LLM Reference

DeepSeek V4 Flash vs Phi-3 Mini 4k

DeepSeek V4 Flash (2026) and Phi-3 Mini 4k (2024) are frontier reasoning models from DeepSeek and Microsoft Research. DeepSeek V4 Flash ships a 1m-token context window, while Phi-3 Mini 4k ships a 4k-token context window. On MMLU PRO, DeepSeek V4 Flash leads by 40.7 pts. This comparison covers specs, pricing, API access, capabilities, benchmarks, input and output token costs, and production fit for coding and agent workloads.

Pick DeepSeek V4 Flash for general evaluation; Phi-3 Mini 4k is better when provider fit matters more.

Decision scorecard

Local evidence first
SignalDeepSeek V4 FlashPhi-3 Mini 4k
Best forreasoning-heavy apps, tool-calling agents, and long-context analysisprovider-routed production
Decision fitCoding, RAG, and AgentsCoding and Classification
Context window1m4k
Cheapest output$0.12/1M tokens$0.25/1M tokens
Provider routes5 tracked4 tracked
Shared benchmarksMMLU PRO leader4 shared

Decision tradeoffs

Choose DeepSeek V4 Flash when...
  • DeepSeek V4 Flash holds a shared-benchmark lead on MMLU PRO, ahead by 40.7 points.
  • DeepSeek V4 Flash has the larger context window for long prompts, retrieval packs, or transcript analysis.
  • DeepSeek V4 Flash has the lower cheapest tracked output price at $0.12/1M tokens.
  • DeepSeek V4 Flash has broader tracked provider coverage for fallback and route flexibility.
  • DeepSeek V4 Flash uniquely exposes Reasoning, JSON / Tool use, and Structured outputs in local model data.
Choose Phi-3 Mini 4k when...
  • Local decision data tags Phi-3 Mini 4k for Coding and Classification.

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

Phi-3 Mini 4k

$103

Cheapest tracked route/tier: Replicate API

Estimated monthly gap: $26.24. Batch, cache, alternate speed tiers, and negotiated pricing are excluded from this local estimate.

Switch friction

DeepSeek V4 Flash -> Phi-3 Mini 4k
  • Provider overlap exists on Microsoft Foundry; start route-level A/B tests there.
  • Phi-3 Mini 4k is $0.13/1M tokens higher on cheapest tracked output pricing, so quality gains need to justify the spend.
  • Check replacement coverage for Reasoning, JSON / Tool use, and Structured outputs before moving production traffic.
Phi-3 Mini 4k -> DeepSeek V4 Flash
  • Provider overlap exists on Microsoft Foundry; start route-level A/B tests there.
  • DeepSeek V4 Flash is $0.13/1M tokens lower on cheapest tracked output pricing before cache, batch, or negotiated discounts.
  • DeepSeek V4 Flash adds Reasoning, JSON / Tool use, and Structured outputs in local capability data.

Specs

Specification
Released2026-04-242024-04-23
Context window1m4k
Parameters284B3.8B
ArchitectureMixture of ExpertsDecoder Only
LicenseMITOSI-approvedMITOSI-approved
OpennessOpen sourceOpen source
WeightsAvailableUnknown
CodeUnknownUnknown
Commercial useCommercial use: permittedCommercial use: permitted
Knowledge cutoff-2023-10

Pricing and availability

Pricing attributeDeepSeek V4 FlashPhi-3 Mini 4k
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.
$0.05/1M 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.
$0.25/1M tokens
Providers

Capabilities

CapabilityDeepSeek V4 FlashPhi-3 Mini 4k
VisionNoNo
MultimodalNoNo
ReasoningYesNo
JSON / Tool useYesNo
Structured outputsYesNo
Code executionNoNo
IDE integrationNoNo
Computer useNoNo
Parallel agentsNoNo

Benchmarks

BenchmarkDeepSeek V4 FlashPhi-3 Mini 4k
MMLU PRO86.445.7
Google-Proof Q&A88.140.9
HumanEval69.559.8
Massive Multitask Language Understanding88.768.2

Continue comparing

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