Coding work
Code generation, repair, and software-engineering tasks
Not enough matched evidence
MiMo-V2-Pro is scored on Estimated evidence for coding, so the reading is directional rather than like-for-like.
Confidence: limited
Inkling 2 Small vs MiMo-V2-Pro
Updated November 7, 2026. Rank says Inkling 2 Small is ahead. Price, access, and your workload can each overturn that. Public scores include evidence status and uncertainty.
Share or export
Decision reading
Inkling 2 Small has the higher public point estimate, 59.06 versus 55.33. Their conditional score ranges overlap. These ranges do not establish rank confidence. 1 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.
Model A
Thinking Machines Lab
59.06/100
Estimated · Public rank #56
Conditional range 44.7–73.4
- Shared results
- 1
- Inkling 2 Small only
- 24
- MiMo-V2-Pro only
- 3
- Like-for-like categories
- 0 / 8
Estimated: Inkling 2 Small and MiMo-V2-Pro. Conditional ranges do not establish rank confidence.How the comparison works
Which one for your work
Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.
No workload recommendation clears the current evidence threshold.
Use the matched evidence, workload costs, and sourced specifications below instead of treating a point score as a universal answer.
Show secondary and unsupported calls
Agentic work
Tool use, computer use, and multi-step task completion
Not enough matched evidence
MiMo-V2-Pro is not ranked on the public lane for agentic, so no winner is named for agentic.
Confidence: limitedLong documents
Prompts that approach the documented context limit
No clear pick
The documented context windows are equal.
Confidence: documentedChat turn cost
1K fresh input + 500 output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-ratesCache-heavy agent loop cost
200K cached + 20K fresh input + 10K output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-ratesRepository review cost
50K fresh input + 3K output tokens
Not enough matched evidence
A complete comparable API-rate estimate is not available for both models.
Confidence: listed-rates
Which one for a specific job
Choose a job from the LLM Selector's task catalog to see the category row it rests on, under the same basis rules as the table below. A directional row stays directional; choosing a job never creates a winner.
The same task catalog as the LLM Selector. Each job names the evidence surface it rests on; nothing here adds a new score.
59.7Inkling 2 Small40.2MiMo-V2-Pro
Directional only · BenchAlign v5.8
Inkling 2 Small has the higher coding point estimate. Conditional score ranges do not establish rank confidence.
Coding scores combine specific tasks and setups. Match the editor, harness, and effort to your workflow.
Same basis rules as the category table below
What is actually comparable
Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.
24 Inkling 2 Small only
1 Shared
3 MiMo-V2-Pro only
2 categories rest on Estimated evidence or different evidence sets. Those rows remain visible for coverage context but do not name a winner.
Shape of the matched evidence
Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.
Too few matched category axes support a radar. The ruled list below shows only shared benchmark results; positions use each benchmark’s normalized display scale when available.
SWE-bench VerifiedCoding
Normalized gap 4.2Inkling 2 Small:82.2%MiMo-V2-Pro:78%
Bars run 0–100 on each benchmark’s normalized display scale
Category results, on a stated basis
Each row shows the public-lane category score for both models: the BenchAlign v5.8 lane for agentic, coding, and knowledge, and the weighted public rows elsewhere, with the same rank each model page reports. A row is like-for-like only when both scores rest on Supported evidence or the same weighted set. Directional and not-comparable rows remain visible, but they never receive a winner.
Coding
Directional only- Inkling 2 Small
- 59.7
- Supported · #20/157
- MiMo-V2-Pro
- 40.2
- Estimated · #72/157
- Basis
- BenchAlign v5.8 lane · 6 vs 1 public rows
- Reading
- Directional only
Knowledge
Directional only- Inkling 2 Small
- 60.4
- Estimated · #46/178
- MiMo-V2-Pro
- 49.3
- Estimated · #83/178
- Basis
- BenchAlign v5.8 lane · 2 vs 0 public rows
- Reading
- Directional only
Agentic
Not comparable- Inkling 2 Small
- 59.9
- Supported · #26/131
- MiMo-V2-Pro
- Not ranked
- Basis
- BenchAlign v5.8 lane · 5 vs 3 public rows
- Reading
- Not comparable
Reasoning
Not comparable- Inkling 2 Small
- 86.1
- Unranked · 2 rankable rows
- MiMo-V2-Pro
- 70.2
- Unranked · 2 rankable rows
- Basis
- Provisional lane · 1 vs 0 weighted rows
- Reading
- Not comparable
Multimodal
Not comparable- Inkling 2 Small
- 86.6
- #12/59
- MiMo-V2-Pro
- Not ranked
- Basis
- Provisional lane · 1 vs 0 weighted rows
- Reading
- Not comparable
Multilingual
Not comparable- Inkling 2 Small
- Not ranked
- MiMo-V2-Pro
- Not ranked
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
Instruction following
Not comparable- Inkling 2 Small
- Not ranked
- MiMo-V2-Pro
- 84.0
- #54/157
- Basis
- Provisional lane · 0 vs 0 weighted rows
- Reading
- Not comparable
Math
Not comparable- Inkling 2 Small
- 85.9
- Unranked · 2 rankable rows
- MiMo-V2-Pro
- Not ranked
- Basis
- Provisional lane · 1 vs 0 weighted rows
- Reading
- Not comparable
| Category | Inkling 2 Small | MiMo-V2-Pro | Basis | Reading |
|---|---|---|---|---|
| Coding | 59.7Supported · #20/157 | 40.2Estimated · #72/157 | Directional onlyBenchAlign v5.8 lane · 6 vs 1 public rows | Directional only |
| Knowledge | 60.4Estimated · #46/178 | 49.3Estimated · #83/178 | Directional onlyBenchAlign v5.8 lane · 2 vs 0 public rows | Directional only |
| Agentic | 59.9Supported · #26/131 | Not ranked | Not comparableBenchAlign v5.8 lane · 5 vs 3 public rows | Not comparable |
| Reasoning | 86.1Unranked · 2 rankable rows | 70.2Unranked · 2 rankable rows | Not comparableProvisional lane · 1 vs 0 weighted rows | Not comparable |
| Multimodal | 86.6#12/59 | Not ranked | Not comparableProvisional lane · 1 vs 0 weighted rows | Not comparable |
| Multilingual | Not ranked | Not ranked | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
| Instruction following | Not ranked | 84.0#54/157 | Not comparableProvisional lane · 0 vs 0 weighted rows | Not comparable |
| Math | 85.9Unranked · 2 rankable rows | Not ranked | Not comparableProvisional lane · 1 vs 0 weighted rows | Not comparable |
Ranks count the models scored in each category’s lane, so the agentic, coding, and knowledge denominators (BenchAlign v5.8) differ from the provisional-lane categories. Unranked scores sit on the provisional lane’s scale but never name a winner. Like-for-like rows within 0.5 points read as a practical tie.
Supported evidence per lane · bars run 0–100Methodology
What each workload costs
Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.
Chat turn
1K fresh input + 500 output tokens
- Inkling 2 Small
- $0.0008
- Fits in one request
- MiMo-V2-Pro
- API rate not published
- Fits in one request
MiMo-V2-Pro has no comparable published API token rate.
Repository review
50K fresh input + 3K output tokens
- Inkling 2 Small
- $0.018
- Fits in one request
- MiMo-V2-Pro
- API rate not published
- Fits in one request
MiMo-V2-Pro has no comparable published API token rate.
Cache-heavy agent loop
200K cached + 20K fresh input + 10K output tokens
- Inkling 2 Small
- $0.022
- Fits in one request
- MiMo-V2-Pro
- API rate not published
- Fits in one request
- Cached-input rate unavailable
MiMo-V2-Pro has no comparable published API token rate.
Cached input falls back to the list input rate only where a cached rate is unpublished
Specification differences
Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.
SpecificationInkling 2 SmallMiMo-V2-Pro
Context window
Maximum documented context; output-token limits may be lower.
Inkling 2 Small
MiMo-V2-Pro
1M
API model ID
Inkling 2 Small
Not sourced
MiMo-V2-Pro
Not sourced
Cached-input rate
A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.
Inkling 2 Small
$0.03 per 1M cached input tokens
Tinker models and pricingMiMo-V2-Pro
No comparable hosted API rate
Documented inputs
Inkling 2 Small
Not sourced
MiMo-V2-Pro
Not sourced
Documented outputs
Inkling 2 Small
Not sourced
MiMo-V2-Pro
Not sourced
Provider availability
Inkling 2 Small
Not sourced
MiMo-V2-Pro
Not sourced
Reasoning profile
Inkling 2 Small
Hybrid
MiMo-V2-Pro
Reasoning
Weight access
Inkling 2 Small
Proprietary
MiMo-V2-Pro
Proprietary
License
Inkling 2 Small
Proprietary
MiMo-V2-Pro
Proprietary
Release date
Inkling 2 Small
2026-11-05
MiMo-V2-Pro
2026-03-18
If you already use one of these models
- Deployment change
- The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
- Quality signal
- Inkling 2 Small has the higher public point estimate, 59.06 versus 55.33. Their conditional score ranges overlap. These ranges do not establish rank confidence.
- Workload cost
- A complete comparable API-rate estimate is not available for both models.
- Context tradeoff
- Both models list 1M.
Run the same representative tasks against both endpoints before changing production traffic.
Questions
Which is better, Inkling 2 Small or MiMo-V2-Pro?
Inkling 2 Small has the higher public point estimate, 59.06 versus 55.33. Their conditional score ranges overlap. These ranges do not establish rank confidence. The page therefore keeps the decision tied to the specific documented workload.
Which is better for coding, Inkling 2 Small or MiMo-V2-Pro?
Inkling 2 Small scores higher for coding on the public lane, 59.7 to 40.2. MiMo-V2-Pro is scored on Estimated evidence for coding, so the reading is directional rather than like-for-like. BenchLM does not name a winner for coding from a directional reading; read the shared benchmark rows directly and test the models on the same task set.
Which is better for agentic tasks, Inkling 2 Small or MiMo-V2-Pro?
MiMo-V2-Pro is not ranked on the public lane for agentic tasks, so no winner is named for agentic tasks.
Which costs less, Inkling 2 Small or MiMo-V2-Pro?
Both models do not have comparable published API token rates, so this page does not name a universal price winner.
Which has the larger context window, Inkling 2 Small or MiMo-V2-Pro?
Both models list the same context window, 1M.
Benchmark evidence
The full public result ledger is available for audit without forcing a wide desktop table onto a phone.
Browse raw public benchmark evidence28 rows
Agentic
Terminal-Bench 2.1
Inkling 2 Small85.1%SourceMiMo-V2-Pro—Not directly comparable
BrowseComp
Inkling 2 Small90.2%SourceMiMo-V2-Pro—Not directly comparable
DeepSearchQA
Inkling 2 Small90.9%SourceMiMo-V2-Pro—Not directly comparable
MCP Atlas
Inkling 2 Small85%SourceMiMo-V2-Pro—Not directly comparable
JobBench
Inkling 2 Small70.5%SourceMiMo-V2-Pro—Not directly comparable
Claw-Eval
Inkling 2 Small—MiMo-V2-Pro57.8%SourceNot directly comparable
Gert Labs
Inkling 2 Small—MiMo-V2-Pro36.68%SourceNot directly comparable
ResearchClawBench
Inkling 2 Small—MiMo-V2-Pro15.3%SourceNot directly comparable
Coding
SWE-bench Verified
Inkling 2 Small82.2%SourceMiMo-V2-Pro78%SourceInkling 2 Small leads this result
SWE Multilingual
Inkling 2 Small81.2%SourceMiMo-V2-Pro—Not directly comparable
sweMarathon
Inkling 2 Small38.8%SourceMiMo-V2-Pro—Not directly comparable
Terminal-Bench 2.1
Inkling 2 Small85.1%SourceMiMo-V2-Pro—Not directly comparable
DeepSWE
Inkling 2 Small72.1%SourceMiMo-V2-Pro—Not directly comparable
PostTrainBench v1.2
Inkling 2 Small31.9%SourceMiMo-V2-Pro—Not directly comparable
Reasoning
LongBench v2
Inkling 2 Small70.6%SourceMiMo-V2-Pro—Not directly comparable
Multimodal
CharXiv
Inkling 2 Small87.7%SourceMiMo-V2-Pro—Not directly comparable
CharXiv w/o tools
Inkling 2 Small85.6%SourceMiMo-V2-Pro—Not directly comparable
Chartography (no tools)
Inkling 2 Small36.7%SourceMiMo-V2-Pro—Not directly comparable
Chartography (tools)
Inkling 2 Small80.4%SourceMiMo-V2-Pro—Not directly comparable
BabyVision
Inkling 2 Small68.6%SourceMiMo-V2-Pro—Not directly comparable
BabyVision w/ Python
Inkling 2 Small93.7%SourceMiMo-V2-Pro—Not directly comparable
ScreenSpot Pro
Inkling 2 Small83.8%SourceMiMo-V2-Pro—Not directly comparable
PerceptionBench
Inkling 2 Small64.7%SourceMiMo-V2-Pro—Not directly comparable
MathVision
Inkling 2 Small92.8%SourceMiMo-V2-Pro—Not directly comparable
Knowledge
Math
28 public results · 1 shared
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Last updated November 7, 2026