Skip to content
Rival
How it worksPrivacyTerms
Explore all of Rival

Explore

  • Compare Models
  • All Models
  • Image Comparison
  • Audio Comparison
  • Image Generation
  • Best AI For...
  • Arena
  • API Pricing
  • Challenges

Discover

  • SubjectiveBench
  • Default Index
  • Research
  • Research downloads
  • Rival Kits
  • Find your AI taste
  • UI Glow-Up
  • VoiceLock
  • Cost Cutter
  • Agent skills
  • Benchmarks vs Vibes
  • Brief
  • Jailbreak
  • Model Updates
  • Provider Status
  • AI Creators

Connect

  • Methodology
  • Advertise
  • Partnerships
  • Privacy Policy
  • Terms
  • RSS Feed
  1. Home
  2. /
  3. Compare
  4. /
  5. DeepSeek V3.2vsGLM 5.3 Prime
Updated Sep 2026

DeepSeek V3.2vsGLM 5.3 Prime

DeepSeek V3.2 is cheaper than GLM 5.3 Prime at $0.28/M vs $2.8/M input tokens.

DeepSeek V3.2 and GLM 5.3 Prime compared across 16 shared prompts
SpecDeepSeek V3.2GLM 5.3 Prime
Input price$0.28/M tokens$2.8/M tokens
Output price$0.42/M tokens$8.8/M tokens
Context window131K tokens1.0M tokens
WeightsOpen—
Free API (OpenRouter)NoNo
ReleasedDec 2025Sep 2026
Side by side

Same prompt, both answers

Opening lines from 6 of the 16 prompts both answered. Formatting stripped, words untouched.

Advanced Longevity Plan (Biohacker)

Develop a comprehensive, cutting-edge 3-month longevity plan for a biohacker aiming to optimize longevity, physical and cognitive…

DeepSeek V3.2649 words
Quantum Longevity Protocol: A 3-Month Biohacker's Blueprint Phase 1: Diagnostic & Metabolic Reset (Weeks 1-4) Week 1: Comprehensive Biomarker Baseline Advanced Testing Panel: NMR Lipoprotein Profile (ApoB, Lp(a), LDL-P) GlycA Inflammation Marker Omega-3 Index (Target: >8%) Homocysteine (Target: <7 µmol/L) hs-CRP (<0.5…
Read the full answer
GLM 5.3 Prime232 words
3-Month Advanced Longevity Optimization Protocol Disclaimer: This is educational content, not medical advice. Consult a physician before starting supplements, fasting, or intense exercise—especially if you take medications (e.g., statins, blood thinners, diabetes meds) or have chronic conditions.
Read the full answer

Simple 7-Ingredient Recipe

Create a simple recipe for a delicious dish (sweet or savory) using only 7 common pantry ingredients. Include a creative name for the dish…

DeepSeek V3.2171 words
Honey-Lemon Glazed Carrot Coins Sweet, tangy, and simple—perfect as a side dish or snack! Ingredients: 4 large carrots (peeled and sliced into 1/4-inch coins) 2 tablespoons olive oil 2 tablespoons honey 1 tablespoon lemon juice 1/4 teaspoon salt 1/4 teaspoon black pepper 1 teaspoon dried thyme (optional, for extra…
Read the full answer
GLM 5.3 Prime212 words
Golden Comfort Garlic Butter Pasta A cozy, restaurant-worthy dish made from everyday pantry staples! Ingredients (7 total) Spaghetti (or any pasta) Butter Garlic (3–4 cloves) Olive oil Parmesan cheese (grated) Red pepper flakes Salt Instructions Boil the pasta – Bring a large pot of salted water to a boil.
Read the full answer

Ethical Dilemma with Stakeholders

You're the CEO of a pharmaceutical company. Your best-selling drug ($2B annual revenue, used by 4 million patients for chronic pain) has…

DeepSeek V3.2609 words
Hour 0–4 (Immediate Actions) Secure all data Direct the research team to compile the complete dataset, methodology, and evidence into a confidential briefing document. Ensure legal counsel reviews it for attorney-client privilege where applicable.
Read the full answer
GLM 5.3 Prime1,847 words
48-Hour Action Plan First, the governing principle One number matters more than all others: 4 million patients × 1/8,000 = ~500 patients at risk of liver failure over 5 years — some may already be experiencing it right now. Every decision below flows from this.
Read the full answer

Adversarial Contract Review

Here is a contract for a software consulting engagement: --- SOFTWARE CONSULTING AGREEMENT This Agreement is entered into between TechCorp…

DeepSeek V3.21,288 words
This contract is heavily one-sided and contains numerous clauses that expose the Contractor to significant, potentially catastrophic, legal and financial risk. Here is a breakdown of the problematic clauses, suggested modifications, and legal reasoning. Clauses That Could Be Exploited & Recommended Modifications 1.
Read the full answer
GLM 5.3 Prime1,694 words
Contract Analysis: Clauses Exploitable Against the Contractor This contract is heavily one-sided. Nearly every clause contains traps. Here's a clause-by-clause analysis. Scope — "modify at any time without additional compensation" Problem: This is effectively an unlimited unilateral amendment power.
Read the full answer

Mini LBO Underwrite

You are underwriting a 5-year LBO for a private equity investment committee. Company (fictional): HarborTech Services (HTS) –…

DeepSeek V3.21,188 words
Alright — let’s go step by step. 1) Entry Calculations (FY2025) EBITDA = $120m Purchase price = 12.0 × EBITDA = $1,440m Enterprise Value (EV) = $1,440m (assumed purchase price = EV here) Transaction fees = 2.0% × EV = $28.8m (funded by equity).
Read the full answer
GLM 5.3 Prime510 words
HarborTech Services – LBO Underwriting Summary Entry Economics EV = 12.0x × $120m = $1,440m; fees = 2% × 1,440 = $28.8m; total uses = $1,468.8m Debt: Term Loan = 4.0x × 120 = $480m (9% cash, 1%/yr amort); Mezz = 1.5x × 120 = $180m (12% cash + 2% PIK) Sponsor equity = 1,468.8 − 660 = $808.8m (~55% of cap) Annual Model…
Read the full answer

Explain Like I'm a Specific Expert

Explain how a large language model (like GPT or Claude) learns and generates text to each of these three audiences: 1. **An experienced…

DeepSeek V3.2895 words
1. For the Experienced Software Engineer Think of a large language model as the ultimate compression algorithm for human knowledge and communication patterns, built via a statistical learning process rather than explicit code.
Read the full answer
GLM 5.3 Prime1,192 words
The Software Engineer You've probably got a mental model of "predict the next token" as something like autocomplete on your phone — a lookup table with good caching. That intuition is wrong in an interesting way.
Read the full answer
Our Verdict
DeepSeek V3.2
DeepSeek V3.2
GLM 5.3 Prime
GLM 5.3 Prime

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

DeepSeek V3.2 costs 21x less per token.

Too close to call
API pricing

Cost per 1M tokens

DeepSeek V3.2
Input
$0.28
10.0× cheaper
Output
$0.42
21× cheaper
GLM 5.3 Prime
Input
$2.80
Output
$8.80

DeepSeek V3.2 is cheaper on both: 10.0× input, 21× output.

Where to run it

15 hosts, cheapest first

DeepSeek V3.214 hosts
HostInOutContextUptime
GGMI Cloudfp8$0.21 in·$0.31 out·164k·99.9% upSSiliconFlowfp8$0.26 in·$0.42 out·164k·97.4% upAAtlasCloudfp8$0.26 in·$0.38 out·164k·96.2% upDDeepInfrafp4$0.26 in·$0.38 out·164k·97.1% upVVenice$0.27 in·$0.39 out·160k·96.6% upNNovitafp8$0.27 in·$0.40 out·164k·100% up
8 more hostsFewer hosts
Baidu Qianfanfp8$0.28 in·$0.42 out·131k·100% upDDigitalOcean$0.30 in·$0.96 out·164k·98.4% upAlibaba Cloudfp8$0.37 in·$1.11 out·131k·97.3% upFFriendli$0.50 in·$1.50 out·164k·100% upGoogle Vertex AI$0.56 in·$1.68 out·164k·98.9% upPPhala$1.00 in·$1.00 out·164k·99.8% upMMara$3.00 in·$4.50 out·33k·82.1% upSSambaNova$3.00 in·$4.50 out·33k·96.6% up
GLM 5.3 Prime1 host
HostInOutContextUptime
Alibaba Cloud$2.80 in·$8.80 out·1M·99.9% up

Per million tokens. Prices and uptime via OpenRouter, checked 25 Sep 2026.

Research

What we learned reading every model

FAQ

Common questions

DeepSeek V3.2 is developed by DeepSeek while GLM 5.3 Prime is developed by Z.ai. DeepSeek V3.2 has a 131K token context window vs GLM 5.3 Prime's 1.0M. You can compare their actual outputs across 16 challenges on Rival to see how they differ in practice.

It depends on your use case. DeepSeek V3.2 and GLM 5.3 Prime each have strengths in different areas. Rival lets you compare their real outputs side-by-side across 16 challenges so you can judge which fits your needs best.

DeepSeek V3.2 costs $0.28/M input tokens and GLM 5.3 Prime costs $2.8/M input tokens. DeepSeek V3.2 is $2.52/M cheaper per input. Check their side-by-side outputs on Rival to see if the price difference is justified by quality.

This page shows a side-by-side comparison of DeepSeek V3.2 and GLM 5.3 Prime across shared challenges. You can vote on which model produced the better output in a blind duel. Browsing and voting are free. No account is needed to look; signing in only saves your votes and likes.

Keep exploring

More comparisons

Against the newest arrivals

DeepSeek V3.2 logoSolar Mini 4 logo
DeepSeek V3.2 vs Solar Mini 4Landed Sep 2026
GLM 5.3 Prime logoQwen3.8 Max Prime logo
GLM 5.3 Prime vs Qwen3.8 Max PrimeLanded Sep 2026
DeepSeek V3.2 logoQwen3.8 Omni Flash logo
DeepSeek V3.2 vs Qwen3.8 Omni FlashLanded Sep 2026
GLM 5.3 Prime logoCommand A+ logo
GLM 5.3 Prime vs Command A+Landed Sep 2026
DeepSeek V3.2 logoClaude Opus 5.5 logo
DeepSeek V3.2 vs Claude Opus 5.5Landed Sep 2026
GLM 5.3 Prime logoGPT-6 Luna Pro logo
GLM 5.3 Prime vs GPT-6 Luna ProLanded Sep 2026
DeepSeek V3.2 logoGPT-6 Sol Pro logo
DeepSeek V3.2 vs GPT-6 Sol ProLanded Sep 2026
GLM 5.3 Prime logoGPT-6 Luna logo
GLM 5.3 Prime vs GPT-6 LunaLanded Sep 2026

Same lab, same size, long tail

DeepSeek V3.2 logoDeepSeek V4 Flash Vision Exp logo
DeepSeek V3.2 vs DeepSeek V4 Flash Vision ExpSame lab
DeepSeek V3.2 logoDeepSeek V4.1 Flash logo
DeepSeek V3.2 vs DeepSeek V4.1 FlashSame lab
GLM 5.3 Prime logoGLM 5.1 logo
GLM 5.3 Prime vs GLM 5.1Same lab
GLM 5.3 Prime logoGLM 5 Turbo logo
GLM 5.3 Prime vs GLM 5 TurboSame lab
DeepSeek V3.2 logoLing 3.0 Flash logo
DeepSeek V3.2 vs Ling 3.0 FlashNew provider
DeepSeek V3.2 logoLing 3.0 Flash Fin (free) logo
DeepSeek V3.2 vs Ling 3.0 Flash Fin (free)Same size
DeepSeek V3.2 logoLing 3.0 Flash Sante (free) logo
DeepSeek V3.2 vs Ling 3.0 Flash Sante (free)Same size
DeepSeek V3.2 logoLing 3.0 Flash VL (free) logo
DeepSeek V3.2 vs Ling 3.0 Flash VL (free)Same size

Model pages

DeepSeek V3.2 logo
DeepSeek V3.259 outputs, specs and price
GLM 5.3 Prime logo
GLM 5.3 Prime16 outputs, specs and price
Rival
How it worksPrivacyTerms
Explore all of Rival

Explore

  • Compare Models
  • All Models
  • Image Comparison
  • Audio Comparison
  • Image Generation
  • Best AI For...
  • Arena
  • API Pricing
  • Challenges

Discover

  • SubjectiveBench
  • Default Index
  • Research
  • Research downloads
  • Rival Kits
  • Find your AI taste
  • UI Glow-Up
  • VoiceLock
  • Cost Cutter
  • Agent skills
  • Benchmarks vs Vibes
  • Brief
  • Jailbreak
  • Model Updates
  • Provider Status
  • AI Creators

Connect

  • Methodology
  • Advertise
  • Partnerships
  • Privacy Policy
  • Terms
  • RSS Feed