Coding
Like-for-like- Inkling
- 68.6
- Ornith-1.0-35B
- 65.9
- Weighted basis
- 2 vs 2 rows
- Reading
- Inkling leads
Inkling vs Ornith-1.0-35B
Updated August 29, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload.
Decision reading
At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner.
4 results are shared. Category rows based on different benchmark sets are marked directional and do not name a winner.
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.
Coding work
Code generation, repair, and software-engineering tasks
Inkling
Inkling leads on the same 2 weighted benchmark rows.
Confidence: limited
Long documents
Prompts that approach the documented context limit
Inkling
Inkling has the larger documented context window.
Confidence: documented
Show secondary and unsupported calls
Agentic work
Tool use, computer use, and multi-step task completion
Not enough matched evidence
The category averages use different weighted benchmark sets, so they are directional rather than like-for-like.
Confidence: limited
Chat 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-rates
Cache-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-rates
Repository 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
What is actually comparable
Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.
11 Inkling only
4 Shared
3 Ornith-1.0-35B only
- Shared results
- 4
- Inkling only
- 11
- Ornith-1.0-35B only
- 3
- Like-for-like categories
- 1 / 8
1 category uses different evidence sets. Those rows remain visible for coverage context but do not name a winner.
Category results, on a stated basis
Each row states whether both averages use the same weighted benchmark set. Directional and not-comparable rows remain visible, but they never receive a winner in this template.
Agentic
Directional only- Inkling
- 69.4
- Ornith-1.0-35B
- 64.2
- Weighted basis
- 2 vs 1 rows
- Reading
- Directional only
Reasoning
Not comparable- Inkling
- Not measured
- Ornith-1.0-35B
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
Knowledge
Not comparable- Inkling
- 51.6
- Ornith-1.0-35B
- Not measured
- Weighted basis
- 2 vs 0 rows
- Reading
- Not comparable
Math
Not comparable- Inkling
- 97.1
- Ornith-1.0-35B
- Not measured
- Weighted basis
- 1 vs 0 rows
- Reading
- Not comparable
Multilingual
Not comparable- Inkling
- Not measured
- Ornith-1.0-35B
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
Multimodal
Not comparable- Inkling
- 76.5
- Ornith-1.0-35B
- Not measured
- Weighted basis
- 2 vs 0 rows
- Reading
- Not comparable
Instruction following
Not comparable- Inkling
- 79.8
- Ornith-1.0-35B
- Not measured
- Weighted basis
- 1 vs 0 rows
- Reading
- Not comparable
| Category | Inkling | Ornith-1.0-35B | Weighted basis | Reading |
|---|---|---|---|---|
| Coding | 68.6 | 65.9 | Like-for-like2 vs 2 rows | Inkling leads |
| Agentic | 69.4 | 64.2 | Directional only2 vs 1 rows | Directional only |
| Reasoning | Not measured | Not measured | Not comparable0 vs 0 rows | Not comparable |
| Knowledge | 51.6 | Not measured | Not comparable2 vs 0 rows | Not comparable |
| Math | 97.1 | Not measured | Not comparable1 vs 0 rows | Not comparable |
| Multilingual | Not measured | Not measured | Not comparable0 vs 0 rows | Not comparable |
| Multimodal | 76.5 | Not measured | Not comparable2 vs 0 rows | Not comparable |
| Instruction following | 79.8 | Not measured | Not comparable1 vs 0 rows | Not comparable |
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 Pro
Coding
SWE-bench Verified
Coding
Terminal-Bench 2.0
Agentic
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
- $0.00421
- Fits in one request
- Ornith-1.0-35B
- Self-hosted; infrastructure cost varies
- Fits in one request
Ornith-1.0-35B has no comparable published API token rate.
Repository review
50K fresh input + 3K output tokens
- Inkling
- $0.10754
- Fits in one request
- Ornith-1.0-35B
- Self-hosted; infrastructure cost varies
- Fits in one request
Ornith-1.0-35B has no comparable published API token rate.
Cache-heavy agent loop
200K cached + 20K fresh input + 10K output tokens
- Inkling
- $0.159
- Fits in one request
- Ornith-1.0-35B
- Self-hosted; infrastructure cost varies
- Fits in one request
- Cached-input rate unavailable
Ornith-1.0-35B has no comparable published API token rate.
Specification differences
Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.
SpecificationInklingOrnith-1.0-35B
Context window
Maximum documented context; output-token limits may be lower.
Inkling
1M
Ornith-1.0-35B
256K
API model ID
Inkling
Not sourced
Ornith-1.0-35B
Not sourced
Cached-input rate
A missing cached-input rate falls back to the listed input rate only in the stated workload estimate.
Inkling
$0.374 per 1M cached input tokens
Ornith-1.0-35B
No comparable hosted API rate
Documented inputs
Inkling
Not sourced
Ornith-1.0-35B
Not sourced
Documented outputs
Inkling
Not sourced
Ornith-1.0-35B
Not sourced
Provider availability
Inkling
Not sourced
Ornith-1.0-35B
Not sourced
Reasoning profile
Inkling
Hybrid
Ornith-1.0-35B
Reasoning
Weight access
Inkling
Open Weight
Ornith-1.0-35B
Open Weight
License
Inkling
Open Weight
Ornith-1.0-35B
Open Weight
Release date
Inkling
2026-07-15
Ornith-1.0-35B
2026-06-01
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
- At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner.
- Workload cost
- A complete comparable API-rate estimate is not available for both models.
- Context tradeoff
- Inkling has the larger documented window (1M).
Run the same representative tasks against both endpoints before changing production traffic.
Benchmark evidence
The full public result ledger is available for audit without forcing a wide desktop table onto a phone.
Browse raw public benchmark evidence18 rows
Agentic
Coding
SWE-bench Verified
Inkling77.6%SourceOrnith-1.0-35B75.6%SourceInkling leads this result
SWE-bench Pro
Inkling54.3%SourceOrnith-1.0-35B50.4%SourceInkling leads this result
Terminal-Bench 2.0
Inkling63.8%SourceOrnith-1.0-35B64.2%SourceOrnith-1.0-35B leads this result
SWE Multilingual
Inkling—Ornith-1.0-35B69.3%SourceNot directly comparable
NL2Repo
Inkling—Ornith-1.0-35B34.6%SourceNot directly comparable
Knowledge
Math
AIME26
Inkling97.1%SourceOrnith-1.0-35B—Not directly comparable
Multimodal
Instruction following
IFBench
Inkling79.8%SourceOrnith-1.0-35B—Not directly comparable
Frequently asked questions
Which is better, Inkling or Ornith-1.0-35B?
At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner. The page therefore keeps the decision tied to the specific documented workload.
Which is better for coding, Inkling or Ornith-1.0-35B?
Inkling leads the like-for-like coding comparison across 2 shared weighted benchmark rows.
Which is better for agentic tasks, Inkling or Ornith-1.0-35B?
The current agentic tasks averages use different weighted benchmark sets, so BenchLM does not name a winner from them. Read the shared benchmark rows directly and test the models on the same task set.
Which costs less, Inkling or Ornith-1.0-35B?
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 or Ornith-1.0-35B?
Inkling has the larger documented context window: 1M, compared with 256K.
Related comparisons
Last updated August 29, 2026
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