
The Best AI Coding Models Right Now, By Job
Coding models run from $0.07 to $5.00 per million input tokens — a 70× spread. A shortlist by task, with verified prices and context lengths.

Coding models run from $0.07 to $5.00 per million input tokens — a 70× spread. A shortlist by task, with verified prices and context lengths.

A shortlist by task, not a ranking. Prices run from $0.002 to $0.357 per second — a 178× spread. What each tier is actually for.

Not a ranking — a shortlist by task. The cheapest model that will do each job, from $0.003 bulk generation to precision editing. Verified prices.

Resolution is the biggest lever on an AI video bill — and the cheapest provider changes depending on which tier you pick. Verified prices.

What one generated image actually costs, from $0.003 to $0.045 — across fal.ai, Replicate and Atlas Cloud, with the rounding trap that doubles bills.

What AI really costs for 10,000 product images, a chat feature at 50,000 messages a month, and 200 short videos — with the unit maths shown.

The same AI model is often listed at three different prices. Here is what actually varies — billing units, resolution tiers, run-time billing and discounts.

«متعدّد الوسائط» يعني أمرين مختلفين. النموذج الذي يقرأ أنواعًا كثيرة من المدخلات ليس هو الذي ينتجها، ولا يكاد أحدهما يجمع الاثنين.

طول السياق ميزانية لا ميزة. ما الذي يُحسب عليه، وأين الحدود الحقيقية اليوم، وماذا يحدث حين ينفد المكان.

التوكنات بلغة بسيطة: ما الذي يُحسب توكنًا، ولماذا تحاسبك محادثة من عشرة أدوار على 22 ضعف ما كتبته، ولماذا توكنات الإخراج هي الأغلى.