LLM Reference

DeepSeek V4 Flash vs Gemini 2.5 Flash

Choose DeepSeek V4 Flash only when its current peak or off-peak schedule, your cache-hit rate, and your token mix produce the lower estimate. Choose Gemini 2.5 Flash when your workload needs Google's Gemini stack or multimodal input. Recalculate both routes from the official pricing pages before switching.

Neither route is unconditionally cheaper. DeepSeek V4 Flash changes price by peak versus off-peak usage and cache status; at peak, its cache-miss input rate can exceed Gemini 2.5 Flash's standard input rate, while cache hits, output volume, and off-peak use can change the total. Model your cache-hit ratio, request timing, and input/output mix, then choose Gemini when its provider stack or multimodal input is the stronger workload fit.

Decision scorecard

Local evidence first
SignalDeepSeek V4 FlashGemini 2.5 Flash
Best forreasoning-heavy apps, tool-calling agents, and long-context analysismultimodal apps, tool-calling agents, and long-context analysis
Decision fitCoding, RAG, and AgentsCoding, RAG, and Agents
Context window1m1m
Cheapest output$0.12/1M tokens$2.50/1M tokens
Provider routes5 tracked6 tracked
Shared benchmarks5 sharedMMLU PRO leader

Decision tradeoffs

Choose DeepSeek V4 Flash when...
  • DeepSeek V4 Flash holds a shared-benchmark lead on Google-Proof Q&A, ahead by 5.3 points.
  • DeepSeek V4 Flash has the lower cheapest tracked output price at $0.12/1M tokens.
  • DeepSeek V4 Flash uniquely exposes Reasoning in local model data.
  • Local decision data tags DeepSeek V4 Flash for Coding, RAG, and Agents.
Choose Gemini 2.5 Flash when...
  • Gemini 2.5 Flash holds a shared-benchmark lead on MMLU PRO, ahead by 2 points.
  • Gemini 2.5 Flash has broader tracked provider coverage for fallback and route flexibility.
  • Gemini 2.5 Flash uniquely exposes Vision, Multimodal, and Code execution in local model data.
  • Local decision data tags Gemini 2.5 Flash for Coding, RAG, and Agents.

Monthly cost at traffic

Estimate token spend from the cheapest tracked input and output route or tier on this page.

Lower estimate DeepSeek V4 Flash

DeepSeek V4 Flash

$76.26

Cheapest tracked route/tier: OpenRouter

Gemini 2.5 Flash

$865

Cheapest tracked route/tier: Google AI Studio

Estimated monthly gap: $789. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek V4 Flash -> Gemini 2.5 Flash
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • Gemini 2.5 Flash is $2.38/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Reasoning before moving production traffic.
  • Gemini 2.5 Flash adds Vision, Multimodal, and Code execution in local capability data.
Gemini 2.5 Flash -> DeepSeek V4 Flash
  • Provider overlap exists on OpenRouter and Vercel AI Gateway; start route-level A/B tests there.
  • DeepSeek V4 Flash is $2.38/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • Check replacement coverage for Vision, Multimodal, and Code execution before moving production traffic.
  • DeepSeek V4 Flash adds Reasoning in local capability data.

Specs

Specification
Released2026-04-242025-06-17
Context window1m1m
Parameters284B
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedProprietary
OpennessOpen sourceProprietary
WeightsAvailableNot released
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: conditional
Knowledge cutoff-2025-01

Pricing and availability

Pricing attributeDeepSeek V4 FlashGemini 2.5 Flash
Input price
Off-peak
$0.22/1M tokens
All UTC hours outside DeepSeek's peak windows. Cache-hit input: $0.007 per 1M tokens; cache-miss input: $0.22 per 1M; output: $0.66 per 1M.
Peak
$0.44/1M tokens
01:00-04:00 and 06:00-10:00 UTC. Cache-hit input: $0.014 per 1M tokens; cache-miss input: $0.44 per 1M; output: $1.32 per 1M.
$0.30/1M tokens
Output price
Off-peak
$0.66/1M tokens
All UTC hours outside DeepSeek's peak windows. Cache-hit input: $0.007 per 1M tokens; cache-miss input: $0.22 per 1M; output: $0.66 per 1M.
Peak
$1.32/1M tokens
01:00-04:00 and 06:00-10:00 UTC. Cache-hit input: $0.014 per 1M tokens; cache-miss input: $0.44 per 1M; output: $1.32 per 1M.
$2.50/1M tokens
Providers

Capabilities

CapabilityDeepSeek V4 FlashGemini 2.5 Flash
VisionNoYes
MultimodalNoYes
ReasoningYesNo
JSON / Tool useYesYes
Structured outputsYesYes
Code executionNoYes
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek V4 FlashGemini 2.5 Flash
MMLU PRO86.488.4
Google-Proof Q&A88.182.8
LiveCodeBench91.676.2
HumanEval69.590.1
Chatbot Arena1437.01320.0

Continue comparing

Last reviewed: 2026-07-03. Data sourced from public model cards and provider documentation.