vs
0:3
overall capability wins (0 ties across 3 scored). Hy4 Preview leads overall.
- Reasoning0:1
- Pricing3:0
- Specs0:2
Verdict
Hy4 Preview edges reasoning & knowledge; Hy4 Preview offers ~30.5x larger context (1M vs 33K).
- Hy4 Preview edges reasoning & knowledge
- Hy4 Preview offers ~30.5x larger context (1M vs 33K)
Cost for 1M in + 250K out
Illustrative chat workload at primary-provider list prices.
- DBRX Instruct
- $1.31
- Hy4 Preview
- $1.46
DBRX Instruct is about 1.1x cheaper on this workload.
Price per 1M tokens
Full comparison
Organization
Databricks
Tencent
Family
Other
Other
License
DBRX
Apache 2.0
Open weights
Yes
Yes
Release
Mar 27, 2024
Aug 28, 2026
Knowledge cutoff
2023-12
-
API / provider
Databricks Mosaic AI
Tencent Cloud TokenHub
Modalities
text → text
text → text
Specs
Context window
33K
1M
Max output
8K
-
Parameters
132B (36B act.)
770B (49B act.)
Pricing
Input $/1M
$0.75
$0.83
Output $/1M
$2.25
$2.50
Blended $/1M (3∶1)
$1.13
$1.25
Speed
tok/s
55
-
TTFT (s)
0.5
-
Reasoning
MMLU-Pro
39.7
—
GPQA Diamond
33.1
92.3
Humanity's Last Exam
2.9
—
AIME 2025
—
—
MATH-500
27.9
—
Humanity's Last Exam (with tools)
—
—
AA-Omniscience Accuracy
—
—
AA-LCR v1.1
—
—
CritPt
—
—
MMMU-Pro
—
—
IFBench
—
—
Chartography
—
—
Chartography (With Tools)
—
—
Coding
SWE-bench Verified
—
—
SWE-bench Pro
—
65.7
SWE-bench Multilingual
—
82.9
LiveCodeBench
9.3
—
Terminal-Bench 2.1
—
85.4
Aider Polyglot
—
—
Terminal-Bench 3
—
—
BigCodeBench
—
—
SciCode
11.8
—
CursorBench
—
—
SWE-Rebench
—
—
NL2Repo-Bench
—
—
DeepSWE
—
64.3
WebDev Arena
—
1,624
Terminal-Bench 4.0
—
—
CursorBench 4.0
—
—
FrontierCode v1.1 (Main)
—
—
Arena
LMArena Elo
1,195
—
| Metric | DBRX Instruct | Hy4 Preview | Delta |
|---|---|---|---|
| Identity | |||
| Organization | Databricks | Tencent | — |
| Family | Other | Other | — |
| License | DBRX | Apache 2.0 | — |
| Open weights | Yes | Yes | — |
| Release | Mar 27, 2024 | Aug 28, 2026 | — |
| Knowledge cutoff | 2023-12 | - | — |
| API / provider | Databricks Mosaic AI | Tencent Cloud TokenHub | — |
| Modalities | text → text | text → text | — |
| Specs | |||
| Context window | 33K | 1M | B +967K |
| Max output | 8K | - | — |
| Parameters | 132B (36B act.) | 770B (49B act.) | B +638 |
| Pricing | |||
| Input $/1M | $0.75 | $0.83 | A +$0.08 |
| Output $/1M | $2.25 | $2.50 | A +$0.25 |
| Blended $/1M (3∶1) | $1.13 | $1.25 | A +$0.13 |
| Speed | |||
| tok/s | 55 | - | — |
| TTFT (s) | 0.5 | - | — |
| Reasoning | |||
| MMLU-Pro | 39.7 | — | — |
| GPQA Diamond | 33.1 | 92.3 | B +59.2 pts |
| Humanity's Last Exam | 2.9 | — | — |
| AIME 2025 | — | — | — |
| MATH-500 | 27.9 | — | — |
| Humanity's Last Exam (with tools) | — | — | — |
| AA-Omniscience Accuracy | — | — | — |
| AA-LCR v1.1 | — | — | — |
| CritPt | — | — | — |
| MMMU-Pro | — | — | — |
| IFBench | — | — | — |
| Chartography | — | — | — |
| Chartography (With Tools) | — | — | — |
| Coding | |||
| SWE-bench Verified | — | — | — |
| SWE-bench Pro | — | 65.7 | — |
| SWE-bench Multilingual | — | 82.9 | — |
| LiveCodeBench | 9.3 | — | — |
| Terminal-Bench 2.1 | — | 85.4 | — |
| Aider Polyglot | — | — | — |
| Terminal-Bench 3 | — | — | — |
| BigCodeBench | — | — | — |
| SciCode | 11.8 | — | — |
| CursorBench | — | — | — |
| SWE-Rebench | — | — | — |
| NL2Repo-Bench | — | — | — |
| DeepSWE | — | 64.3 | — |
| WebDev Arena | — | 1,624 | — |
| Terminal-Bench 4.0 | — | — | — |
| CursorBench 4.0 | — | — | — |
| FrontierCode v1.1 (Main) | — | — | — |
| Arena | |||
| LMArena Elo | 1,195 | — | — |
DBRX Instruct
- Context
- 33K / 8K out
- Parameters
- 132B (36B act.)
- Price
- $0.75 / $2.25
- Speed
- 55 tok/s · 0.5s TTFT
- Modalities
- text → text
- License
- DBRX
Fine-grained 16-expert MoE (132B / 36B active) — strong open coding and SQL baseline from Databricks Mosaic.
Hy4 Preview
- Context
- 1M
- Parameters
- 770B (49B act.)
- Price
- $0.83 / $2.50
- Speed
- —
- Modalities
- text → text
- License
- Apache 2.0
Tencent Hy Team's Aug 28, 2026 open-weight flagship (770B MoE / 49B active, Apache 2.0) with a 1M context window and default high reasoning effort. Text-only instruct weights on Hugging Face; hosted API at $0.834/$2.501 per 1M tokens via TokenHub and OpenRouter.
Benchmark charts
Winner bars are emphasized. Per-benchmark deltas sit above each chart.