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Inkling (medium) vs Grok 4.7 (medium)

Inkling (medium) leads on average score with 7.4 vs 7.3. Inkling (medium) has the lower benchmark cost at $0.527 vs $2.938. Inkling (medium) is faster at 16.98s vs 117.65s, with pass rates of 75.4% vs 78.3%.

Last updated at: 2026-10-16

Compared models

Rank
#156
Total Output Tokens
69,605
Response Time (avg)
16.98s
Total Cost
$0.527
Rank
#160
Total Output Tokens
474,745
Response Time (avg)
117.65s
Total Cost
$2.938
Recommended model Inkling (medium)

It has the best score here (7.4), while costing about 5.6x less than Grok 4.7 (medium).

Detailed comparison

Metric Inkling Inkling medium Release: 2026-07-18 Free Available Grok 4.7 Grok 4.7 medium Release: 2026-09-21
Score 7.4 7.3
Rank #156 #160
Reliability 10.0 9.8
Consistency 8.2 8.3
Attempts 69/69 69/69
Tests Correct
Attempt pass rate 75.4% 78.3%
Flaky tests 5 5
Total Runs 69 69
Cost per result 3.594 19.582
Total Cost $0.527 $2.938
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 257,138 326,066
Output Tokens 13,830 5,726
Reasoning Tokens 55,775 469,019
Response Time (avg) 16.98s 117.65s
Response Time (max) 85.12s 660.89s
Response Time (total) 390.45s 2706.03s
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.

#156 Thinking Machines: Inkling

medium
Cost
$0.004
Time
11.2s
Tokens
852 tok

#160 SpaceXAI: Grok 4.7

medium
Cost
$0.047
Time
132.3s
Tokens
9,954 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 8.4 7.8 77.8% 1 25.20s 7,374 525 14,457
Grok 4.7 6.6 4.6 77.8% 2 312.17s 10,266 349 172,347

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