LLM API Pricing in 2026: I Put Every Major Model in One Table

Dev.to / 4/10/2026

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Key Points

  • The article highlights a dramatic 100x spread in LLM API pricing in 2026, showing how identical prompt workloads can lead to vastly different bills depending on the model and provider.
  • It compiles side-by-side pricing for major “frontier,” “mid-tier,” and “budget” models, including per-million input and output token costs and additional signals such as SWE-bench performance and cache-hit pricing.
  • It identifies specific cost/performance standouts, noting DeepSeek V4 as an outlier with high SWE-bench scores at low prices, while also warning of occasional outages and China data routing as potential trade-offs.
  • It estimates real-world operating costs for a chatbot replying 10K times per day, translating token pricing into monthly cost ranges across several representative models.
  • The piece also warns about hidden or secondary costs such as long-context surcharges, data residency premiums, and differences between using direct provider APIs versus gateways, referencing a cross-verified April 2026 dataset.

The price spread between LLM APIs is now 100x. Groq Llama 8B costs $0.05/M input. GPT-5.4 Pro costs $30/M. Same prompt, wildly different bill.

I compiled pricing for every major model into one reference table.

Frontier Models (Best Quality)

Model Input/M Output/M Cache Hit/M SWE-bench
DeepSeek V4 $0.30 $0.50 $0.03 81%
GPT-5.4 $2.50 $15.00 $0.25 80%
Claude Opus 4.6 $5.00 $25.00 $0.50 80.8%
Claude Sonnet 4.6 $3.00 $15.00 $0.30 79%
Gemini 3.1 Pro $2.00 $12.00 $0.20 78%

DeepSeek V4 is the outlier. Highest SWE-bench score at the lowest price. The catch: occasional outages and China data routing.

Mid-Tier (Best Value)

Model Input/M Output/M
GPT-5.4 Mini $0.75 $4.50
Claude Haiku 4.5 $1.00 $5.00
Gemini 2.5 Flash $0.30 $2.50
Mistral Large 3 $2.00 $6.00

Mistral Large 3 has the cheapest flagship output at $6/M — 60% less than GPT/Claude ($15/M).

Budget (Cheapest)

Model Input/M Output/M
Groq Llama 8B $0.05 $0.08
Gemini Flash-Lite $0.10 $0.40
GPT-5.4 Nano $0.20 $1.25
Mistral Small 3.1 $0.20 $0.60

What 10K Chatbot Replies/Day Actually Costs

Model Monthly Cost
Gemini Flash-Lite $60
DeepSeek V4 $90
GPT-5.4 Mini $430
Claude Sonnet 4.6 $1,350

The full comparison covers 16+ models with cost-per-task breakdowns, hidden costs (long-context surcharges, data residency premiums), and a provider comparison (direct API vs gateway).

👉 Complete LLM pricing comparison table

Pricing from official provider pages. Cross-verified April 2026.