Claude Sonnet 4.6

anthropic/claude-4.6-sonnet-20260217

Claude Sonnet 4.6 by Anthropic processes text, image, and file inputs to generate text output. It supports tool usage and reasoning, has a context window of 1,

tool use
structured outputs
reasoning

At a glance

provideranthropic

releasedAug 26, 2025

context1M

input / M$3

Specifications

What the API gives you

Context window: 1M tokens
Max output: 128K tokens
Input price: $3 / 1M tokens
Output price: $15 / 1M tokens
Cache read: $0.30 / 1M tokens
Modalities: text, image, file → text
Knowledge cutoff: —
Released: Aug 26, 2025

Measured evidence

Public benchmark record

Design Arena Coding: 1307 Elo2026-07-28
Design Arena Coding: 1307 Elo2026-07-27
Design Arena Coding: 1307 Elo2026-07-30
Design Arena Coding: 1307 Elo2026-07-29
Design Arena Coding: 1307 Elo2026-07-31
Design Arena Coding: 1306 Elo2026-08-02
Design Arena Coding: 1306 Elo2026-08-05
Design Arena Coding: 1306 Elo2026-08-01
Design Arena Coding: 1304 Elo2026-08-09
Design Arena Coding: 1307 Elo2026-08-03
Design Arena Coding: 1306 Elo2026-08-04
Design Arena Coding: 1302 Elo2026-08-14
Design Arena Coding: 1306 Elo2026-08-06
Design Arena Coding: 1304 Elo2026-08-10
Design Arena Coding: 1306 Elo2026-08-07
Design Arena Coding: 1296 Elo2026-08-18
Design Arena Coding: 1305 Elo2026-08-08
Design Arena Coding: 1301 Elo2026-08-21
Design Arena Coding: 1296 Elo2026-08-15
Design Arena Coding: 1304 Elo2026-08-11
Design Arena Coding: 1304 Elo2026-08-12
Design Arena Coding: 1295 Elo2026-08-19
Design Arena Coding: 1302 Elo2026-08-13
Design Arena Coding: 1301 Elo2026-08-27
Design Arena Coding: 1295 Elo2026-08-20
Design Arena Coding: 1296 Elo2026-08-16
Design Arena Coding: 1293 Elo2026-09-05
Design Arena Coding: 1296 Elo2026-08-17
Design Arena Coding: 1301 Elo2026-08-22
Design Arena Coding: 1301 Elo2026-08-23
Design Arena Coding: 1300 Elo2026-08-28
Design Arena Coding: 1301 Elo2026-08-24
Design Arena Coding: 1301 Elo2026-08-25
Design Arena Coding: 1302 Elo2026-08-26
Design Arena Coding: 1292 Elo2026-09-06
Design Arena Coding: 1300 Elo2026-08-29
Design Arena Coding: 1300 Elo2026-08-30
Design Arena Coding: 1300 Elo2026-08-31
Design Arena Coding: 1300 Elo2026-09-01
Design Arena Coding: 1299 Elo2026-09-02
Design Arena Coding: 1297 Elo2026-09-03
Design Arena Coding: 1296 Elo2026-09-04
Design Arena Full-stack Agent: 1257 Elo2026-07-28
Design Arena Full-stack Agent: 1258 Elo2026-07-27
Design Arena Full-stack Agent: 1249 Elo2026-07-30
Design Arena Full-stack Agent: 1251 Elo2026-07-29
Design Arena Full-stack Agent: 1250 Elo2026-07-31
Design Arena Full-stack Agent: 1253 Elo2026-08-02
Design Arena Full-stack Agent: 1253 Elo2026-08-05
Design Arena Full-stack Agent: 1251 Elo2026-08-01
Design Arena Full-stack Agent: 1245 Elo2026-08-09
Design Arena Full-stack Agent: 1253 Elo2026-08-03
Design Arena Full-stack Agent: 1253 Elo2026-08-04
Design Arena Full-stack Agent: 1245 Elo2026-08-14
Design Arena Full-stack Agent: 1253 Elo2026-08-06
Design Arena Full-stack Agent: 1243 Elo2026-08-10
Design Arena Full-stack Agent: 1253 Elo2026-08-07
Design Arena Full-stack Agent: 1243 Elo2026-08-18
Design Arena Full-stack Agent: 1253 Elo2026-08-08
Design Arena Full-stack Agent: 1248 Elo2026-08-15
Design Arena Full-stack Agent: 1246 Elo2026-08-11
Design Arena Full-stack Agent: 1247 Elo2026-08-12
Design Arena Full-stack Agent: 1245 Elo2026-08-13
Design Arena Full-stack Agent: 1243 Elo2026-08-19
Design Arena Full-stack Agent: 1237 Elo2026-08-27
Design Arena Full-stack Agent: 1243 Elo2026-08-20
Design Arena Full-stack Agent: 1249 Elo2026-08-16
Design Arena Full-stack Agent: 1228 Elo2026-09-05
Design Arena Full-stack Agent: 1248 Elo2026-08-17
Design Arena Full-stack Agent: 1247 Elo2026-08-21
Design Arena Full-stack Agent: 1247 Elo2026-08-22
Design Arena Full-stack Agent: 1247 Elo2026-08-23
Design Arena Full-stack Agent: 1237 Elo2026-08-28
Design Arena Full-stack Agent: 1234 Elo2026-08-24
Design Arena Full-stack Agent: 1238 Elo2026-08-25
Design Arena Full-stack Agent: 1238 Elo2026-08-26
Design Arena Full-stack Agent: 1225 Elo2026-09-06
Design Arena Full-stack Agent: 1237 Elo2026-08-29
Design Arena Full-stack Agent: 1238 Elo2026-08-30
Design Arena Full-stack Agent: 1237 Elo2026-08-31
Design Arena Full-stack Agent: 1238 Elo2026-09-01
Design Arena Full-stack Agent: 1238 Elo2026-09-02
Design Arena Full-stack Agent: 1238 Elo2026-09-03
Design Arena Full-stack Agent: 1238 Elo2026-09-04
Design Arena UI: 1308 Elo2026-07-28
Design Arena UI: 1309 Elo2026-07-27
Design Arena UI: 1309 Elo2026-07-30
Design Arena UI: 1309 Elo2026-07-29
Design Arena UI: 1308 Elo2026-07-31
Design Arena UI: 1309 Elo2026-08-02
Design Arena UI: 1309 Elo2026-08-01
Design Arena UI: 1308 Elo2026-08-05
Design Arena UI: 1305 Elo2026-08-09
Design Arena UI: 1308 Elo2026-08-03
Design Arena UI: 1309 Elo2026-08-04
Design Arena UI: 1303 Elo2026-08-14
Design Arena UI: 1308 Elo2026-08-06
Design Arena UI: 1308 Elo2026-08-07
Design Arena UI: 1306 Elo2026-08-10
Design Arena UI: 1306 Elo2026-08-08
Design Arena UI: 1298 Elo2026-08-18
Design Arena UI: 1306 Elo2026-08-11
Design Arena UI: 1299 Elo2026-08-15
Design Arena UI: 1306 Elo2026-08-12
Design Arena UI: 1306 Elo2026-08-13
Design Arena UI: 1298 Elo2026-08-19
Design Arena UI: 1298 Elo2026-08-27
Design Arena UI: 1299 Elo2026-08-16
Design Arena UI: 1298 Elo2026-08-20
Design Arena UI: 1298 Elo2026-08-17
Design Arena UI: 1294 Elo2026-09-05
Design Arena UI: 1298 Elo2026-08-21
Design Arena UI: 1299 Elo2026-08-22
Design Arena UI: 1299 Elo2026-08-23
Design Arena UI: 1298 Elo2026-08-28
Design Arena UI: 1299 Elo2026-08-24
Design Arena UI: 1299 Elo2026-08-25
Design Arena UI: 1299 Elo2026-08-26
Design Arena UI: 1295 Elo2026-09-06
Design Arena UI: 1298 Elo2026-08-29
Design Arena UI: 1298 Elo2026-08-30
Design Arena UI: 1298 Elo2026-08-31
Design Arena UI: 1298 Elo2026-09-01
Design Arena UI: 1297 Elo2026-09-02
Design Arena UI: 1295 Elo2026-09-03
Design Arena UI: 1294 Elo2026-09-04
Design Arena Web-app Agent: 1242 Elo2026-07-28
Design Arena Web-app Agent: 1242 Elo2026-07-27
Design Arena Web-app Agent: 1240 Elo2026-07-30
Design Arena Web-app Agent: 1240 Elo2026-07-29
Design Arena Web-app Agent: 1240 Elo2026-07-31
Design Arena Web-app Agent: 1241 Elo2026-08-02
Design Arena Web-app Agent: 1240 Elo2026-08-01
Design Arena Web-app Agent: 1239 Elo2026-08-05
Design Arena Web-app Agent: 1234 Elo2026-08-09
Design Arena Web-app Agent: 1241 Elo2026-08-03
Design Arena Web-app Agent: 1241 Elo2026-08-04
Design Arena Web-app Agent: 1228 Elo2026-08-14
Design Arena Web-app Agent: 1239 Elo2026-08-06
Design Arena Web-app Agent: 1231 Elo2026-08-10
Design Arena Web-app Agent: 1239 Elo2026-08-07
Design Arena Web-app Agent: 1226 Elo2026-08-18
Design Arena Web-app Agent: 1240 Elo2026-08-08
Design Arena Web-app Agent: 1230 Elo2026-08-11
Design Arena Web-app Agent: 1229 Elo2026-08-15
Design Arena Web-app Agent: 1231 Elo2026-08-12
Design Arena Web-app Agent: 1230 Elo2026-08-13
Design Arena Web-app Agent: 1226 Elo2026-08-19
Design Arena Web-app Agent: 1222 Elo2026-08-27
Design Arena Web-app Agent: 1226 Elo2026-08-20
Design Arena Web-app Agent: 1229 Elo2026-08-16
Design Arena Web-app Agent: 1220 Elo2026-09-05
Design Arena Web-app Agent: 1229 Elo2026-08-17
Design Arena Web-app Agent: 1227 Elo2026-08-21
Design Arena Web-app Agent: 1227 Elo2026-08-22
Design Arena Web-app Agent: 1227 Elo2026-08-23
Design Arena Web-app Agent: 1222 Elo2026-08-28
Design Arena Web-app Agent: 1222 Elo2026-08-24
Design Arena Web-app Agent: 1223 Elo2026-08-25
Design Arena Web-app Agent: 1223 Elo2026-08-26
Design Arena Web-app Agent: 1220 Elo2026-09-06
Design Arena Web-app Agent: 1222 Elo2026-08-29
Design Arena Web-app Agent: 1221 Elo2026-08-30
Design Arena Web-app Agent: 1221 Elo2026-08-31
Design Arena Web-app Agent: 1221 Elo2026-09-01
Design Arena Web-app Agent: 1220 Elo2026-09-02
Design Arena Web-app Agent: 1220 Elo2026-09-03
Design Arena Web-app Agent: 1220 Elo2026-09-04
Design Arena Website: 1310 Elo2026-07-28
Design Arena Website: 1310 Elo2026-07-30
Design Arena Website: 1310 Elo2026-07-27
Design Arena Website: 1310 Elo2026-07-29
Design Arena Website: 1310 Elo2026-07-31
Design Arena Website: 1310 Elo2026-08-02
Design Arena Website: 1309 Elo2026-08-01
Design Arena Website: 1309 Elo2026-08-05
Design Arena Website: 1310 Elo2026-08-03
Design Arena Website: 1308 Elo2026-08-09
Design Arena Website: 1310 Elo2026-08-04
Design Arena Website: 1305 Elo2026-08-14
Design Arena Website: 1309 Elo2026-08-06
Design Arena Website: 1309 Elo2026-08-07
Design Arena Website: 1308 Elo2026-08-10
Design Arena Website: 1308 Elo2026-08-08
Design Arena Website: 1297 Elo2026-08-18
Design Arena Website: 1308 Elo2026-08-11
Design Arena Website: 1297 Elo2026-08-15
Design Arena Website: 1307 Elo2026-08-12
Design Arena Website: 1305 Elo2026-08-13
Design Arena Website: 1297 Elo2026-08-19
Design Arena Website: 1296 Elo2026-08-16
Design Arena Website: 1297 Elo2026-08-20
Design Arena Website: 1305 Elo2026-08-27
Design Arena Website: 1297 Elo2026-08-17
Design Arena Website: 1300 Elo2026-09-05
Design Arena Website: 1305 Elo2026-08-21
Design Arena Website: 1305 Elo2026-08-22
Design Arena Website: 1305 Elo2026-08-23
Design Arena Website: 1305 Elo2026-08-24
Design Arena Website: 1305 Elo2026-08-28
Design Arena Website: 1306 Elo2026-08-25
Design Arena Website: 1306 Elo2026-08-26
Design Arena Website: 1298 Elo2026-09-06
Design Arena Website: 1305 Elo2026-08-29
Design Arena Website: 1304 Elo2026-08-30
Design Arena Website: 1304 Elo2026-08-31
Design Arena Website: 1304 Elo2026-09-01
Design Arena Website: 1303 Elo2026-09-02
Design Arena Website: 1301 Elo2026-09-03
Design Arena Website: 1300 Elo2026-09-04
LiveBench Agentic Coding: 42.6%2026-06-25
LiveBench Coding: 79.3%2026-06-25
LiveBench Data Analysis: 78.0%2026-06-25
LiveBench Instruction Following: 63.2%2026-06-25
LiveBench Language: 76.1%2026-06-25
LiveBench Math: 87.0%2026-06-25
LiveBench Reasoning: 84.8%2026-06-25
LMArena Agent: 22026-07-13
LMArena Agent: 3.22026-07-20
LMArena Agent: 3.12026-07-27
LMArena Agent: 2.82026-07-21
LMArena Agent: 3.22026-07-28
LMArena Agent: 32026-08-03
LMArena Agent: 3.12026-08-12
LMArena Agent: 32026-08-06
LMArena Agent: 32026-08-11
LMArena Agent: 3.12026-08-13
LMArena Agent: 2.22026-08-24
LMArena Agent: 12026-08-31
LMArena Agent: 0.52026-09-05
LMArena Agent: 1.72026-08-27
LMArena Creative Writing: 1437 Elo2026-07-21
LMArena Creative Writing: 1438 Elo2026-07-27
LMArena Creative Writing: 1438 Elo2026-07-30
LMArena Creative Writing: 1438 Elo2026-08-02
LMArena Creative Writing: 1438 Elo2026-08-03
LMArena Creative Writing: 1436 Elo2026-08-06
LMArena Creative Writing: 1437 Elo2026-08-12
LMArena Creative Writing: 1436 Elo2026-08-21
LMArena Creative Writing: 1436 Elo2026-09-02
LMArena Creative Writing: 1436 Elo2026-08-27
LMArena Creative Writing: 1436 Elo2026-09-01
LMArena Instruction Following: 1478 Elo2026-07-21
LMArena Instruction Following: 1477 Elo2026-07-27
LMArena Instruction Following: 1477 Elo2026-07-30
LMArena Instruction Following: 1477 Elo2026-08-02
LMArena Instruction Following: 1477 Elo2026-08-03
LMArena Instruction Following: 1477 Elo2026-08-06
LMArena Instruction Following: 1477 Elo2026-08-12
LMArena Instruction Following: 1477 Elo2026-08-21
LMArena Instruction Following: 1477 Elo2026-09-02
LMArena Instruction Following: 1477 Elo2026-08-27
LMArena Instruction Following: 1477 Elo2026-09-01
LMArena Long Query: 1481 Elo2026-07-21
LMArena Long Query: 1481 Elo2026-07-27
LMArena Long Query: 1481 Elo2026-07-30
LMArena Long Query: 1480 Elo2026-08-02
LMArena Long Query: 1480 Elo2026-08-03
LMArena Long Query: 1480 Elo2026-08-06
LMArena Long Query: 1480 Elo2026-08-12
LMArena Long Query: 1480 Elo2026-08-21
LMArena Long Query: 1480 Elo2026-09-02
LMArena Long Query: 1480 Elo2026-08-27
LMArena Long Query: 1480 Elo2026-09-01
LMArena Math: 1463 Elo2026-07-21
LMArena Math: 1461 Elo2026-07-27
LMArena Math: 1461 Elo2026-07-30
LMArena Math: 1462 Elo2026-08-02
LMArena Math: 1462 Elo2026-08-03
LMArena Math: 1462 Elo2026-08-06
LMArena Math: 1462 Elo2026-08-12
LMArena Math: 1462 Elo2026-08-21
LMArena Math: 1462 Elo2026-09-01
LMArena Math: 1462 Elo2026-08-27
LMArena Text: 1457 Elo2026-07-16
LMArena Text: 1473 Elo2026-07-21
LMArena Text: 1472 Elo2026-07-27
LMArena Text: 1472 Elo2026-07-30
LMArena Text: 1472 Elo2026-08-02
LMArena Text: 1472 Elo2026-08-06
LMArena Text: 1472 Elo2026-08-03
LMArena Text: 1472 Elo2026-08-10
LMArena Text: 1472 Elo2026-08-21
LMArena Text: 1472 Elo2026-08-12
LMArena Text: 1472 Elo2026-09-01
LMArena Text: 1472 Elo2026-09-02
LMArena Text: 1472 Elo2026-08-27
LMArena Vision: 1282 Elo2026-07-12
LMArena Vision: 1275 Elo2026-07-21
LMArena Vision: 1275 Elo2026-07-26
LMArena Vision: 1275 Elo2026-07-30
LMArena Vision: 1275 Elo2026-08-02
LMArena Vision: 1275 Elo2026-08-06
LMArena Vision: 1275 Elo2026-08-21
LMArena Vision: 1275 Elo2026-08-27
LMArena WebDev: 1522 Elo2026-07-16
LMArena WebDev: 1523 Elo2026-07-21
LMArena WebDev: 1522 Elo2026-07-20
LMArena WebDev: 1523 Elo2026-07-27
LMArena WebDev: 1523 Elo2026-07-24
LMArena WebDev: 1524 Elo2026-07-28
LMArena WebDev: 1524 Elo2026-07-30
LMArena WebDev: 1523 Elo2026-08-01
LMArena WebDev: 1523 Elo2026-07-31
LMArena WebDev: 1522 Elo2026-08-06
LMArena WebDev: 1523 Elo2026-08-02
LMArena WebDev: 1524 Elo2026-08-12
LMArena WebDev: 1524 Elo2026-08-10
LMArena WebDev: 1524 Elo2026-08-14
LMArena WebDev: 1522 Elo2026-09-01
LMArena WebDev: 1521 Elo2026-09-05
LMArena WebDev: 1522 Elo2026-08-21
LMArena WebDev: 1522 Elo2026-08-30
OSWorld Verified^‡: 9.3%2026-06-24medium effort
SWE-rebench^‡: 54.5% ± 0.22026-05-15tools

LMArena data licensed CC-BY-4.0. Aider (Apache-2.0) and SWE-bench (MIT) are open. Design Arena uses blind human preference. ‡ Submitted scaffold plus model result. Compare the harness and effort settings, not only the model name.

Task evidence

How broad is the support?

Each status is exact to this model version and the selected task. Official release claims remain provisional.

Best LLM for Competition MathEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Business WritingEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Logic & Problem SolvingEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Marketing CopyEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Chat & RoleplayEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Creative WritingEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Frontend & UIEstablished evidence
100% of intended weighted task evidence across 3 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for WritingEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Roleplay & CharacterEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Math & ReasoningEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for a General AssistantEstablished evidence
100% of intended weighted task evidence across 2 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Computer & Browser UseEstablished evidence
90% of intended weighted task evidence across 2 independent sources. 4 of 4 configured evaluation feeds currently have results.
Best LLM for Code CompletionEstablished evidence
81% of intended weighted task evidence across 2 independent sources. 4 of 4 configured evaluation feeds currently have results.
Best LLM for CodingEstablished evidence
74% of intended weighted task evidence across 4 independent sources. 8 of 8 configured evaluation feeds currently have results.
Best LLM for Debugging & Code ReviewEstablished evidence
70% of intended weighted task evidence across 3 independent sources. 6 of 6 configured evaluation feeds currently have results.
Best Open-Weight LLM for Self-HostingEstablished evidence
67% of intended weighted task evidence across 2 independent sources. 3 of 4 configured evaluation feeds currently have results.
Best LLM for Image UnderstandingEstablished evidence
65% of intended weighted task evidence across 2 independent sources. 3 of 4 configured evaluation feeds currently have results.
Best Local LLM for CodingEstablished evidence
64% of intended weighted task evidence across 3 independent sources. 5 of 5 configured evaluation feeds currently have results.
Best LLM for Fast SummariesEstablished evidence
64% of intended weighted task evidence across 2 independent sources. 3 of 4 configured evaluation feeds currently have results.
Best Value LLMEstablished evidence
64% of intended weighted task evidence across 2 independent sources. 3 of 4 configured evaluation feeds currently have results.
Best LLM for Agentic CodingEstablished evidence
64% of intended weighted task evidence across 4 independent sources. 8 of 8 configured evaluation feeds currently have results.
Best LLM for Document SummarizationEstablished evidence
60% of intended weighted task evidence across 2 independent sources. 4 of 6 configured evaluation feeds currently have results.
Best LLM for SummarizationEstablished evidence
60% of intended weighted task evidence across 2 independent sources. 4 of 6 configured evaluation feeds currently have results.
Best LLM for Literary TranslationProvisional evidence
55% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from WMT translation. 4 of 5 configured evaluation feeds currently have results.
Best LLM for Everyday TranslationProvisional evidence
55% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from WMT translation. 4 of 5 configured evaluation feeds currently have results.
Best LLM for TranslationProvisional evidence
55% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from WMT translation. 4 of 5 configured evaluation feeds currently have results.
Best LLM for Autonomous AgentsProvisional evidence
54% of intended weighted task evidence across 4 independent sources; broader independent confirmation is still missing from Frontier-Bench or Terminal-Bench 2.1. 7 of 7 configured evaluation feeds currently have results.
Best LLM for AI AgentsProvisional evidence
52% of intended weighted task evidence across 4 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 7 of 7 configured evaluation feeds currently have results.
Best Cheap LLM for High VolumeProvisional evidence
50% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Route reliability. 3 of 4 configured evaluation feeds currently have results.
Cheapest Capable LLMProvisional evidence
50% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Route reliability. 3 of 4 configured evaluation feeds currently have results.
Best LLM for Massive ContextProvisional evidence
50% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from LongBench v2. 3 of 4 configured evaluation feeds currently have results.
Best LLM for OCR & DocumentsProvisional evidence
45% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Structured-output eval or VLMEvalKit tasks. 3 of 5 configured evaluation feeds currently have results.
Best LLM for Vision & DocumentsProvisional evidence
45% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Structured-output eval or VLMEvalKit tasks. 3 of 5 configured evaluation feeds currently have results.
Best LLM for Charts & DiagramsProvisional evidence
45% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Structured-output eval or VLMEvalKit tasks. 3 of 5 configured evaluation feeds currently have results.
Best LLM for Document ParsingProvisional evidence
45% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Structured-output eval or VLMEvalKit tasks. 3 of 5 configured evaluation feeds currently have results.
Best LLM for Hermes AgentProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
Best LLM for OpenHandsProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
Best LLM for GooseProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
Best LLM for OpenClawProvisional evidence
45% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Terminal-Bench 2.1. 5 of 5 configured evaluation feeds currently have results.
Best LLM for JSON & Schema OutputProvisional evidence
39% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Structured-output eval. 4 of 5 configured evaluation feeds currently have results.
Best LLM for Structured Data ExtractionProvisional evidence
39% of intended weighted task evidence across 2 independent sources; broader independent confirmation is still missing from Berkeley Function Calling or Structured-output eval. 4 of 5 configured evaluation feeds currently have results.
Best LLM for RAG & Long ContextProvisional evidence
35% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from FACTS Grounding or LMArena Search. 4 of 6 configured evaluation feeds currently have results.
Best LLM for High-Volume ExtractionProvisional evidence
31% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Route reliability or Structured-output eval. 2 of 4 configured evaluation feeds currently have results.
Best LLM for Tool & Function CallingProvisional evidence
25% of intended weighted task evidence across 1 independent source; broader independent confirmation is still missing from Berkeley Function Calling or LMArena Search. 4 of 5 configured evaluation feeds currently have results.
Best LLM for Grounded RAGProvisional evidence
10% of intended weighted task evidence across 0 independent sources; broader independent confirmation is still missing from CRAG or FACTS Grounding. 2 of 5 configured evaluation feeds currently have results.

Recommendation coverage

Where this model appears

Catalog data via OpenRouter and models.dev. Last checked within the past 6 hours.