with zero quality loss for most use cases.
2. **Set cost ceilings** — Route to cheaper providers for non-critical tasks (batch analysis → DeepSeek, not Claude).
3. **Monitor per-model cost** — The same provider charges different rates for different models. Track granularly.
4. **Pool rate limits** — Multiple providers = effectively unlimited throughput. Never wait on rate limits again.
5. **Auto-fallback to budget** — If your premium provider errors, fall back to a budget provider, not another premium one.
6. **Cache common responses** — If you send similar prompts repeatedly (classification, moderation), cache results for zero-cost responses.
7. **Use an aggregator gateway** — Adding new providers should be a config change, not a code change. This is what we deploy.

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## Test Your Current Provider Costs — Worksheet

Fill this out with your actual usage to calculate savings.

### Your Current Setup

| Question | Your Answer |
|----------|-------------|
| Primary provider(s) | |
| Monthly LLM spend | $ |
| Average requests/day | |
| Average tokens/request | |
| Primary use case(s) | |
| Number of models used | |

### Your Savings Estimate

| Optimization | Your Current Cost | Optimized Cost | Savings |
|-------------|------------------|----------------|---------|
| Multi-provider routing (15-40%) | $ | $ | $ |
| Token compression (15-95%) | $ | $ | $ |
| Model substitution (30-70%) | $ | $ | $ |
| **Total Estimated** | **$** | **$** | **$** |

### Your Provider Fit Score

Check how many apply:
- ☐ I'm on a single provider
- ☐ I've experienced a provider outage that impacted users
- ☐ I don't know my per-model cost breakdown
- ☐ I'm not using token compression
- ☐ I have no automated failover
- ☐ I'd like to try new models without code changes

**Score:** ___ / 6 (more checks = more savings opportunity)

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## Ready to Break Free?

**Multi-Provider AI Gateway from Digital HustlerX** gives you:

- 🔄 Auto-fallback across 290+ providers — zero downtime
- 📦 Token compression — cut costs 15-95%
- 📊 Cost analytics dashboard — know every dollar
- 🛡️ Rate limit protection — never hit 429 again
- 🔌 MCP/A2A protocol support — one endpoint for everything

→ **[See Plans & Pricing](index.html#pricing)**

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*© 2026 Digital HustlerX — DHX Services | Multi-Provider AI Gateway*

*This cheat sheet is a living document. Provider pricing and capabilities change frequently. For the latest comparison, contact us for a personalized audit.*