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o1-pro vs Inkling

o1-pro

OpenAI

73#93
vs
Inkling

thinkingmachines

73#94
Signal-by-Signal Comparison
Signalo1-proDeltaInkling
Capabilities
83
+17
67
Benchmarks
77
+4
72
Pricing
5
-91
96
Context window size
76
-10
86
Recency
45
-55
100
Output Capacity
83
+63
20
Overall Result
3 wins
of 6
3 wins
It's a tie - both models win 3 signals each

Score History

Score History (22 data points)
o1-proInkling
o1-pro

73.2

current score

Leader

o1-pro

right now

Inkling

72.6

current score

LMMarketCap.com
Interactive Price Comparison
100Kcalls/month
1,000tokens (~1,333 chars)
500tokens (~667 chars)

o1-pro

OpenAI

Per request$0.450000
Daily$1500.00
Monthly$45000.00
Annual$540000.00

Inkling

thinkingmachines

Best Value
Per request$0.003025
Daily$10.08
Monthly$302.50
Annual$3630.00

Inkling saves you $44697.50/month

That's $536370.00/year compared to o1-pro at your current usage level of 100K calls/month.

99% cheaper
Choose Inkling for cost optimization

o1-pro pricing:
Input:$150.00/M tokens
Output:$600.00/M tokens
Inkling pricing:
Input:$1.00/M tokens
Output:$4.05/M tokens
Winner
o1-pro

OpenAI

73

Composite Score

Inkling

thinkingmachines

73

Composite Score

Signal-by-Signal Comparison
Metrico1-proInklingWinner
Overall Score
73
73
o1-pro
Rank#93#94
o1-pro
Quality Rank#93#94
o1-pro
Adoption Rank#93#94
o1-pro
Parameters------
Context Window200K1049K
Inkling
Pricing$150.00/$600.00/M$1.00/$4.05/M--
Signal Scores
Capabilities
83
67
o1-pro
Benchmarks
77
72
o1-pro
Pricing
5
96
Inkling
Context window size
76
86
Inkling
Recency
45
100
Inkling
Output Capacity
83
20
o1-pro
Benchmark Head-to-Head(12 benchmarks)
o1-pro: 0Inkling: 1
o1-pro
Inkling
Normalized 0-100%
MMLU
91.8%-
MMLU-Pro
80.3%-
GPQA Diamond
78%-
MATH-500
96.4%-
HumanEval
92.4%-
SWE-bench Verified
48.9%-
AIME 2024
83.3%-
IFEval
86.5%-
BBH
89%-
Arena Elo
13501441
HLE
8.12%-
BigCodeBench
32.4%-
Benchmark Interpretation

Our score (0-100) is driven by benchmark performance (90%) from Arena Elo ratings, MMLU, GPQA, HumanEval, SWE-bench, and 15+ standardized evaluations. Capabilities and context window serve as tiebreakers (10%). Learn more about our methodology.

o1-proStrong Performer

Scores 73/100 (rank #93), placing it in the top 68% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100
InklingStrong Performer

Scores 73/100 (rank #94), placing it in the top 68% of all 290 models tracked.

Raw Quality0/100
Cost Efficiency0/100
Speed0/100

With only a 1-point gap, these models are in the same performance tier. The practical difference in output quality is minimal - your choice should depend on pricing, latency requirements, and specific feature needs.

When to Use Each Model

Choose o1-pro when you need:

  • Step-by-step reasoning and chain-of-thought problem solving

Choose Inkling when you need:

  • High-volume production workloads where API costs must be minimized
  • Processing long documents or large codebases (1049K token context)
  • Agentic applications using tool/function calling
  • Step-by-step reasoning and chain-of-thought problem solving
  • Self-hosted deployments where you need full control over the model
Cost-Performance Analysis
o1-pro
Input cost$150.00/M tokens
Output cost$600.00/M tokens
Cost per quality point$10.246
Est. monthly (1M tokens/day)$11250.00
InklingBest Value
Input cost$1.00/M tokens
Output cost$4.05/M tokens
Cost per quality point$0.070
Est. monthly (1M tokens/day)$75.75

Inkling offers 99% better value per quality point. At 1M tokens/day, you'd spend $75.75/month with Inkling vs $11250.00/month with o1-pro - a $11174.25 monthly difference.

Latency & Speed
o1-proFaster
Speed score0/100
Inkling
Speed score0/100

Both models have comparable response speeds. For most applications, the latency difference is negligible.

When latency matters most: Interactive chatbots, IDE code completion, real-time translation, and user-facing applications where response time directly impacts experience. For batch processing, background summarization, or offline analysis, latency is less critical.

Example Use Cases

Code generation & review

Based on overall model capabilities and architecture for coding tasks like generating functions, debugging, and refactoring

o1-pro

Customer support chatbot

Suitable for user-facing chat with competitive response times. Inkling also offers lower per-token costs for high-volume support

o1-pro

Long document analysis

Larger context window (1049K tokens) can process longer documents, contracts, and research papers in a single pass

Inkling

Batch data extraction

Lower output pricing ($4.05/M) reduces costs when processing thousands of records daily

Inkling

Creative writing & content

Higher overall composite score (73/100) correlates with better nuance, coherence, and style in long-form content

o1-pro

Image understanding & OCR

Supports vision input - can analyze screenshots, diagrams, photos, and scanned documents directly

o1-pro
Which Should You Choose?
Our recommendation:
o1-pro

o1-pro and Inkling are extremely close in overall performance (only 0.6000000000000085 points apart). Your best choice depends entirely on which specific strengths matter most for your use case.

o1-pro
Recommended

by OpenAI

  • Choose for Quality - Marginally better benchmark scores; both are excellent
  • Choose for Reliability - Higher uptime and faster response speeds
  • Choose for Prototyping - Stronger community support and better developer experience
  • Choose for Production - Wider enterprise adoption and proven at scale

by thinkingmachines

  • Choose for Cost - 99% lower pricing; better value at scale
Capability Comparison
Capabilityo1-proInkling
Vision (Image Input)
Function Callingdiffers
Streaming
JSON Modediffers
Reasoning
Web Searchdiffers
Image Output
Monthly Cost Calculator
1,000tokens (600 in / 400 out)
100requests/day (3,000/month)

o1-pro

OpenAI

$990.00
estimated monthly cost

Inkling

thinkingmachines

Best Value
$6.66
estimated monthly cost

Inkling saves you $983.34/month

That's 99% cheaper than o1-pro at 1,000 tokens/request and 100 requests/day.

Assumes 60% input / 40% output token ratio per request. Actual costs may vary based on your usage pattern.

Parameters & Context
Parametero1-proInkling
Context Window200K1.0M
Max Output Tokens100,000--
Open SourceNoYes
CreatedMar 19, 2025Jul 17, 2026
Last updated: 35m ago

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o1-pro vs Inkling (2026) | LM Market Cap