Knowledge
Directional only- Inkling
- 51.6
- o1-pro
- 79.0
- Weighted basis
- 2 vs 1 rows
- Reading
- Directional only
Inkling vs o1-pro
Updated August 29, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload.
Decision reading
Inkling has the higher public score, 67.02 versus 46.25, and the 90% score intervals do not overlap.
1 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.
Long documents
Prompts that approach the documented context limit
Inkling
Inkling has the larger documented context window.
Confidence: documented
Chat turn cost
1K fresh input + 500 output tokens
Inkling
Inkling has the lower estimated token cost for this stated workload. Costs use the listed standard API rates.
Confidence: listed-rates
Show secondary and unsupported calls
Repository review cost
50K fresh input + 3K output tokens
Inkling
Inkling has the lower estimated token cost for this stated workload. Costs use the listed standard API rates.
Confidence: listed-rates
Coding work
Code generation, repair, and software-engineering tasks
Not enough matched evidence
No shared weighted benchmark basis supports a winner.
Confidence: limited
Agentic work
Tool use, computer use, and multi-step task completion
Not enough matched evidence
No shared weighted benchmark basis supports a winner.
Confidence: limited
Cache-heavy agent loop cost
200K cached + 20K fresh input + 10K output tokens
Not enough matched evidence
The page does not recommend a cost winner because at least one model cannot fit the stated workload in one request. o1-pro does not fit this workload in one request. o1-pro has no published cached-input rate, so cached tokens use its listed input rate.
Confidence: rate-fallback
What is actually comparable
Shared results can support a head-to-head reading. Results present for only one model describe coverage, not superiority.
14 Inkling only
1 Shared
- Shared results
- 1
- Inkling only
- 14
- o1-pro only
- 0
- Like-for-like categories
- 0 / 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
Not comparable- Inkling
- 69.4
- o1-pro
- Not measured
- Weighted basis
- 2 vs 0 rows
- Reading
- Not comparable
Coding
Not comparable- Inkling
- 68.6
- o1-pro
- Not measured
- Weighted basis
- 2 vs 0 rows
- Reading
- Not comparable
Reasoning
Not comparable- Inkling
- Not measured
- o1-pro
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
Math
Not comparable- Inkling
- 97.1
- o1-pro
- Not measured
- Weighted basis
- 1 vs 0 rows
- Reading
- Not comparable
Multilingual
Not comparable- Inkling
- Not measured
- o1-pro
- Not measured
- Weighted basis
- 0 vs 0 rows
- Reading
- Not comparable
Multimodal
Not comparable- Inkling
- 76.5
- o1-pro
- Not measured
- Weighted basis
- 2 vs 0 rows
- Reading
- Not comparable
Instruction following
Not comparable- Inkling
- 79.8
- o1-pro
- Not measured
- Weighted basis
- 1 vs 0 rows
- Reading
- Not comparable
| Category | Inkling | o1-pro | Weighted basis | Reading |
|---|---|---|---|---|
| Knowledge | 51.6 | 79.0 | Directional only2 vs 1 rows | Directional only |
| Agentic | 69.4 | Not measured | Not comparable2 vs 0 rows | Not comparable |
| Coding | 68.6 | Not measured | Not comparable2 vs 0 rows | Not comparable |
| Reasoning | Not measured | Not measured | Not comparable0 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.
GPQA
Knowledge
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
- o1-pro
- $0.45
- Fits in one request
Inkling has the lower modeled cost
Costs use the listed standard API rates.
Repository review
50K fresh input + 3K output tokens
- Inkling
- $0.10754
- Fits in one request
- o1-pro
- $9.30
- Fits in one request
Inkling has the lower modeled cost
Costs use the listed standard API rates.
Cache-heavy agent loop
200K cached + 20K fresh input + 10K output tokens
- Inkling
- $0.159
- Fits in one request
- o1-pro
- $39.00
- Does not fit in one request
- Cached input priced at the published list-input rate
o1-pro does not fit this workload in one request. o1-pro has no published cached-input rate, so cached tokens use its listed input rate.
Specification differences
Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.
SpecificationInklingo1-pro
Context window
Maximum documented context; output-token limits may be lower.
Inkling
1M
o1-pro
200K
API model ID
Inkling
Not sourced
o1-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
$0.374 per 1M cached input tokens
o1-pro
Not published
Documented inputs
Inkling
Not sourced
o1-pro
Not sourced
Documented outputs
Inkling
Not sourced
o1-pro
Not sourced
Provider availability
Inkling
Not sourced
o1-pro
Not sourced
Reasoning profile
Inkling
Hybrid
o1-pro
Reasoning
Weight access
Inkling
Open Weight
o1-pro
Proprietary
License
Inkling
Open Weight
o1-pro
Proprietary
Release date
Inkling
2026-07-15
o1-pro
2024-12-01
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
- Inkling has the higher public score, 67.02 versus 46.25, and the 90% score intervals do not overlap.
- Workload cost
- Repository review: $0.10754 vs $9.30. Cache-heavy agent loop: $0.159 vs $39.00.
- 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.
Frequently asked questions
Which is better, Inkling or o1-pro?
Inkling has the higher public score, 67.02 versus 46.25, and the 90% score intervals do not overlap. That is the clearest overall quality signal in the current public data.
Which is better for coding, Inkling or o1-pro?
The published evidence does not provide a shared weighted coding basis for both models, so BenchLM does not name a coding winner.
Which is better for agentic tasks, Inkling or o1-pro?
The published evidence does not provide a shared weighted agentic tasks basis for both models, so BenchLM does not name a agentic tasks winner.
Which costs less, Inkling or o1-pro?
For the stated presets, chat costs $0.00421 on Inkling and $0.45 on o1-pro; repository review costs $0.10754 and $9.30; the cache-heavy agent loop costs $0.159 and $39.00. o1-pro does not fit this workload in one request. o1-pro has no published cached-input rate, so cached tokens use its listed input rate.
Which has the larger context window, Inkling or o1-pro?
Inkling has the larger documented context window: 1M, compared with 200K.
Related comparisons
Last updated August 29, 2026
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