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Inkling (low) vs Grok 4.7 (xhigh)

Inkling (low) leads on average score with 6.8 vs 6.7. Inkling (low) has the lower benchmark cost at $0.293 vs $3.398. Inkling (low) is faster at 6.81s vs 123.96s, with pass rates of 56.5% vs 73.9%.

Last updated at: 2026-10-16

Compared models

Rank
#198
Total Output Tokens
22,037
Response Time (avg)
6.81s
Total Cost
$0.293
Rank
#203
Total Output Tokens
572,315
Response Time (avg)
123.96s
Total Cost
$3.398
Recommended model Inkling (low)

It has the best score here (6.8), while costing about 11.6x less than Grok 4.7 (xhigh).

Detailed comparison

Metric Inkling Inkling low Release: 2026-07-18 Free Available Grok 4.7 Grok 4.7 xhigh Release: 2026-09-21
Score 6.8 6.7
Rank #198 #203
Reliability 10.0 9.7
Consistency 8.6 7.8
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 56.5% 73.9%
Flaky tests 4 6
Total Runs 69 69
Cost per result 2.756 24.272
Total Cost $0.293 $3.398
Input Price $0.950 / 1M $2.000 / 1M
Output Price $4.050 / 1M $6.000 / 1M
Cache Read Price $0.160 / 1M $0.500 / 1M
Cache Write Price N/A N/A
Total Input Tokens 213,901 310,049
Output Tokens 9,623 6,094
Reasoning Tokens 12,414 566,221
Response Time (avg) 6.81s 123.96s
Response Time (max) 44.24s 775.64s
Response Time (total) 156.70s 2851.07s
Parameters 975B total (41B active) ~1.7T total (~170B active)
Availability Open source Closed

Cache prices apply to input tokens. Reads reuse cached prompts; writes store them and can cost extra. Output tokens use the output price.

Model generation showcase

Hamster playing table tennis

Prompt: Create a detailed SVG illustration of a hamster playing table tennis.

#198 Thinking Machines: Inkling

low
Cost
$0.002
Time
6.1s
Tokens
502 tok

#203 SpaceXAI: Grok 4.7

xhigh
Cost
$0.235
Time
544.2s
Tokens
39,247 tok

Top Models by Score

Score vs Total Cost

Response Time (avg)

Score vs Response Time (avg)

Total Output Tokens

Score vs Total Output Tokens

Category Breakdown

Coding Score Consistency Attempt pass rate Flaky tests Tests Correct Response Time (avg) Input Tokens Output Tokens Reasoning Tokens
Inkling 5.1 7.2 22.2% 1 8.71s 7,374 355 4,961
Grok 4.7 5.3 4.5 55.6% 2 414.53s 10,168 327 256,935

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