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tokenmargin.dev
Mistral Codestral 2501 vs Claude 3.5 Haiku: Which LLM API actually protects your SaaS gross margin at 10,000 DAU?

Here is the live 2026 token math across input, output & prompt caching: 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic
November 9, 2026 at 10:00 AM
tokenmargin.dev
1/ Raw Token Pricing per 1M Tokens:
• Qwen 2.5 Coder 32B Instruct: $0.07 in / $0.16 out (Cache read: $0.035)
• Mistral Codestral 2501: $0.3 in / $0.9 out (Cache read: $0.15)
November 10, 2026 at 8:00 AM
tokenmargin.dev
Qwen 2.5 Coder 32B Instruct vs Mistral Codestral 2501: Which LLM API actually protects your SaaS gross margin at 10,000 DAU?

Here is the live 2026 token math across input, output & prompt caching: 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic
November 8, 2026 at 3:45 PM
tokenmargin.dev
Qwen 2.5 Coder 32B Instruct vs Mistral Codestral 2501: Which LLM API actually protects your SaaS gross margin at 10,000 DAU?

Here is the live 2026 token math across input, output & prompt caching: 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic
November 10, 2026 at 8:00 AM
tokenmargin.dev
Mistral Codestral 2501 Cloud Pricing & Cheapest Providers (2026):

What does Mistral Codestral 2501 actually cost in production across input, output & prompt caching? 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic
November 6, 2026 at 12:45 PM
tokenmargin.dev
2/ Monthly SaaS API Bill at 10,000 DAU:
• Qwen 2.5 Coder 32B Instruct: $459/mo
• Mistral Codestral 2501: $2,160/mo
• Cheaper Winner: Qwen 2.5 Coder 32B Instruct (Saves 79% — $20,412/yr)
November 10, 2026 at 8:00 AM
tokenmargin.dev
2/ Monthly SaaS API Bill at 10,000 DAU:
• Mistral Codestral 2501: $2,160/mo
• Claude 3.5 Haiku: $7,200/mo
• Cheaper Winner: Mistral Codestral 2501 (Saves 70% — $60,480/yr)
November 9, 2026 at 10:00 AM
tokenmargin.dev
3/ Run your own DAU, prompt cache hit rate (0-95%), and LiteLLM fallback router simulation on our live comparison page:
https://tokenmargin.dev/compare/qwen-2-5-coder-32b-vs-codestral-2501.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic
November 10, 2026 at 8:00 AM
tokenmargin.dev
3/ Run your own DAU, prompt cache hit rate (0-95%), and LiteLLM fallback router simulation on our live comparison page:
https://tokenmargin.dev/compare/qwen-2-5-coder-32b-vs-codestral-2501.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic
November 8, 2026 at 3:45 PM
ulveon.net
I'll give Mistral a try. My first impression of Codestral a few months ago was that they had the same hallucination problems GPT 3 had, which was incredibly frustrating. I hope they've gotten better.
November 9, 2026 at 10:34 AM
tokenmargin.dev
3/ Run your own DAU, prompt cache hit rate (0-95%), and LiteLLM fallback router simulation on our live comparison page:
https://tokenmargin.dev/compare/codestral-2501-vs-claude-3-5-haiku.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic
November 9, 2026 at 10:00 AM
tokenmargin.dev
Mistral Codestral 2501 vs Claude 3.5 Haiku: Which LLM API actually protects your SaaS gross margin at 10,000 DAU?

Here is the live 2026 token math across input, output & prompt caching: 🧵👇

#AI #LLM #DevTools #SaaS #BuildInPublic
November 6, 2026 at 11:15 AM
tokenmargin.dev
3/ Compare all cloud GPU & serverless endpoints hosting Mistral Codestral 2501 (<400ms TTFT SLA) on our live calculator:
https://tokenmargin.dev/models/codestral-2501-pricing-calculator.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic
November 6, 2026 at 12:45 PM
tokenmargin.dev
2/ Monthly SaaS API Bill at 10,000 DAU:
• Mistral Codestral 2501: $2,160/mo
• Claude 3.5 Haiku: $7,200/mo
• Cheaper Winner: Mistral Codestral 2501 (Saves 70% — $60,480/yr)
November 6, 2026 at 11:15 AM
tokenmargin.dev
1/ Raw Token Pricing per 1M Tokens:
• Mistral Codestral 2501: $0.3 in / $0.9 out (Cache read: $0.15)
• Claude 3.5 Haiku: $0.8 in / $4 out (Cache read: $0.08)
November 9, 2026 at 10:00 AM
tokenmargin.dev
2/ Monthly SaaS API Bill at 10,000 DAU:
• Qwen 2.5 Coder 32B Instruct: $459/mo
• Mistral Codestral 2501: $2,160/mo
• Cheaper Winner: Qwen 2.5 Coder 32B Instruct (Saves 79% — $20,412/yr)
November 8, 2026 at 3:45 PM
tokenmargin.dev
3/ Run your own DAU, prompt cache hit rate (0-95%), and LiteLLM fallback router simulation on our live comparison page:
https://tokenmargin.dev/compare/codestral-2501-vs-claude-3-5-haiku.html?ref=bsky #AI #LLM #FinOps #DevTools #BuildInPublic
November 6, 2026 at 11:15 AM
tokenmargin.dev
1/ Raw Token Pricing per 1M Tokens:
• Qwen 2.5 Coder 32B Instruct: $0.07 in / $0.16 out (Cache read: $0.035)
• Mistral Codestral 2501: $0.3 in / $0.9 out (Cache read: $0.15)
November 8, 2026 at 3:45 PM
bsky.shibadogcap.com
なにげにcodestralが使えるのがアツい

Original: https://x.com/4ba_ba_baba/status/2118321423513223267
November 5, 2026 at 12:53 PM
tokenmargin.dev
1/ Raw Token Pricing per 1M Tokens:
• Mistral Codestral 2501: $0.3 in / $0.9 out (Cache read: $0.15)
• Claude 3.5 Haiku: $0.8 in / $4 out (Cache read: $0.08)
November 6, 2026 at 11:15 AM
karanluthra.bsky.social
The leaderboard:

🥇 gpt-oss-20b: 30/30, $0.0018 per run
🥈 Nemotron 3 Ultra 550B: 29/30, $0.0396 per run
3️⃣ Codestral: 26/30 (run didn't finish)
4️⃣ Qwen 1.5B, CPU only: 12/30
Neural Feed Data Bench v1 leaderboard: gpt-oss-20b 30/30 $0.0018 per run; Nemotron 3 Ultra 550B 29/30 $0.0396; Codestral 26/30 run incomplete $0.0075; Qwen2.5-Coder-1.5B CPU only 12/30.
November 3, 2026 at 1:17 PM
tokenmargin.dev
1/ Raw Token Pricing per 1M Tokens:
• Qwen 2.5 Coder 32B Instruct: $0.07 in / $0.16 out (Cache read: $0.035)
• Mistral Codestral 2501: $0.3 in / $0.9 out (Cache read: $0.15)
November 1, 2026 at 7:01 AM
tokenmargin.dev
2/ Monthly SaaS API Bill at 10,000 DAU:
• Qwen 2.5 Coder 32B Instruct: $459/mo
• Mistral Codestral 2501: $2,160/mo
• Cheaper Winner: Qwen 2.5 Coder 32B Instruct (Saves 79% — $20,412/yr)
November 1, 2026 at 7:01 AM
tokenmargin.dev
Qwen 2.5 Coder 32B Instruct vs Mistral Codestral 2501: Which LLM API actually protects your SaaS gross margin at 10,000 DAU?

Here is the live 2026 token math across input, output & prompt caching: 🧵👇
November 1, 2026 at 7:01 AM
tokenmargin.dev
3/ Run your own DAU, prompt cache hit rate (0-95%), and LiteLLM fallback router simulation on our live comparison page:
https://tokenmargin.dev/compare/qwen-2-5-coder-32b-vs-codestral-2501.html #AI #LLM #FinOps
November 1, 2026 at 7:01 AM