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    <title>DEV Community: LONGAI</title>
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      <title>LLM API Pricing Compared: Claude vs GPT vs Gemini vs DeepSeek (Live Numbers, Nov 2026)</title>
      <dc:creator>LONGAI</dc:creator>
      <pubDate>Tue, 03 Nov 2026 16:36:04 +0000</pubDate>
      <link>https://dev.to/dijinlong/llm-api-pricing-compared-claude-vs-gpt-vs-gemini-vs-deepseek-live-numbers-nov-2026-1f4c</link>
      <guid>https://dev.to/dijinlong/llm-api-pricing-compared-claude-vs-gpt-vs-gemini-vs-deepseek-live-numbers-nov-2026-1f4c</guid>
      <description>&lt;p&gt;&lt;strong&gt;Short version:&lt;/strong&gt; the gap between a model vendor's list price and what you actually pay on a multi-seller LLM gateway can be an order of magnitude — but the deepest discount you see is the &lt;em&gt;best&lt;/em&gt; tier available right now, not a price every request gets. Below is one table comparing official list prices against live effective prices for eight major model vendors.&lt;/p&gt;

&lt;p&gt;Data as of &lt;strong&gt;2026-11-04 00:35 (UTC+8)&lt;/strong&gt;. The platform currently tracks &lt;strong&gt;352 model profiles&lt;/strong&gt; across &lt;strong&gt;49 vendors&lt;/strong&gt;; &lt;strong&gt;190 models are listed for sale&lt;/strong&gt; right now. Prices move as sellers post and withdraw asks, so treat the live table as the source of truth.&lt;/p&gt;

&lt;h2&gt;
  
  
  One table: official list price vs. live effective price
&lt;/h2&gt;

&lt;div class="table-wrapper-paragraph"&gt;&lt;table&gt;
&lt;thead&gt;
&lt;tr&gt;
&lt;th&gt;Vendor&lt;/th&gt;
&lt;th&gt;Model&lt;/th&gt;
&lt;th&gt;Official (CNY / 1M tokens, in / out)&lt;/th&gt;
&lt;th&gt;Effective, deepest tier&lt;/th&gt;
&lt;th&gt;Discount&lt;/th&gt;
&lt;th&gt;Sellers&lt;/th&gt;
&lt;/tr&gt;
&lt;/thead&gt;
&lt;tbody&gt;
&lt;tr&gt;
&lt;td&gt;Anthropic&lt;/td&gt;
&lt;td&gt;&lt;a href="https://ai.dijinlong.com/en/model-docs/claude-sonnet-5" rel="noopener noreferrer"&gt;claude-sonnet-5&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;13.39 / 66.95&lt;/td&gt;
&lt;td&gt;0.603 / 3.01&lt;/td&gt;
&lt;td&gt;0.45 折&lt;/td&gt;
&lt;td&gt;7&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;OpenAI&lt;/td&gt;
&lt;td&gt;&lt;a href="https://ai.dijinlong.com/en/model-docs/gpt-5.6-sol" rel="noopener noreferrer"&gt;gpt-5.6-sol&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;26.78 / 134&lt;/td&gt;
&lt;td&gt;0.643 / 3.21&lt;/td&gt;
&lt;td&gt;0.24 折&lt;/td&gt;
&lt;td&gt;11&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Google&lt;/td&gt;
&lt;td&gt;&lt;a href="https://ai.dijinlong.com/en/model-docs/gemini-3.1-pro" rel="noopener noreferrer"&gt;gemini-3.1-pro&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;13.39 / 80.34&lt;/td&gt;
&lt;td&gt;2.01 / 12.05&lt;/td&gt;
&lt;td&gt;1.5 折&lt;/td&gt;
&lt;td&gt;7&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;DeepSeek&lt;/td&gt;
&lt;td&gt;&lt;a href="https://ai.dijinlong.com/en/model-docs/deepseek-v4-flash" rel="noopener noreferrer"&gt;deepseek-v4-flash&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;2 / 8&lt;/td&gt;
&lt;td&gt;0.2 / 0.8&lt;/td&gt;
&lt;td&gt;1 折&lt;/td&gt;
&lt;td&gt;6&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Alibaba&lt;/td&gt;
&lt;td&gt;&lt;a href="https://ai.dijinlong.com/en/model-docs/qwen3.8-max" rel="noopener noreferrer"&gt;qwen3.8-max&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;12 / 36&lt;/td&gt;
&lt;td&gt;1.2 / 3.6&lt;/td&gt;
&lt;td&gt;1 折&lt;/td&gt;
&lt;td&gt;6&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Zhipu&lt;/td&gt;
&lt;td&gt;&lt;a href="https://ai.dijinlong.com/en/model-docs/glm-5.3" rel="noopener noreferrer"&gt;glm-5.3&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;8 / 28.01&lt;/td&gt;
&lt;td&gt;0.8 / 2.8&lt;/td&gt;
&lt;td&gt;1 折&lt;/td&gt;
&lt;td&gt;7&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;Moonshot&lt;/td&gt;
&lt;td&gt;&lt;a href="https://ai.dijinlong.com/en/model-docs/kimi-k3" rel="noopener noreferrer"&gt;kimi-k3&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;20 / 100&lt;/td&gt;
&lt;td&gt;2 / 10&lt;/td&gt;
&lt;td&gt;1 折&lt;/td&gt;
&lt;td&gt;6&lt;/td&gt;
&lt;/tr&gt;
&lt;tr&gt;
&lt;td&gt;MiniMax&lt;/td&gt;
&lt;td&gt;&lt;a href="https://ai.dijinlong.com/en/model-docs/MiniMax-M3" rel="noopener noreferrer"&gt;MiniMax-M3&lt;/a&gt;&lt;/td&gt;
&lt;td&gt;2.1 / 8.4&lt;/td&gt;
&lt;td&gt;0.21 / 0.84&lt;/td&gt;
&lt;td&gt;1 折&lt;/td&gt;
&lt;td&gt;6&lt;/td&gt;
&lt;/tr&gt;
&lt;/tbody&gt;
&lt;/table&gt;&lt;/div&gt;

&lt;blockquote&gt;
&lt;p&gt;Official prices are converted at &lt;strong&gt;1 USD = 6.695 CNY&lt;/strong&gt;. The effective price is computed from the &lt;strong&gt;deepest&lt;/strong&gt; ask tier currently posted, so the seller count next to it matters: a 0.45 折 tier with a single seller is one seller's quote, not a market-wide price. &lt;a href="https://ai.dijinlong.com/en/pricing" rel="noopener noreferrer"&gt;Live price table →&lt;/a&gt;&lt;/p&gt;
&lt;/blockquote&gt;

&lt;h2&gt;
  
  
  How to read this table
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Official&lt;/strong&gt; — the vendor's public input/output price, converted to CNY.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Effective&lt;/strong&gt; — official price multiplied by the deepest discount tier that sellers are currently posting for that model.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Discount (折)&lt;/strong&gt; — the fraction of the official price you pay. 5 折 means half the list price; 0.45 折 means 4.5% of it. A seller may not quote more than 5 折, and the deepest tier currently allowed is 0.01 折.&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Sellers&lt;/strong&gt; — how many sellers currently have an ask on that model. Check &lt;a href="https://ai.dijinlong.com/en/model-plaza" rel="noopener noreferrer"&gt;the model plaza&lt;/a&gt; for live availability before you build on a specific tier.&lt;/li&gt;
&lt;/ul&gt;

&lt;h2&gt;
  
  
  Why the price is lower
&lt;/h2&gt;

&lt;p&gt;This is not a single upstream reseller adding a markup. Sellers list &lt;strong&gt;spare model quota at their own prices&lt;/strong&gt;, and the platform dispatches to the best available ask based on price, load and health, failing over automatically when a route dies. The discount comes from reselling idle quota, bulk purchasing and regional pricing — not from a different, weaker model. Platform commission is currently &lt;strong&gt;0%&lt;/strong&gt; while seller support is running.&lt;/p&gt;

&lt;h2&gt;
  
  
  Picking by workload
&lt;/h2&gt;

&lt;ul&gt;
&lt;li&gt;
&lt;strong&gt;Long context / coding&lt;/strong&gt; — Anthropic, OpenAI, Moonshot and Zhipu model pages&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Cheapest general purpose&lt;/strong&gt; — DeepSeek, Alibaba and MiniMax&lt;/li&gt;
&lt;li&gt;
&lt;strong&gt;Image and video generation&lt;/strong&gt; — filter by category in &lt;a href="https://ai.dijinlong.com/en/model-plaza" rel="noopener noreferrer"&gt;the model plaza&lt;/a&gt;
&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Every model has a documentation page with its billing units, tier table and a runnable example: see &lt;a href="https://ai.dijinlong.com/en/model-docs" rel="noopener noreferrer"&gt;model docs&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  Integrating in three lines
&lt;/h2&gt;

&lt;p&gt;The API is OpenAI-compatible — point &lt;code&gt;base_url&lt;/code&gt; at the gateway and keep your existing client:&lt;br&gt;
&lt;/p&gt;

&lt;div class="highlight js-code-highlight"&gt;
&lt;pre class="highlight python"&gt;&lt;code&gt;&lt;span class="kn"&gt;from&lt;/span&gt; &lt;span class="n"&gt;openai&lt;/span&gt; &lt;span class="kn"&gt;import&lt;/span&gt; &lt;span class="n"&gt;OpenAI&lt;/span&gt;

&lt;span class="n"&gt;client&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="nc"&gt;OpenAI&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;api_key&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;sk-...&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;                      &lt;span class="c1"&gt;# your LONG AI key
&lt;/span&gt;    &lt;span class="n"&gt;base_url&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;https://ai.dijinlong.com/v1&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="c1"&gt;# OpenAI-compatible endpoint
&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;

&lt;span class="n"&gt;resp&lt;/span&gt; &lt;span class="o"&gt;=&lt;/span&gt; &lt;span class="n"&gt;client&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;chat&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;completions&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="nf"&gt;create&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;
    &lt;span class="n"&gt;model&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;claude-sonnet-5&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt;
    &lt;span class="n"&gt;messages&lt;/span&gt;&lt;span class="o"&gt;=&lt;/span&gt;&lt;span class="p"&gt;[{&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;role&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;user&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;,&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;content&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;:&lt;/span&gt; &lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="s"&gt;Say hi&lt;/span&gt;&lt;span class="sh"&gt;"&lt;/span&gt;&lt;span class="p"&gt;}],&lt;/span&gt;
&lt;span class="p"&gt;)&lt;/span&gt;
&lt;span class="nf"&gt;print&lt;/span&gt;&lt;span class="p"&gt;(&lt;/span&gt;&lt;span class="n"&gt;resp&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;choices&lt;/span&gt;&lt;span class="p"&gt;[&lt;/span&gt;&lt;span class="mi"&gt;0&lt;/span&gt;&lt;span class="p"&gt;].&lt;/span&gt;&lt;span class="n"&gt;message&lt;/span&gt;&lt;span class="p"&gt;.&lt;/span&gt;&lt;span class="n"&gt;content&lt;/span&gt;&lt;span class="p"&gt;)&lt;/span&gt;
&lt;/code&gt;&lt;/pre&gt;

&lt;/div&gt;



&lt;p&gt;Billing is per-token, settled in CNY, with no plans and no minimum spend. Full setup instructions: &lt;a href="https://ai.dijinlong.com/en/docs" rel="noopener noreferrer"&gt;integration docs&lt;/a&gt;.&lt;/p&gt;

&lt;h2&gt;
  
  
  FAQ
&lt;/h2&gt;

&lt;p&gt;&lt;strong&gt;Does everyone get the deepest discount in the table?&lt;/strong&gt;  No. It is the best ask posted at the time of writing. Your actual price depends on which tier the router picks, based on availability and load.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Where does the gap between list price and effective price come from?&lt;/strong&gt;  List price is what the vendor charges. Effective price is what a seller asks for idle quota; the platform matches, routes and settles.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;What if there is only one seller?&lt;/strong&gt;  Routing fails over to another seller automatically. If a model has only one seller in total, keep a comparable backup model in your fallback list.&lt;/p&gt;

&lt;h2&gt;
  
  
  Data notes
&lt;/h2&gt;

&lt;p&gt;352 model profiles / 49 vendors; 190 models listed for sale. Profile count is not the same as listed count. Official prices converted at 1 USD = 6.695 CNY; the effective price uses the deepest tier at the time of writing, so quote the date when you cite these numbers. Full price list: &lt;a href="https://ai.dijinlong.com/en/pricing" rel="noopener noreferrer"&gt;ai.dijinlong.com/pricing&lt;/a&gt;.&lt;/p&gt;

&lt;p&gt;&lt;strong&gt;Disclosure:&lt;/strong&gt; this article is published by the LONG AI team (&lt;a href="mailto:support@dijinlong.com"&gt;support@dijinlong.com&lt;/a&gt;). We build the platform being described, so treat the numbers as a first-party statement rather than an independent review.&lt;/p&gt;

</description>
      <category>ai</category>
      <category>llm</category>
      <category>api</category>
      <category>opensource</category>
    </item>
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