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Model comparison

DeepSeek-R1 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.

DeepSeek
51.55/100
Margin
20.5pts
winning →
Thinking Machines Lab
72/100
0 category wins0 category wins

Verified leaderboard positions: DeepSeek-R1 unranked; Inkling #17

BenchAlign evidence: DeepSeek-R1 supported; Inkling not scored. Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DeepSeek-R1 and Inkling share 9 comparable benchmark results. 0 of 8 categories are comparable. 3 results are unique to DeepSeek-R1; 23 to Inkling.

Updated July 16, 2026
Shared results
9
DeepSeek-R1 only
3
Inkling only
23
Comparable categories
0 / 8

Benchmark data for DeepSeek-R1 and Inkling is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 9 shared benchmark results across 3 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM has partial data for these models, but not enough overlapping benchmark coverage to produce a fair score-level comparison yet.

Inkling is priced at $1.87 input / $4.68 output per 1M tokens, versus $0.55 input / $2.19 output per 1M tokens for DeepSeek-R1. Inkling has the larger context window at 1M, compared with 128K for DeepSeek-R1.

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-R1 and Inkling
CategoryDeepSeek-R1ΔInkling
AgenticDeepSeek-R1Not measuredMarginNo overlapInkling69.4
CodingDeepSeek-R1Not measuredMarginNo overlapInkling68.6
KnowledgeDeepSeek-R1Not measuredMarginNo overlapInkling51.7
MathDeepSeek-R1Not measuredMarginNo overlapInkling97.1
MultimodalDeepSeek-R1Not measuredMarginNo overlapInkling76.5
Inst. FollowingDeepSeek-R1Not measuredMarginNo overlapInkling79.8

Operational comparison

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

MetricDeepSeek-R1InklingComparison
Input / output priceUSD per 1M tokensDeepSeek-R1$0.55 input / $2.19 outputInkling$1.87 input / $4.68 outputDeepSeek-R1 has the lower combined listed price.
Generation speedtokens per secondDeepSeek-R1Not availableInklingNot availableA complete speed comparison is not available.
First-answer latencyseconds to first tokenDeepSeek-R1Not availableInklingNot availableA complete latency comparison is not available.
Context windowmaximum listed tokensDeepSeek-R1128KInkling1MInkling lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDeepSeek-R1InklingResult
τ²-bench resultsSource 36.5%Not comparable
Terminal-Bench 2.0Source 63.8%Not comparable
BrowseCompSource 77.1%Not comparable
MCP AtlasSource 74.1%Not comparable
Design Arena Agentic Web DevSource 1258Not comparable
AA Agentic IndexSource 32.3%Not comparable
GDPval-AASource 36.9%Not comparable
GDPval-AASource 1239Not comparable
AA BriefcaseSource 836Not comparable
AA Tau3 BankingSource 23.7%Not comparable
Coding
BenchmarkDeepSeek-R1InklingResult
Terminal-Bench HardSource 15.9%Not comparable
AA-SciCodeSource 40.3%46.1%Inkling leads
SWE-bench VerifiedSource 77.6%Not comparable
SWE-bench ProSource 54.3%Not comparable
Terminal-Bench 2.0Source 63.8%Not comparable
AA Coding IndexSource 52.1%Not comparable
Reasoning
BenchmarkDeepSeek-R1InklingResult
AA-LCRSource 54.7%63.3%Inkling leads
CritPtSource 1.4%5.4%Inkling leads
Knowledge
BenchmarkDeepSeek-R1InklingResult
Artificial Analysis Intelligence IndexSource 20.1%40.7%Inkling leads
AA-GPQA DiamondSource 81.3%87.2%Inkling leads
AA-HLESource 14.9%29.7%Inkling leads
AA-Omniscience IndexSource -27.1%2.1%Inkling leads
AA-Omniscience AccuracySource 31.0%40.0%Inkling leads
AA-Omniscience Hallucination RateSource 84.0%63.1%Inkling leads
GPQASource 87.9%Not comparable
GPQA-DSource 87.9%Not comparable
HLESource 46%Not comparable
HLE w/o toolsSource 30%Not comparable
Math
BenchmarkDeepSeek-R1InklingResult
AIME26Source 97.1%Not comparable
Multimodal
BenchmarkDeepSeek-R1InklingResult
MMMU-ProSource 73.5%Not comparable
CharXivSource 82%Not comparable
CharXiv w/o toolsSource 78.1%Not comparable
AA-MMMU-ProSource 73.5%Not comparable
Inst. Following
BenchmarkDeepSeek-R1InklingResult
AA-IFBenchSource 39.6%Not comparable
IFBenchSource 79.8%Not comparable
Frequently Asked Questions (3)

Can I compare DeepSeek-R1 and Inkling on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for DeepSeek-R1 and Inkling today?

DeepSeek-R1: $0.55 input / $2.19 output per 1M tokens Inkling: $1.87 input / $4.68 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

Self-host vs API cost

Estimates at 50,000 req/day · 1000 tokens/req average.

DeepSeek-R1
API / mo$2,055
Self-host / mo$18,221
Break-even583M/day
Inkling
API / mo$4,913
Self-host / moNot listed
Break-even
Proprietary model — self-hosting not applicable.
Model the full break-even

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Last updated: July 16, 2026

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