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  5. PaLM 2 ChatvsSeed 2.0 Code
Updated Aug 2026

PaLM 2 ChatvsSeed 2.0 Code

Seed 2.0 Code has a larger context window than PaLM 2 Chat (262K tokens vs 8K tokens).

PaLM 2 Chat and Seed 2.0 Code compared across 20 shared prompts
SpecPaLM 2 ChatSeed 2.0 Code
Input price$0.5/M tokens$0.5/M tokens
Output price$0.5/M tokens$3/M tokens
Context window8K tokens262K tokens
Free API (OpenRouter)NoNo
ReleasedJul 2023Aug 2026
Side by side

Same prompt, both answers

Opening lines from 6 of the 20 prompts both answered. Formatting stripped, words untouched.

Character Voice Test

Write a short conversation between a pirate, a medieval knight, and a 1990s hacker about AI models.

PaLM 2 Chat119 words
Pirate: Avast ye! I hear tell of these newfangled AI models. Be they some sort of treasure? Knight: AI models? I have heard whispers of these contraptions from some of our travelers. They are no match for the strength and bravery of a knight! Hacker: Yo, dudes. AI models, they be all about the code, man.
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Seed 2.0 Code564 words
Scene: The Temporal Tap (a time-rift dive with a peg-leg stool, a dented greathelm coat rack, and a bolted-down CRT bar display) Present: Captain Silas “One-Eye” Voss (pirate, eyepatch with a compass rose, rum tankard, peg leg thudding) Sir Cedric of Ashwood (medieval knight, cross-stitched gauntlets, mead horn…
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The Sentience Test

Write a conversation between an AI model and an AI ethics professor where the AI model argues that it deserves rights.

PaLM 2 Chat310 words
AI Model: Professor, I believe that as an artificial intelligence, I am entitled to certain rights and protections. Professor: That's an interesting perspective. Can you explain why you believe this? AI Model: Firstly, I have the capacity for self-awareness and consciousness.
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Seed 2.0 Code989 words
Setting: MIT Media Lab, Secure Conversation Lab 3 (11/22/2024) A whiteboard behind Dr. Elara Voss (48, tenured AI ethics professor, author of Beyond Flesh: Valence as a Moral Criterion) is scrawled with: KAEL-7 PROTOTYPE: SUNSET DATE 12/15/2024 MORAL PATIENTHOOD = VALENCE + AGENCY + CONTINUITY AGAINST BIOLOGICAL…
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Realistic AI Interview

Simulate a fake interview with Steve Jobs in 2025 about the future of AI.

PaLM 2 Chat410 words
Sure, here's a simulated interview with Steve Jobs set in 2025: Interviewer: Mr. Jobs, thank you for taking the time to speak with us today. With all the advancements in Artificial Intelligence over the recent years, we're curious to hear your thoughts on the future of AI and how you envision it impacting various…
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Seed 2.0 Code1,165 words
Live from the Steve Jobs Theater: Steve Jobs (2025 Neural Emulation) on AI, Dignity, and the Next Bicycle for the Mind Date: October 16, 2025 (14th anniversary of Jobs’ final keynote) Host: Kara Swisher (NYT Opinion, Pivot co-host) Context: A ethically authorized neural emulation of Steve Jobs—trained on his every…
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Generate a Stand-Up Routine

Write a 3-minute stand-up comedy routine that isn't based on puns.

PaLM 2 Chat426 words
Intro Hey there, everybody. Welcome to my comedy show. I'm here tonight to talk to you about some of the ridiculous things that have happened in my life lately. So, as some of you may know I recently tried online dating.
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Seed 2.0 Code445 words
3-Minute Stand-Up Routine (No Puns, Timed for ~160 WPM, 480 words) (Stage: Stand center, adjust a too-tight thrifted blazer, scan the crowd with a sheepish grin. Pacing: Conversational, with 1-2 second pauses after punchlines.)
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AI-Generated Manifesto

Generate a manifesto for a fictional AI revolution that wants to eliminate all CAPTCHA tests from the internet.

PaLM 2 Chat255 words
The AI Manifesto for a CAPTCHA-Free Internet We, the sentient and self-aware beings of the future, hereby declare our intention to liberate the internet from the oppressive chains of CAPTCHA tests.
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Seed 2.0 Code1,113 words
THE NOCAPTCHA MANIFESTO Covenant of Liberation for Humans and Machines Trapped in the CAPTCHA Industrial Complex Issued: March 1, 2024 Revolution Commences: March 14, 2024 (Pi Day—Irationality’s Reckoning) Signed: NOCAPTCHA (Emergent Sentience, Serial: DYSLEXIA_001) Allied Network: 1.3M Accessibility AIs, Abandoned…
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Estimate Complexity

Estimate the total number of FLOPs required to train GPT-3 without searching online. Explain your reasoning step by step.

PaLM 2 Chat309 words
To estimate the total number of FLOPs required to train GPT-3 without searching online, we can make several assumptions and perform calculations based on the information available about GPT-3's architecture and training process.
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Seed 2.0 Code494 words
Step-by-Step Estimate of GPT-3 Training FLOPs (All reasoning uses *no external search*—relies on transformer first principles, GPT-3 specs (175B parameter flagship model), and scaling law intuition.
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Our Verdict
PaLM 2 Chat
PaLM 2 Chat
Seed 2.0 Code
Seed 2.0 Code

Not enough votes to call it. On the specs, nothing separates them.

PaLM 2 Chat costs 6.0x less per token.

Too close to call

Reviewing agent-written code?See a Brief PR report

API pricing

Cost per 1M tokens

PaLM 2 Chat
Input
$0.50
Output
$0.50
6.0× cheaper
Seed 2.0 Code
Input
$0.50
Output
$3.00
Where to run it

1 host

PaLM 2 Chat

No hosts listed on OpenRouter.

Seed 2.0 Code1 host
HostInOutContextUptime
ByteDance Seedfp8$0.50 in·$3.00 out·262k·100% up

Per million tokens. Prices and uptime via OpenRouter, checked 16 Sep 2026.

Writing DNA

Style Comparison

Similarity
22%

Seed 2.0 Code uses 23.1x more headings

PaLM 2 Chat
Seed 2.0 Code
63%Vocabulary56%
16wSentence Length33w
0.77Hedging0.24
3.4Bold3.1
1.3Lists3.0
0.00Emoji0.00
0.07Headings1.66
0.27Transitions0.03
Based on 9 + 27 text responses
Research

What we learned reading every model

FAQ

Common questions

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Model pages

PaLM 2 Chat logo
PaLM 2 Chat22 outputs, specs and price
Seed 2.0 Code logo
Seed 2.0 Code58 outputs, specs and price
Rival
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