Codestral 2508 vs Mercury 3
Mercury 3 costs 2.6x less per output token than Codestral 2508 ($0.35 vs $0.90 per million). Updated October 21, 2026; 5 benchmarks have a result for both.
Codestral 2508 or Mercury 3: which to pick
Neither model has a coding score yet, so the two cannot be ranked on coding.
Pick Codestral 2508 for work measured by Design Arena: websites or Design Arena: UI components, where it leads.
- Shared results
- 5
- Codestral 2508 only
- 2
- Mercury 3 only
- 0
- Like-for-like categories
- 1 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
No call
Neither has a coding score yet.
One side not measured
Web design
Design Arena: websites
Mercury 3
Mercury 3 leads, 1244 against 1013.
Same board, both measured
Long documents
Listed context window
Mercury 3
Mercury 3 takes 1M tokens against 256K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Mercury 3
Codestral 2508 $0.0008, Mercury 3 $0.0003 per turn.
List prices
At a glance
- Coding index
- Codestral 2508 not benchmarked, Mercury 3 not benchmarked.
- Widest category
- Web design, 29.1 points apart on average over 5 shared benchmarks.
- Widest single gap
- Design Arena: game dev: Codestral 2508 968 against Mercury 3 1227, 32.4 points apart on a 0 to 100 scale.
- Output price
- Codestral 2508 $0.90 against Mercury 3 $0.35 per million output tokens, 2.6x apart.
- Context window
- Codestral 2508 takes 256K tokens, Mercury 3 1M.
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 | Codestral 2508 | Bars | Mercury 3 | Ties |
|---|---|---|---|---|
| Web design | 0 | 5 | ||
| All shared boards | 0 | 5 |
CodingDirectional onlySix of these boards feed the Vibe Coding Index1 board, none shared
| Benchmark | Codestral 2508 | Mercury 3 | Leader |
|---|---|---|---|
| ALE-Bench | 137.8 | Not measured | Only Codestral 2508 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 | Codestral 2508 | Mercury 3 | Leader |
|---|---|---|---|
| Neither model has a result on 2 boards here | |||
Agentic workNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Codestral 2508 | Mercury 3 | Leader |
|---|---|---|---|
| Neither model has a result on 39 boards here | |||
ReasoningNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Codestral 2508 | Mercury 3 | Leader |
|---|---|---|---|
| Neither model has a result on 21 boards here | |||
MathNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Codestral 2508 | Mercury 3 | Leader |
|---|---|---|---|
| Neither model has a result on 13 boards here | |||
KnowledgeNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Codestral 2508 | Mercury 3 | Leader |
|---|---|---|---|
| Neither model has a result on 17 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index05
| Benchmark | Codestral 2508 | Mercury 3 | Leader |
|---|---|---|---|
| Design Arena: websites | 1013 | 1244 | Mercury 3 |
| Design Arena: UI components | 1017 | 1270 | Mercury 3 |
| Design Arena: game dev | 968 | 1227 | Mercury 3 |
| Design Arena: data viz | 1017 | 1207 | Mercury 3 |
| Design Arena: 3D | 1020 | Not measured | Only Codestral 2508 measured |
| Design Arena: all code categories | 1007 | 1240 | Mercury 3 |
| Neither model has a result on the other 3 boards here | |||
GeneralNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Codestral 2508 | Mercury 3 | Leader |
|---|---|---|---|
| Neither model has a result on 46 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Codestral 2508 | Mercury 3 | 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
Mercury 3 costs less
Repository review
50K input + 3K output tokens
Mercury 3 costs less
Agent loop
200K input + 10K output tokens
Mercury 3 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 | Mistral Codestral 2508 | Inception Mercury 3 |
|---|---|---|
| Maker | Mistral AI | Inception |
| Weights | No public weights listed | No public weights listed |
| Released | August 1, 2025 | October 16, 2026 |
| Context window | 256K | 1M |
| Input $/Mtok | $0.30 | $0.10 |
| Output $/Mtok | $0.90 | $0.35 |
| Coding index | Not benchmarked | Not benchmarked |
| Independent measurements behind it | 0 | 0 |
| Cost per solved task | Not computable | Not computable |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Codestral 2508 better than Mercury 3 for coding?
Neither model has a coding score yet, so the two cannot be ranked on coding. Pick Codestral 2508 for work measured by Design Arena: websites or Design Arena: UI components, where it leads.
Which is cheaper, Codestral 2508 or Mercury 3?
Codestral 2508 costs $0.30 per million input tokens and $0.90 per million output tokens; Mercury 3 costs $0.10 and $0.35. Cost per solved task is known for neither of them.
Which has the bigger context window, Codestral 2508 or Mercury 3?
Mercury 3, with 1M tokens against 256K.
How many benchmarks is the Codestral 2508 vs Mercury 3 comparison based on?
5 benchmarks have a result for both models as of October 21, 2026. Codestral 2508's coding index rests on 0 independent benchmarks and Mercury 3's on 0. Where only one model has a result, the page says so instead of naming a winner.