Ember-1 vs Gemini 4 Hydrogen
Gemini 4 Hydrogen leads Ember-1 on coding, 77.9 to 52.6 on the Vibe Coding Index, and Gemini 4 Hydrogen costs 2.0x less per output token ($7.50 vs $15.00 per million). Updated November 14, 2026; 4 benchmarks have a result for both.
Ember-1 or Gemini 4 Hydrogen: which to pick
Pick Gemini 4 Hydrogen for coding: it scores 77.9 on the Vibe Coding Index against 52.6 for Ember-1.
Ember-1 is neither cheaper nor larger in context, and leads no benchmark both models were measured on.
- Shared results
- 4
- Ember-1 only
- 12
- Gemini 4 Hydrogen only
- 46
- Like-for-like categories
- 2 of 9
Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.
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, six public coding benchmarks
Gemini 4 Hydrogen
Gemini 4 Hydrogen scores 77.9 against 52.6.
2 and 4 benchmarks behind the scores
Web design
Design Arena: websites
No call
Only Gemini 4 Hydrogen has a Design Arena: websites result, 1320.
Directional only
General
Vals Index
No call
Only Gemini 4 Hydrogen has a Vals Index result, 68.5%.
Directional only
Long documents
Listed context window
No call
Both take 1.05M tokens.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Gemini 4 Hydrogen
Ember-1 $0.011, Gemini 4 Hydrogen $0.0053 per turn.
List prices
At a glance
- Coding index
- Ember-1 52.6 from 2 benchmarks, Gemini 4 Hydrogen 77.9 from 4 benchmarks.
- Widest category
- Coding, 24.2 points apart on average over 2 shared benchmarks.
- Widest single gap
- Terminal-Bench 4 (Vals AI): Ember-1 20.7% against Gemini 4 Hydrogen 54.0%, 44.4 points apart on a 0 to 100 scale.
- Output price
- Ember-1 $15.00 against Gemini 4 Hydrogen $7.50 per million output tokens, 2.0x apart.
- Context window
- Both take 1.05M tokens.
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 | Ember-1 | Bars | Gemini 4 Hydrogen | Ties |
|---|---|---|---|---|
| Coding | 0 | 2 | ||
| Agentic work | 0 | 2 | ||
| All shared boards | 0 | 4 |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index02
| Benchmark | Ember-1 | Gemini 4 Hydrogen | Leader |
|---|---|---|---|
| LiveBench coding | Not measured | 78.5% | Only Gemini 4 Hydrogen measured |
| LMArena WebDev | Not measured | 1704 | Only Gemini 4 Hydrogen measured |
| Terminal-Bench 4 (Vals AI) | 20.7% | 54.0% | Gemini 4 Hydrogen |
| Vibe Code Bench (Vals AI) | 83.9% | 87.8% | Gemini 4 Hydrogen |
| Code migration (Vals AI) | 32.5% | Not measured | Only Ember-1 measured |
| IOI (Vals AI) | 46.3% | Not measured | Only Ember-1 measured |
| CyberBench (Vals AI) | 69.5% | Not measured | Only Ember-1 measured |
| Terminal-Bench 4.0 (Artificial Analysis run) | Not measured | 54.0% | Only Gemini 4 Hydrogen measured |
| FrontierCode 2.0 | Not measured | 39.0% | Only Gemini 4 Hydrogen measured |
| LMArena Text: coding | Not measured | 1516 | Only Gemini 4 Hydrogen measured |
| LMArena Text: software and IT | Not measured | 1513 | Only Gemini 4 Hydrogen measured |
| LMArena WebDev: React | Not measured | 1724 | Only Gemini 4 Hydrogen measured |
| LMArena WebDev: HTML | Not measured | 1743 | Only Gemini 4 Hydrogen measured |
| GameBench 2 | 63.1 | Not measured | Only Ember-1 measured |
| CursorBench 4.0 | Not measured | 57.8% | Only Gemini 4 Hydrogen measured |
| Neither model has a result on the other 37 boards here | |||
IntelligenceNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Ember-1 | Gemini 4 Hydrogen | Leader |
|---|---|---|---|
| Neither model has a result on 2 boards here | |||
Agentic workLike-for-likePublic boards, shown as published, kept out of the index02
| Benchmark | Ember-1 | Gemini 4 Hydrogen | Leader |
|---|---|---|---|
| LiveBench research | Not measured | 86.8% | Only Gemini 4 Hydrogen measured |
| LiveBench browser | Not measured | 77.1% | Only Gemini 4 Hydrogen measured |
| LiveBench long agentic | Not measured | 61.8% | Only Gemini 4 Hydrogen measured |
| Finance Agent (Vals AI) | 51.8% | Not measured | Only Ember-1 measured |
| Tax Agent Bench (Vals AI) | 31.1% | 52.3% | Gemini 4 Hydrogen |
| Legal Research Bench (Vals AI) | 44.7% | 53.8% | Gemini 4 Hydrogen |
| Harvey's Legal Agent Benchmark (Vals AI) | Not measured | 11.3% | Only Gemini 4 Hydrogen measured |
| Excel Modeling Benchmark (Vals AI) | 63.4% | Not measured | Only Ember-1 measured |
| BioMysteryBench (Vals AI) | 67.0% | Not measured | Only Ember-1 measured |
| Terminal-Bench-Science (Vals AI) | 5.7% | Not measured | Only Ember-1 measured |
| Vals Science Index | 31.8% | Not measured | Only Ember-1 measured |
| Neither model has a result on the other 33 boards here | |||
ReasoningDirectional onlyPublic boards, shown as published, kept out of the index7 boards, none shared
| Benchmark | Ember-1 | Gemini 4 Hydrogen | Leader |
|---|---|---|---|
| LiveBench reasoning | Not measured | 88.6% | Only Gemini 4 Hydrogen measured |
| MysteryMechanism (Vals AI) | 22.5% | Not measured | Only Ember-1 measured |
| HLE-Diamond (Artificial Analysis run) | Not measured | 58.8% | Only Gemini 4 Hydrogen measured |
| CritPt v2, hard subset (Artificial Analysis run) | Not measured | 66.0% | Only Gemini 4 Hydrogen measured |
| LMArena Text: hard prompts | Not measured | 1520 | Only Gemini 4 Hydrogen measured |
| LMArena Text: expert | Not measured | 1558 | Only Gemini 4 Hydrogen measured |
| LMArena Text: hard prompts in English | Not measured | 1514 | Only Gemini 4 Hydrogen measured |
| Neither model has a result on the other 19 boards here | |||
MathDirectional onlyPublic boards, shown as published, kept out of the index2 boards, none shared
| Benchmark | Ember-1 | Gemini 4 Hydrogen | Leader |
|---|---|---|---|
| LMArena Text: math | Not measured | 1507 | Only Gemini 4 Hydrogen measured |
| LMArena Text: mathematical work | Not measured | 1534 | Only Gemini 4 Hydrogen measured |
| Neither model has a result on the other 12 boards here | |||
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index5 boards, none shared
| Benchmark | Ember-1 | Gemini 4 Hydrogen | Leader |
|---|---|---|---|
| AA-Omniscience | Not measured | 46.3 | Only Gemini 4 Hydrogen measured |
| LMArena Text: science | Not measured | 1519 | Only Gemini 4 Hydrogen measured |
| LMArena Text: medicine and healthcare | Not measured | 1488 | Only Gemini 4 Hydrogen measured |
| LMArena Text: legal and government | Not measured | 1532 | Only Gemini 4 Hydrogen measured |
| LMArena Text: business and finance | Not measured | 1486 | Only Gemini 4 Hydrogen measured |
| Neither model has a result on the other 16 boards here | |||
Web designDirectional onlyPublic boards, shown as published, kept out of the index5 boards, none shared
| Benchmark | Ember-1 | Gemini 4 Hydrogen | Leader |
|---|---|---|---|
| Design Arena: websites | Not measured | 1320 | Only Gemini 4 Hydrogen measured |
| Design Arena: game dev | Not measured | 1369 | Only Gemini 4 Hydrogen measured |
| Design Arena: 3D | Not measured | 1415 | Only Gemini 4 Hydrogen measured |
| Design Arena: all code categories | Not measured | 1333 | Only Gemini 4 Hydrogen measured |
| LiveBench design | Not measured | 77.3% | Only Gemini 4 Hydrogen measured |
| Neither model has a result on the other 4 boards here | |||
GeneralDirectional onlyPublic boards, shown as published, kept out of the index17 boards, none shared
| Benchmark | Ember-1 | Gemini 4 Hydrogen | Leader |
|---|---|---|---|
| Vals Index | Not measured | 68.5% | Only Gemini 4 Hydrogen measured |
| LiveBench data analysis | Not measured | 83.2% | Only Gemini 4 Hydrogen measured |
| Public Benefits Bench (Vals AI) | 66.2% | Not measured | Only Ember-1 measured |
| SAGE (Vals AI) | 86.4% | Not measured | Only Ember-1 measured |
| LMArena Text | Not measured | 1502 | Only Gemini 4 Hydrogen measured |
| LMArena Text: instruction following | Not measured | 1519 | Only Gemini 4 Hydrogen measured |
| LMArena Text: creative writing | Not measured | 1509 | Only Gemini 4 Hydrogen measured |
| LMArena Text: English | Not measured | 1499 | Only Gemini 4 Hydrogen measured |
| LMArena Text: non-English | Not measured | 1495 | Only Gemini 4 Hydrogen measured |
| LMArena Text: Chinese | Not measured | 1631 | Only Gemini 4 Hydrogen measured |
| LMArena Text: French | Not measured | 1512 | Only Gemini 4 Hydrogen measured |
| LMArena Text: Spanish | Not measured | 1494 | Only Gemini 4 Hydrogen measured |
| LMArena Text: Russian | Not measured | 1492 | Only Gemini 4 Hydrogen measured |
| LMArena Text: multi-turn | Not measured | 1485 | Only Gemini 4 Hydrogen measured |
| LMArena Text: longer queries | Not measured | 1524 | Only Gemini 4 Hydrogen measured |
| LMArena Text: writing and language | Not measured | 1500 | Only Gemini 4 Hydrogen measured |
| LMArena Text: entertainment and media | Not measured | 1503 | Only Gemini 4 Hydrogen measured |
| Neither model has a result on the other 32 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Ember-1 | Gemini 4 Hydrogen | 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
Gemini 4 Hydrogen costs less
Repository review
50K input + 3K output tokens
Gemini 4 Hydrogen costs less
Agent loop
200K input + 10K output tokens
Gemini 4 Hydrogen 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 | Fireworks Ember-1 | Google Gemini 4 Hydrogen |
|---|---|---|
| Maker | Fireworks | |
| Weights | No public weights listed | No public weights listed |
| Released | September 24, 2026 | November 12, 2026 |
| Context window | 1.05M | 1.05M |
| Input $/Mtok | $3.00 | $1.50 |
| Output $/Mtok | $15.00 | $7.50 |
| Coding index | 52.6 | 77.9 |
| Independent measurements behind it | 2 | 4 |
| Cost per solved task | Not computable | Not computable |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Ember-1 better than Gemini 4 Hydrogen for coding?
Pick Gemini 4 Hydrogen for coding: it scores 77.9 on the Vibe Coding Index against 52.6 for Ember-1. Ember-1 is neither cheaper nor larger in context, and leads no benchmark both models were measured on.
Which is cheaper, Ember-1 or Gemini 4 Hydrogen?
Ember-1 costs $3.00 per million input tokens and $15.00 per million output tokens; Gemini 4 Hydrogen costs $1.50 and $7.50. Cost per solved task is known for neither of them.
Which has the bigger context window, Ember-1 or Gemini 4 Hydrogen?
Neither: both take 1.05M tokens.
How many benchmarks is the Ember-1 vs Gemini 4 Hydrogen comparison based on?
4 benchmarks have a result for both models as of November 14, 2026. Ember-1's coding index rests on 2 independent benchmarks and Gemini 4 Hydrogen's on 4. Where only one model has a result, the page says so instead of naming a winner.