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I graded LongCat 2.0 on seven things a buyer actually cares about, using Meituan's own files and the people who ran billions of tokens through it. It scores well on six.

DeepSeek V4 Flash lists at $0.14 in and $0.28 out per million tokens. Real users have posted blended rates under a cent. Here is what decides which one you get.

Gemini Robotics 2 ships three models and a per-task success table where most scores sit under 80%. That table is the most useful thing in the release.

DeepSeek V4 Flash costs $0.14 in and $0.28 out per million tokens, and it outscores DeepSeek's own expensive tier. Here's what the price card doesn't tell you.

LongCat 2.0 is Meituan's MIT-licensed 1.6T MoE model, priced at $0.30 per million input tokens. I read every primary source to see what actually ships.

Every Pangram price, allowance, and feature gate in one place, plus the credit-unit change that quietly halved the word ceilings on both paid plans.

Five Pangram 4 alternatives, compared on what each vendor will actually put in writing: accuracy, false-positive rate, billing unit, API access and free tier.

A hands-on Pangram 4 review from someone who runs every blog draft through it. The accuracy is real, the headline false-positive number is narrower than it looks.

One model costs 29 times more per task than the other. I went through every published number on both, and the interesting part is the option in the middle that nobody should buy.