Claude Haiku 4.5 vs DeepSeek V4 Pro 0423
Updated October 21, 2026. 70 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.
Decision reading
Pick Claude Haiku 4.5 for coding: it scores 49.8 on the Vibe Coding Index against 35.3 for DeepSeek V4 Pro 0423.
Pick DeepSeek V4 Pro 0423 when output tokens cost 2.6x less, or when the context window is larger, 1.05M against 200K tokens.
- Shared results
- 70
- Claude Haiku 4.5 only
- 24
- DeepSeek V4 Pro 0423 only
- 13
- Like-for-like categories
- 8 of 9
Shared results can support a head-to-head reading. Results only one model has describe coverage, not superiority.
Which one for your work
Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.
Coding
Vibe Coding Index, four public coding benchmarks
Claude Haiku 4.5
Claude Haiku 4.5 scores 49.8 against 35.3.
3 and 1 benchmarks behind the scores
Intelligence
AA Intelligence Index
DeepSeek V4 Pro 0423
DeepSeek V4 Pro 0423 leads, 30.4 against 16.9.
Same board, both measured
Agentic work
AA Agentic Index
DeepSeek V4 Pro 0423
DeepSeek V4 Pro 0423 leads, 26.3 against 8.0.
Same board, both measured
Reasoning
GPQA Diamond
DeepSeek V4 Pro 0423
DeepSeek V4 Pro 0423 leads, 89.4% against 72.2%.
Same board, both measured
Math
AIME
No call
Only Claude Haiku 4.5 has a AIME result, 82.7%.
Directional only
Knowledge
MMLU Pro
DeepSeek V4 Pro 0423
DeepSeek V4 Pro 0423 leads, 87.3% against 78.7%.
Same board, both measured
Web design
Design Arena: websites
DeepSeek V4 Pro 0423
DeepSeek V4 Pro 0423 leads, 1235 against 1122.
Same board, both measured
Long documents
Listed context window
DeepSeek V4 Pro 0423
DeepSeek V4 Pro 0423 takes 1.05M tokens against 200K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
DeepSeek V4 Pro 0423
Claude Haiku 4.5 $0.0035, DeepSeek V4 Pro 0423 $0.0019 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
Claude Haiku 4.5
Claude Haiku 4.5 $0.56, DeepSeek V4 Pro 0423 $0.57.
Published attempt cost and pass rate
At a glance
- Coding index
- Claude Haiku 4.5 49.8 from 3 benchmarks, DeepSeek V4 Pro 0423 35.3 from 1 benchmark.
- Widest category
- Agentic work, 18.3 points apart on average over 6 shared benchmarks.
- Widest single gap
- LiveCodeBench (Vals AI): Claude Haiku 4.5 41.2% against DeepSeek V4 Pro 0423 87.5%, 46.3 points apart on a 0 to 100 scale.
- Output price
- Claude Haiku 4.5 $5.00 against DeepSeek V4 Pro 0423 $1.9105 per million output tokens, 2.6x apart.
- Context window
- Claude Haiku 4.5 takes 200K tokens, DeepSeek V4 Pro 0423 1.05M.
Benchmark by benchmark
First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.
| Category | Claude Haiku 4.5 | Bars | DeepSeek V4 Pro 0423 | Ties |
|---|---|---|---|---|
| Coding | 0 | 12 | 1 tie | |
| Intelligence | 0 | 2 | ||
| Agentic work | 0 | 6 | ||
| Reasoning | 0 | 6 | ||
| Math | 0 | 3 | ||
| Knowledge | 1 | 10 | ||
| Web design | 0 | 8 | ||
| General | 1 | 20 | ||
| All shared boards | 2 | 67 | 1 tie |
CodingLike-for-likeFour of these boards feed the Vibe Coding Index012
| Benchmark | Claude Haiku 4.5 | DeepSeek V4 Pro 0423 | Leader |
|---|---|---|---|
| SWE-bench Verified | 66.6% | Not measured | Only Claude Haiku 4.5 measured |
| SWE-bench Multilingual | 64.7% | Not measured | Only Claude Haiku 4.5 measured |
| LiveBench coding | 48.1% | Not measured | Only Claude Haiku 4.5 measured |
| LMArena WebDev | 1330 | 1447 | DeepSeek V4 Pro 0423 |
| AA Coding Index | 43.9 | 59.4 | DeepSeek V4 Pro 0423 |
| LiveCodeBench (Vals AI) | 41.2% | 87.5% | DeepSeek V4 Pro 0423 |
| SWE-bench Verified (Vals AI) | 66.6% | 77.4% | DeepSeek V4 Pro 0423 |
| Terminal-Bench 4 (Vals AI) | Not measured | 11.1% | Only DeepSeek V4 Pro 0423 measured |
| Vibe Code Bench (Vals AI) | 11.4% | 49.9% | DeepSeek V4 Pro 0423 |
| Code migration (Vals AI) | 7.5% | 26.2% | DeepSeek V4 Pro 0423 |
| ProgramBench (Vals AI) | 0.0% | 0.0% | Tie |
| Terminal-Bench 2.1 (Vals AI) | 43.8% | 50.2% | DeepSeek V4 Pro 0423 |
| SkillsBench (Vals AI) | Not measured | 51.3% | Only DeepSeek V4 Pro 0423 measured |
| Terminal-Bench | 35.5% | Not measured | Only Claude Haiku 4.5 measured |
| FrontierCode | Not measured | 17.6% | Only DeepSeek V4 Pro 0423 measured |
| WeirdML | 45.4% | 48.9% | DeepSeek V4 Pro 0423 |
| ALE-Bench | Not measured | 1006.1 | Only DeepSeek V4 Pro 0423 measured |
| LMArena Text: coding | 1454 | 1470 | DeepSeek V4 Pro 0423 |
| LMArena Text: software and IT | 1439 | 1469 | DeepSeek V4 Pro 0423 |
| LMArena WebDev: React | 1326 | 1441 | DeepSeek V4 Pro 0423 |
| LMArena WebDev: HTML | 1318 | 1435 | DeepSeek V4 Pro 0423 |
| Neither model has a result on the other 17 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index02
| Benchmark | Claude Haiku 4.5 | DeepSeek V4 Pro 0423 | Leader |
|---|---|---|---|
| AA Intelligence Index | 16.9 | 30.4 | DeepSeek V4 Pro 0423 |
| Epoch Capabilities Index | 142.2 | 149.1 | DeepSeek V4 Pro 0423 |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index06
| Benchmark | Claude Haiku 4.5 | DeepSeek V4 Pro 0423 | Leader |
|---|---|---|---|
| AA Agentic Index | 8.0 | 26.3 | DeepSeek V4 Pro 0423 |
| Design Arena: agents building web apps | Not measured | 1000 | Only DeepSeek V4 Pro 0423 measured |
| Design Arena: agents building full-stack apps | Not measured | 948 | Only DeepSeek V4 Pro 0423 measured |
| Design Arena: agents building Godot games | Not measured | 1059 | Only DeepSeek V4 Pro 0423 measured |
| LiveBench research | 42.2% | Not measured | Only Claude Haiku 4.5 measured |
| LiveBench browser | 40.0% | Not measured | Only Claude Haiku 4.5 measured |
| LiveBench long agentic | 11.1% | Not measured | Only Claude Haiku 4.5 measured |
| Finance Agent (Vals AI) | 31.0% | 44.1% | DeepSeek V4 Pro 0423 |
| Tax Agent Bench (Vals AI) | 5.9% | 25.2% | DeepSeek V4 Pro 0423 |
| Legal Research Bench (Vals AI) | 10.6% | 23.1% | DeepSeek V4 Pro 0423 |
| Excel Modeling Benchmark (Vals AI) | 22.7% | 51.6% | DeepSeek V4 Pro 0423 |
| BALROG | 31.2% | Not measured | Only Claude Haiku 4.5 measured |
| DeepResearch Bench | 45.5% | Not measured | Only Claude Haiku 4.5 measured |
| Vending-Bench 2 | $459 | $3,285 | DeepSeek V4 Pro 0423 |
| Neither model has a result on the other 25 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index06
| Benchmark | Claude Haiku 4.5 | DeepSeek V4 Pro 0423 | Leader |
|---|---|---|---|
| GPQA Diamond | 72.2% | 89.4% | DeepSeek V4 Pro 0423 |
| LiveBench reasoning | 61.7% | Not measured | Only Claude Haiku 4.5 measured |
| MMMU Pro (Vals AI) | 46.1% | Not measured | Only Claude Haiku 4.5 measured |
| GPQA Diamond (Epoch AI run) | 71.2% | 90.9% | DeepSeek V4 Pro 0423 |
| ARC-AGI | 47.7% | Not measured | Only Claude Haiku 4.5 measured |
| ARC-AGI-2 | 4.0% | Not measured | Only Claude Haiku 4.5 measured |
| Chess puzzles | 8.0% | 19.0% | DeepSeek V4 Pro 0423 |
| Mystery game puzzles | Not measured | 17.0% | Only DeepSeek V4 Pro 0423 measured |
| LMArena Text: hard prompts | 1421 | 1461 | DeepSeek V4 Pro 0423 |
| LMArena Text: expert | 1443 | 1463 | DeepSeek V4 Pro 0423 |
| LMArena Text: hard prompts in English | 1435 | 1466 | DeepSeek V4 Pro 0423 |
| Neither model has a result on the other 10 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index03
| Benchmark | Claude Haiku 4.5 | DeepSeek V4 Pro 0423 | Leader |
|---|---|---|---|
| AIME | 82.7% | Not measured | Only Claude Haiku 4.5 measured |
| MGSM (Vals AI) | 92.2% | Not measured | Only Claude Haiku 4.5 measured |
| OTIS Mock AIME | 66.7% | 96.7% | DeepSeek V4 Pro 0423 |
| FrontierMath, tiers 1 to 3 | Not measured | 45.3% | Only DeepSeek V4 Pro 0423 measured |
| FrontierMath, tier 4 | Not measured | 2.4% | Only DeepSeek V4 Pro 0423 measured |
| ProofBench | Not measured | 16.0% | Only DeepSeek V4 Pro 0423 measured |
| MATH level 5 | 96.4% | Not measured | Only Claude Haiku 4.5 measured |
| LMArena Text: math | 1398 | 1443 | DeepSeek V4 Pro 0423 |
| LMArena Text: mathematical work | 1430 | 1455 | DeepSeek V4 Pro 0423 |
| Neither model has a result on the other 4 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index110
| Benchmark | Claude Haiku 4.5 | DeepSeek V4 Pro 0423 | Leader |
|---|---|---|---|
| MMLU Pro | 78.7% | 87.3% | DeepSeek V4 Pro 0423 |
| LegalBench (Vals AI) | 81.2% | 80.3% | Claude Haiku 4.5 |
| CaseLaw (Vals AI) | 56.5% | 59.4% | DeepSeek V4 Pro 0423 |
| CorpFin (Vals AI) | 60.6% | 61.4% | DeepSeek V4 Pro 0423 |
| TaxEval (Vals AI) | 67.5% | 72.1% | DeepSeek V4 Pro 0423 |
| MortgageTax (Vals AI) | 62.2% | Not measured | Only Claude Haiku 4.5 measured |
| MedQA (Vals AI) | 79.6% | Not measured | Only Claude Haiku 4.5 measured |
| MedCode (Vals AI) | 32.7% | 40.5% | DeepSeek V4 Pro 0423 |
| SimpleQA Verified | 13.2% | 47.0% | DeepSeek V4 Pro 0423 |
| LMArena Text: science | 1406 | 1470 | DeepSeek V4 Pro 0423 |
| LMArena Text: medicine and healthcare | 1394 | 1466 | DeepSeek V4 Pro 0423 |
| LMArena Text: legal and government | 1400 | 1464 | DeepSeek V4 Pro 0423 |
| LMArena Text: business and finance | 1400 | 1443 | DeepSeek V4 Pro 0423 |
| Neither model has a result on the other 4 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index08
| Benchmark | Claude Haiku 4.5 | DeepSeek V4 Pro 0423 | Leader |
|---|---|---|---|
| Design Arena: websites | 1122 | 1235 | DeepSeek V4 Pro 0423 |
| Design Arena: UI components | 1100 | 1221 | DeepSeek V4 Pro 0423 |
| Design Arena: game dev | 1097 | 1229 | DeepSeek V4 Pro 0423 |
| Design Arena: data viz | 1124 | 1203 | DeepSeek V4 Pro 0423 |
| Design Arena: 3D | 1072 | 1254 | DeepSeek V4 Pro 0423 |
| Design Arena: all code categories | 1115 | 1240 | DeepSeek V4 Pro 0423 |
| Design Arena: SVG | 1025 | 1139 | DeepSeek V4 Pro 0423 |
| Design Arena: ASCII art | 1139 | 1148 | DeepSeek V4 Pro 0423 |
| LiveBench design | 59.9% | Not measured | Only Claude Haiku 4.5 measured |
GeneralLike-for-likePublic boards, shown as published, kept out of the index120
| Benchmark | Claude Haiku 4.5 | DeepSeek V4 Pro 0423 | Leader |
|---|---|---|---|
| LiveBench data analysis | 59.3% | Not measured | Only Claude Haiku 4.5 measured |
| Public Benefits Bench (Vals AI) | 54.3% | 62.9% | DeepSeek V4 Pro 0423 |
| SAGE (Vals AI) | 31.8% | Not measured | Only Claude Haiku 4.5 measured |
| MedScribe (Vals AI) | 85.2% | 75.1% | Claude Haiku 4.5 |
| Vals Multimodal Index | 42.9% | Not measured | Only Claude Haiku 4.5 measured |
| DTBench | 73.6% | 90.7% | DeepSeek V4 Pro 0423 |
| LMCA | 30.9% | 41.2% | DeepSeek V4 Pro 0423 |
| Surface Evolver Bench | Not measured | 40.0% | Only DeepSeek V4 Pro 0423 measured |
| ExploitBench | 13.7% | Not measured | Only Claude Haiku 4.5 measured |
| CL-bench Life | Not measured | 13.5% | Only DeepSeek V4 Pro 0423 measured |
| LMArena Text | 1397 | 1451 | DeepSeek V4 Pro 0423 |
| LMArena Text: instruction following | 1414 | 1445 | DeepSeek V4 Pro 0423 |
| LMArena Text: creative writing | 1371 | 1446 | DeepSeek V4 Pro 0423 |
| LMArena Text: English | 1414 | 1459 | DeepSeek V4 Pro 0423 |
| LMArena Text: non-English | 1377 | 1439 | DeepSeek V4 Pro 0423 |
| LMArena Text: Chinese | 1418 | 1481 | DeepSeek V4 Pro 0423 |
| LMArena Text: German | 1374 | 1458 | DeepSeek V4 Pro 0423 |
| LMArena Text: Japanese | 1338 | 1446 | DeepSeek V4 Pro 0423 |
| LMArena Text: Korean | 1346 | 1409 | DeepSeek V4 Pro 0423 |
| LMArena Text: French | 1411 | 1473 | DeepSeek V4 Pro 0423 |
| LMArena Text: Spanish | 1421 | 1457 | DeepSeek V4 Pro 0423 |
| LMArena Text: Russian | 1381 | 1453 | DeepSeek V4 Pro 0423 |
| LMArena Text: Polish | 1343 | 1461 | DeepSeek V4 Pro 0423 |
| LMArena Text: multi-turn | 1409 | 1468 | DeepSeek V4 Pro 0423 |
| LMArena Text: longer queries | 1427 | 1458 | DeepSeek V4 Pro 0423 |
| LMArena Text: writing and language | 1386 | 1447 | DeepSeek V4 Pro 0423 |
| LMArena Text: entertainment and media | 1369 | 1431 | DeepSeek V4 Pro 0423 |
| LMArena Document | 1420 | Not measured | Only Claude Haiku 4.5 measured |
| Neither model has a result on the other 18 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Claude Haiku 4.5 | DeepSeek V4 Pro 0423 | Leader |
|---|---|---|---|
| Neither model has a result on 5 boards here | |||
What each workload costs
Three fixed token mixes at each model's listed price, so per-token rates become a bill.
Chat turn
1K input + 500 output tokens
DeepSeek V4 Pro 0423 costs less
Repository review
50K input + 3K output tokens
DeepSeek V4 Pro 0423 costs less
Agent loop
200K input + 10K output tokens
DeepSeek V4 Pro 0423 costs less
Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.
Specification differences
The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.
| Specification | Anthropic Claude Haiku 4.5 | DeepSeek V4 Pro 0423 |
|---|---|---|
| Maker | Anthropic | DeepSeek |
| Weights | No public weights listed | Open weights |
| Released | October 15, 2025 | April 24, 2026 |
| Context window | 200K | 1.05M |
| Input $/Mtok | $1.00 | $0.9553 |
| Output $/Mtok | $5.00 | $1.9105 |
| Coding index | 49.8 | 35.3 |
| Independent measurements behind it | 3 | 1 |
| Cost per solved task | $0.56 | $0.57 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Claude Haiku 4.5 better than DeepSeek V4 Pro 0423 for coding?
Pick Claude Haiku 4.5 for coding: it scores 49.8 on the Vibe Coding Index against 35.3 for DeepSeek V4 Pro 0423. Pick DeepSeek V4 Pro 0423 when output tokens cost 2.6x less, or when the context window is larger, 1.05M against 200K tokens.
Which is cheaper, Claude Haiku 4.5 or DeepSeek V4 Pro 0423?
Claude Haiku 4.5 costs $1.00 per million input tokens and $5.00 per million output tokens; DeepSeek V4 Pro 0423 costs $0.9553 and $1.9105. Per solved SWE-bench Verified task, Claude Haiku 4.5 costs $0.56 and DeepSeek V4 Pro 0423 $0.57.
Which has the bigger context window, Claude Haiku 4.5 or DeepSeek V4 Pro 0423?
DeepSeek V4 Pro 0423, with 1.05M tokens against 200K.
How many benchmarks is the Claude Haiku 4.5 vs DeepSeek V4 Pro 0423 comparison based on?
70 benchmarks have a result for both models as of October 21, 2026. Claude Haiku 4.5's coding index rests on 3 independent benchmarks and DeepSeek V4 Pro 0423's on 1. Where only one model has a result, the page says so instead of naming a winner.