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AI API Cost Comparison 2026: Every Major Model, Every Price, Every Scenario

Compare AI API pricing, token math, and workload trade-offs across OpenAI and Chinese models. Use live rates before choosing a provider.

2026-06-17 4 min read
PricingComparison2026

Pricing verified as of 2026-08-19. DeepSeek changed to peak/off-peak pricing on 2026-08-17.

June 17, 2026 · 6 min read · Pricing sourced from official API pages. Verified June 2026.

The Master Price Table

Every major AI model API, input and output pricing per million tokens, ranked most cost-effective to most expensive. June 2026 pricing:

ModelProviderInput / 1MOutput / 1MTotal / 1M (in+out)*vs GPT-4o
GLM-4-FlashZhipu / AIWave$0.001$0.002$0.00-100%
DeepSeek V4-FlashDeepSeek / AIWave$0.30$1.20$2.552-80%
DeepSeek V4-ProDeepSeek / AIWave$1.32$3.96$7.656-39%
Kimi K2.6Moonshot / AIWave$1.09$4.60$3.50-72%
GLM-5.1Zhipu / AIWave$2.10$6.60$4.50-64%
ERNIE 5.1Baidu / AIWave$1.20$4.80$6.00-52%
GPT-4.1OpenAI$2.00$8.00$10.00-20%
Claude 3.7 SonnetAnthropic$3.00$15.00$18.00+44%
GPT-4oOpenAI$2.50$10.00$12.50—

*Total = input + output price for a typical 1:1 token ratio scenario. Your ratio will vary by use case.

Two models are effectively starter-credit tier: Check the current GLM-4-Flash rate before routing traffic. DeepSeek V4-Flash costs $0.30/M tokens. Together they cover 60-70% of common AI tasks — classification, summarization, simple chat, content generation, internal tools. You can build a production AI feature that costs $1.20 in API fees.

Scenario 1: AI Chatbot (Customer Support, 1M Messages/Month)

Assumptions: 800 input tokens per message (history + system prompt), 200 output tokens.

ModelMonthly TokensMonthly CostAnnual Cost
GPT-4o800M in / 200M out$4,000$48,000
Claude 3.7 Sonnet800M in / 200M out$5,400$64,800
DeepSeek V4-Pro800M in / 200M out$2,679.6$32,155.2
GLM-4-Flash800M in / 200M out$0$0

A $48K/year OpenAI bill drops to $5.2K on DeepSeek. Or $0 on GLM-4-Flash.

Scenario 2: AI Code Assistant (500K Completions/Month)

Assumptions: 2,000 input tokens (file context), 500 output tokens per completion.

ModelMonthly CostAnnual Cost
GPT-4o$5,000$60,000
Claude 3.7 Sonnet$6,750$81,000
DeepSeek V4-Pro$545$6,540

DeepSeek V4-Pro scores 92.6% on HumanEval vs GPT-4o's 90.2%. And costs $53,460 less per year. If you're a startup building a code tool, this is the difference between "we need Series A" and "we're profitable."

Scenario 3: Content Platform (100K Articles/Month)

Assumptions: 500 input tokens (instructions + examples), 1,500 output tokens per article.

ModelMonthly CostAnnual Cost
GPT-4o$1,625$19,500
DeepSeek V4-Pro$178$2,136
GLM-4-Flash$0$0

Scenario 4: Small Developer (10M Input + 2M Output/Month)

The indie hacker / solo dev / small team tier. This is where most readers actually operate.

ModelMonthly Cost
GPT-4o$45.00
Claude 3.7 Sonnet$60.00
DeepSeek V4-ProSee current pricing
DeepSeek V4-FlashSee current pricing

$45/month vs $4.90/month. That's Netflix vs a coffee. For the same API format, the same integration effort, and models that score equivalently on benchmarks.

The Quality Question: Does Lower Price Mean Lower Quality?

ModelMMLU (Knowledge)HumanEval (Code)Chatbot ArenaCost/M Tokens
GPT-4o88.7%90.2%#5$12.50
DeepSeek V4-Pro89.1%92.6%#3See current pricing
GLM-5.186.2%88.9%#12$4.50
GLM-4-Flash78.4%82.1%#35$0.00

The model with the highest benchmark scores is the second most cost-effective. Price does not equal quality in the AI API market. It equals brand, infrastructure cost structure, and competitive pressure.

The Hybrid Strategy: Don't Pick One Model

Smart teams don't use one model. They route tasks by complexity:

Task complexity routing:
  Simple (classification, summarization) → GLM-4-Flash ($0)
  Standard (chat, content, most features) → DeepSeek V4-Pro ($7.656/M blended)
  Complex (reasoning, analysis, long docs) → GLM-5.1 / Kimi ($3.50-4.50/M)
  Edge cases (where Chinese AI falls short) → GPT-4o ($12.50/M)

Blended cost at 60/30/8/2 split: ~$1.35 per million tokens
Pure GPT-4o: $12.50 per million tokens
Annual savings: 89%

AIWave gives you all these models through one API key. No separate accounts. No separate billing. Route at the request level.

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