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Model comparison

DeepSeek V4 Flash (Max) vs Inkling

Data verified

Head-to-head evidence from 9 shared benchmark results across 3 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

70/100
Margin
1.0pts
← winning
Thinking Machines Lab
69/100
2 category wins2 category wins

Verified leaderboard positions: DeepSeek V4 Flash (Max) #21; Inkling #17

Evidence parity. DeepSeek V4 Flash (Max) and Inkling share 9 comparable benchmark results. 4 of 8 categories are comparable. 31 results are unique to DeepSeek V4 Flash (Max); 7 to Inkling.

Updated July 15, 2026
Shared results
9
DeepSeek V4 Flash (Max) only
31
Inkling only
7
Comparable categories
4 / 8

Pick DeepSeek V4 Flash (Max) if you want the stronger benchmark profile. Inkling only becomes the better choice if agentic is the priority or you would rather avoid the extra latency and token burn of a reasoning model.

Confidence note. This is a partial-evidence comparison with 9 shared benchmark results across 3 evidence categories; 4 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

DeepSeek V4 Flash (Max) finishes one point ahead on BenchLM's provisional leaderboard, 70 to 69. That is enough to call, but not enough to treat as a blowout. This matchup comes down to a few meaningful edges rather than one model dominating the board.

DeepSeek V4 Flash (Max)'s sharpest advantage is in knowledge, where it averages 55.6 against 51.7. The single biggest benchmark swing on the page is HLE, 34.8% to 46%. Inkling does hit back in agentic, so the answer changes if that is the part of the workload you care about most.

Inkling is also the more expensive model on tokens at $1.87 input / $4.68 output per 1M tokens, versus $0.14 input / $0.28 output per 1M tokens for DeepSeek V4 Flash (Max). That is roughly 16.7x on output cost alone. DeepSeek V4 Flash (Max) is the reasoning model in the pair, while Inkling is not. That usually helps on harder chain-of-thought-heavy tests, but it can also mean more latency and more token spend in real use.

Category breakdown

Exact category averages are shown below. Not measured means BenchLM does not have enough sourced public coverage for that model and category.

Category scores and score margins for DeepSeek V4 Flash (Max) and Inkling
CategoryDeepSeek V4 Flash (Max)ΔInkling
AgenticDeepSeek V4 Flash (Max)63.8Margin 5.6Inkling69.4
KnowledgeDeepSeek V4 Flash (Max)55.6Margin 3.9Inkling51.7
MathDeepSeek V4 Flash (Max)94.8Margin 2.3Inkling97.1
CodingDeepSeek V4 Flash (Max)68.8Margin 0.2Inkling68.6
MultimodalDeepSeek V4 Flash (Max)Not measuredMarginNo overlapInkling76.5
Inst. FollowingDeepSeek V4 Flash (Max)Not measuredMarginNo overlapInkling79.8

Decisive benchmark drivers

The largest measured benchmark gaps in this matchup, with exact reported values.

More
A · DeepSeek V4 Flash (Max)B · Inkling
  1. HLE

    Knowledge
    Source ↗
    A 34.8%B 46%
    Winner: InklingΔ 11.2
    HLE: DeepSeek V4 Flash (Max) scored 34.8%; Inkling scored 46%. Inkling wins this benchmark.
  2. Terminal-Bench 2.0

    Agentic
    Source ↗
    A 56.9%B 63.8%
    Winner: InklingΔ 6.9
    Terminal-Bench 2.0: DeepSeek V4 Flash (Max) scored 56.9%; Inkling scored 63.8%. Inkling wins this benchmark.
  3. BrowseComp

    Agentic
    Source ↗
    A 73.2%B 77.1%
    Winner: InklingΔ 3.9
    BrowseComp: DeepSeek V4 Flash (Max) scored 73.2%; Inkling scored 77.1%. Inkling wins this benchmark.
  4. SWE-bench Pro

    Coding
    Source ↗
    A 52.6%B 54.3%
    Winner: InklingΔ 1.7
    SWE-bench Pro: DeepSeek V4 Flash (Max) scored 52.6%; Inkling scored 54.3%. Inkling wins this benchmark.
  5. SWE-bench Verified

    Coding
    Source ↗
    A 79%B 77.6%
    Winner: DeepSeek V4 Flash (Max)Δ 1.4
    SWE-bench Verified: DeepSeek V4 Flash (Max) scored 79%; Inkling scored 77.6%. DeepSeek V4 Flash (Max) wins this benchmark.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricDeepSeek V4 Flash (Max)InklingComparison
Input / output priceUSD per 1M tokensDeepSeek V4 Flash (Max)$0.14 input / $0.28 outputInkling$1.87 input / $4.68 outputDeepSeek V4 Flash (Max) has the lower combined listed price.
Generation speedtokens per secondDeepSeek V4 Flash (Max)Not availableInklingNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek V4 Flash (Max)Not availableInklingNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek V4 Flash (Max)1MInkling1MListed context windows are equal.

Benchmark Deep Dive

AgenticInkling wins
BenchmarkDeepSeek V4 Flash (Max)InklingResult
Terminal-Bench 2.0Source 56.9%63.8%Inkling leads
BrowseCompSource 73.2%77.1%Inkling leads
HLE w/ toolsSource 45.1%Not comparable
MCP AtlasSource 69%74.1%Inkling leads
GDPval-AASource 1189Not comparable
ToolathlonSource 47.8%Not comparable
AA Agentic IndexSource 31.1%Not comparable
τ²-bench resultsSource 95%Not comparable
GDPval-AASource 34.4%Not comparable
Design Arena Agentic Web DevSource 1258Not comparable
CodingDeepSeek V4 Flash (Max) wins
BenchmarkDeepSeek V4 Flash (Max)InklingResult
LiveCodeBench Pass@1-COTSource 91.6%Not comparable
CodeforcesSource 3052.0Not comparable
SWE-bench VerifiedSource 79%77.6%DeepSeek V4 Flash (Max) leads
SWE-bench ProSource 52.6%54.3%Inkling leads
SWE MultilingualSource 73.3%Not comparable
Terminal-Bench 2.0Source 56.9%63.8%Inkling leads
AA Coding IndexSource 56.2%Not comparable
Terminal-Bench HardSource 35.6%Not comparable
AA-SciCodeSource 44.9%Not comparable
Reasoning
BenchmarkDeepSeek V4 Flash (Max)InklingResult
MRCR 1MSource 78.7%Not comparable
CorpusQA 1MSource 60.5%Not comparable
AA-LCRSource 63.0%Not comparable
CritPtSource 7.1%Not comparable
KnowledgeDeepSeek V4 Flash (Max) wins
BenchmarkDeepSeek V4 Flash (Max)InklingResult
MMLU-ProSource 86.2%Not comparable
SimpleQASource 34.1%Not comparable
Chinese-SimpleQASource 78.9%Not comparable
GPQASource 88.1%87.9%DeepSeek V4 Flash (Max) leads
GPQA-DSource 88.1%87.9%DeepSeek V4 Flash (Max) leads
HLESource 34.8%46%Inkling leads
Artificial Analysis Intelligence IndexSource 40.3%Not comparable
AA-GPQA DiamondSource 89.4%Not comparable
AA-HLESource 32.1%Not comparable
AA-Omniscience IndexSource -22.9%Not comparable
AA-Omniscience AccuracySource 37.2%Not comparable
AA-Omniscience Hallucination RateSource 95.8%Not comparable
HLE w/o toolsSource 30%Not comparable
MathInkling wins
BenchmarkDeepSeek V4 Flash (Max)InklingResult
HMMT Feb 2026Source 94.8%Not comparable
IMOAnswerBenchSource 88.4%Not comparable
ApexSource 33.0%Not comparable
Apex ShortlistSource 85.7%Not comparable
AIME26Source 97.1%Not comparable
Multimodal
BenchmarkDeepSeek V4 Flash (Max)InklingResult
Design Arena WebsiteSource 1242Not comparable
MMMU-ProSource 73.5%Not comparable
CharXivSource 82%Not comparable
CharXiv w/o toolsSource 78.1%Not comparable
Inst. Following
BenchmarkDeepSeek V4 Flash (Max)InklingResult
AA-IFBenchSource 79.2%Not comparable
IFBenchSource 79.8%Not comparable
Frequently Asked Questions (5)

Which is better, DeepSeek V4 Flash (Max) or Inkling?

DeepSeek V4 Flash (Max) is ahead on BenchLM's provisional leaderboard, 70 to 69. The biggest single separator in this matchup is HLE, where the scores are 34.8% and 46%.

Which is better for knowledge tasks, DeepSeek V4 Flash (Max) or Inkling?

DeepSeek V4 Flash (Max) has the edge for knowledge tasks in this comparison, averaging 55.6 versus 51.7. Inside this category, HLE is the benchmark that creates the most daylight between them.

Which is better for coding, DeepSeek V4 Flash (Max) or Inkling?

DeepSeek V4 Flash (Max) has the edge for coding in this comparison, averaging 68.8 versus 68.6. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

Which is better for math, DeepSeek V4 Flash (Max) or Inkling?

Inkling has the edge for math in this comparison, averaging 97.1 versus 94.8. DeepSeek V4 Flash (Max) stays close enough that the answer can still flip depending on your workload.

Which is better for agentic tasks, DeepSeek V4 Flash (Max) or Inkling?

Inkling has the edge for agentic tasks in this comparison, averaging 69.4 versus 63.8. Inside this category, Terminal-Bench 2.0 is the benchmark that creates the most daylight between them.

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Last updated: July 15, 2026

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