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DeepSeek V3.5 vs Llama 4 Scout

Side-by-side pricing, capabilities, real-world cost across common scenarios, and our editorial pick.

Add a modelUp to 4 models can be compared
all prices in USD per 1M tokens
OVERALL WINNER

DeepSeek V3.5

DeepSeek · released 2025-12-01

Quality (AA Index)81
Input price$0.14
Output price$0.28
Context128K
Throughput95 tok/s
P50 latency1.5s

Llama 4 Scout

Meta · released 2026-01-25

Quality (AA Index)75
Input price$0.20
Output price$0.60
Context256K
Throughput380 tok/s
P50 latency0.2s

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Head-to-head specs

Green column = winner per metric
MetricDeepSeek V3.5Llama 4 ScoutVerdict
Input price
/1M tokens
$0.14$0.20DeepSeek V3.5 −30%
Output price
/1M tokens
$0.28$0.60DeepSeek V3.5 −53%
Context window
max input length
128K256KLlama 4 Scout +2.0×
AA Quality
AA Intelligence Index (0–100)
8175DeepSeek V3.5 +6pt
Arena Elo
LMArena human-pref Elo (800–2000)
Tied
Throughput
tokens per second
95380Llama 4 Scout +300%
P50 latency
first token
1.5s0.2sLlama 4 Scout −87%
Vision
multimodal
Tied
Function calling
tool use
Tied
Reasoning mode
chain-of-thought
Tied

Monthly cost across common scenarios

Default usage assumptions
ScenarioDeepSeek V3.5Llama 4 Scout
customer support
1000K req · 600/180 tok
$134$228
chat with docs
300K req · 4000/300 tok
$193$294
code generation
500K req · 2000/500 tok
$210$350
voice assistant
600K req · 800/200 tok
$101$168
Our pick

For most workloads, choose DeepSeek V3.5.

  • 30% cheaper input price, which compounds at scale

Roughly GPT-4o-class quality at roughly 90% off. Tradeoff is region availability (Chinese provider) and slower output throughput than Western frontier tiers.

Choose Llama 4 Scout instead if: Tradeoffs for this pair have not yet been documented. The quality difference may be small enough that workload fit, integration cost, and team familiarity decide the choice.

Read our deep analysis

Why pick? Use both with smart routing

Phase 2 · gateway with fallback chain

Set DeepSeek V3.5 as primary, Llama 4 Scout as fallback. One key, one bill, automatic failover when DeepSeek V3.5 errors.

PHASE 2 PREVIEW · gateway not live yetThis endpoint does not exist yet. The gateway is in Phase 2 — what you see below is a design preview of the planned interface, not a live API. We will email subscribers when it launches.
Preview the planned API call
$ curl https://api.aipricly.com/v1/chat/completions \
  -H "Authorization: Bearer $AIPC_KEY" \
  -d '{
    "routing": {
      "primary": "deepseek/deepseek-v3-5",
      "fallback": ["meta/llama-4-scout"]
    },
    "messages": [{"role": "user", "content": "..."}]
  }'

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