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LLM Price War

The most comprehensive, always-updated LLM pricing comparison. Stop overpaying for AI.

Models Tracked: 36 Last Updated: March 2026 Community-Maintained Update Prices

Community-maintained pricing data. Star to stay informed.

Disclaimer: Prices change frequently. Always verify on the provider's official pricing page before making purchasing decisions. Last verified: March 9, 2026.


Text Generation Models

Provider Model Input ($/1M tokens) Output ($/1M tokens) Context Window Speed (tok/s) Best For
OpenAI GPT-4o $2.50 $10.00 128K ~100 General-purpose flagship
GPT-4o-mini $0.15 $0.60 128K ~150 Cost-efficient tasks
GPT-4.5 Preview $75.00 $150.00 128K ~60 Research, complex reasoning
o1 $15.00 $60.00 200K ~40 Advanced reasoning, math, code
o1-mini $1.10 $4.40 128K ~80 Fast reasoning at lower cost
o3-mini $1.10 $4.40 200K ~90 Reasoning with larger context
Anthropic Claude Opus 4 $15.00 $75.00 200K ~40 Complex analysis, writing, code
Claude Sonnet 4 $3.00 $15.00 200K ~80 Balanced performance/cost
Claude Haiku 3.5 $0.80 $4.00 200K ~150 Fast, cheap tasks
Google Gemini 2.5 Pro $1.25 $10.00 1M ~70 Long-context analysis
Gemini 2.0 Flash $0.10 $0.40 1M ~200 Ultra-cheap high-volume
Gemini 1.5 Pro $1.25 $5.00 2M ~60 Massive context processing
Meta Llama 3.3 70B ~$0.60 ~$0.60 128K ~100 Open-source, self-hostable
Llama 3.1 405B ~$3.50 ~$3.50 128K ~30 Best open-source quality
Mistral Mistral Large $2.00 $6.00 128K ~80 Multilingual, EU compliance
Mistral Small $0.10 $0.30 128K ~150 Budget multilingual tasks
Codestral $0.30 $0.90 256K ~120 Code generation, 256K context
DeepSeek DeepSeek-V3 $0.27 $1.10 128K ~60 Cheapest capable model
DeepSeek-R1 $0.55 $2.19 128K ~30 Cheap reasoning alternative
xAI Grok-3 $3.00 $15.00 131K ~70 Advanced reasoning, competitive with Claude Opus
Grok-3 Mini $0.30 $0.50 131K ~150 Fast, efficient reasoning
Groq Llama 3.3 70B (via Groq) $0.59 $0.79 128K ~500 Fastest inference available
Mixtral 8x7B (via Groq) $0.24 $0.24 32K ~400 Ultra-fast MoE model
Perplexity Sonar Pro $3.00 $15.00 200K ~60 Search-augmented generation
Sonar $1.00 $1.00 128K ~100 Fast search-augmented
Cohere Command R+ $2.50 $10.00 128K ~50 RAG, enterprise search
Command R $0.15 $0.60 128K ~80 Cheap RAG tasks

Meta models priced via Together AI hosting. Self-hosting is free (compute costs only). Groq models use Groq LPU hardware for ultra-low latency inference. Perplexity models include real-time web search capabilities.


Embedding Models

Provider Model Price ($/1M tokens) Dimensions Max Input
OpenAI text-embedding-3-small $0.02 1,536 8,191
OpenAI text-embedding-3-large $0.13 3,072 8,191
Google text-embedding-004 $0.006 768 2,048
Voyage AI Voyage 3 $0.06 1,024 32,000
Cohere Embed v4 $0.10 1,024 512
Mistral Mistral Embed $0.10 1,024 8,192

Image Generation

Provider Model Price per Image Resolution Speed
OpenAI DALL-E 3 $0.040 1024x1024 ~15s
OpenAI DALL-E 3 HD $0.080 1024x1792 ~20s
Stability AI SD 3.5 $0.035 1024x1024 ~5s
Midjourney v6 ~$0.02-0.12 Up to 2048 ~30s

Midjourney pricing is subscription-based ($10-120/month). Per-image cost depends on plan.


Price Per Task Comparison

Real-world costs for common tasks:

Task Tokens Used GPT-4o Claude Sonnet 4 Gemini 2.0 Flash DeepSeek-V3
Summarize 10-page doc ~5K in, ~500 out $0.017 $0.022 $0.001 $0.002
Code review (500 lines) ~3K in, ~2K out $0.028 $0.039 $0.001 $0.003
Translate 1000 words ~2K in, ~2K out $0.025 $0.036 $0.001 $0.003
Chat conversation (10 turns) ~10K in, ~5K out $0.075 $0.105 $0.003 $0.008
RAG query (large context) ~50K in, ~1K out $0.135 $0.165 $0.005 $0.015

Cheapest option by task type:

  • Simple classification/extraction: Gemini 2.0 Flash ($0.10/$0.40)
  • Code generation: DeepSeek-V3 ($0.27/$1.10)
  • Complex reasoning: DeepSeek-R1 ($0.55/$2.19) vs o3-mini ($1.10/$4.40)
  • Long document analysis: Gemini 2.5 Pro (1M context at $1.25/$10.00)

Monthly Cost Estimator

Processing 1M tokens/day (input + output split 2:1):

Provider Model Daily Cost Monthly Cost Annual Cost
Google Gemini 2.0 Flash $0.20 $6.00 $73.00
Mistral Mistral Small $0.17 $5.00 $60.83
DeepSeek DeepSeek-V3 $0.55 $16.39 $199.41
OpenAI GPT-4o-mini $0.30 $9.00 $109.50
Cohere Command R $0.30 $9.00 $109.50
Meta Llama 3.3 70B $0.60 $18.00 $219.00
Google Gemini 2.5 Pro $4.17 $125.00 $1,520.83
OpenAI GPT-4o $5.00 $150.00 $1,825.00
Anthropic Claude Sonnet 4 $7.00 $210.00 $2,555.00
Anthropic Claude Opus 4 $35.00 $1,050.00 $12,775.00

Assumes 667K input + 333K output tokens per day. Actual costs vary by usage pattern.


Cost Optimization Tips

  1. Route by complexity -- Use cheap models (Gemini Flash, GPT-4o-mini) for simple tasks, premium models only when needed. A routing layer can cut costs 60-80%.

  2. Batch API discounts -- OpenAI offers 50% off via their Batch API for non-time-sensitive workloads.

  3. Prompt caching -- Anthropic offers 90% discount on cached prompt tokens. If you send the same system prompt repeatedly, this is massive savings.

  4. Use open-source for high volume -- At >10M tokens/day, self-hosting Llama 3.3 70B on 2xA100 costs ~$3/hour vs $36/day via API.

  5. Compress your prompts -- Remove unnecessary whitespace, use abbreviations in system prompts, cache few-shot examples. 20-30% token reduction is common.

  6. Negotiate enterprise pricing -- All providers offer volume discounts. At $1K+/month spend, ask for custom pricing.

  7. Monitor with budgets -- Set hard spending limits via provider dashboards. One runaway loop can cost thousands.


Calculator CLI

Estimate costs across all providers from your terminal:

# Basic comparison
python calculator/estimate.py --input-tokens 1000000 --output-tokens 500000

# Filter by type
python calculator/estimate.py --input-tokens 1000000 --output-tokens 500000 --type text

# JSON output for scripting
python calculator/estimate.py --input-tokens 1000000 --output-tokens 500000 --json

# Sort by monthly cost
python calculator/estimate.py --input-tokens 1000000 --output-tokens 500000 --sort monthly

Output:

=== LLM Cost Comparison ===
Daily usage: 1,000,000 input tokens + 500,000 output tokens

Provider          Model              Daily Cost    Monthly Cost   Annual Cost
---------------------------------------------------------------------------------
Mistral           Mistral Small      $0.25         $7.50          $91.25
Google            Gemini 2.0 Flash   $0.30         $9.00          $109.50
OpenAI            GPT-4o-mini        $0.45         $13.50         $164.25
DeepSeek          DeepSeek-V3        $0.82         $24.60         $299.30
...

Requires Python 3.8+. No dependencies -- uses only the standard library.


How It Works

  1. Data source: data/pricing.json contains structured pricing for all models
  2. Community updates: Pricing data is community-maintained. Automated scrapers are in development -- PRs welcome! GitHub Actions validates data integrity on updates.
  3. History tracking: Every price change is saved in data/history/
  4. Changelog: All changes logged in CHANGELOG.md

Scraper Status

Provider Scraper Status
OpenAI Manual (stub)
Anthropic Manual (stub)
Google Manual (stub)
Mistral Manual (stub)
DeepSeek Manual (stub)
Meta (Together AI) Manual (stub)
xAI Manual (stub)
Groq Manual (stub)
Perplexity Manual (stub)
Cohere No scraper yet
Stability AI No scraper yet
Midjourney No scraper yet

All scrapers currently return verified manual data. Real-time scraping via provider APIs is on the roadmap. PRs welcome!


Contributing

Found a price change? New model released? Open a PR!

See CONTRIBUTING.md for guidelines on:

  • Reporting price changes
  • Adding new providers/models
  • Developing scrapers

License

MIT -- Copyright 2026 Cognitive AppDev


Star this repo to get notified of price changes that could save you money.

Other projects: awesome-openclaw-security

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The most comprehensive LLM pricing comparison. 36+ models, 12 providers, CLI calculator. Community-maintained.

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