Inkling (medium) vs Grok 4.7 (low)

Compared models

Recommended model Inkling (medium)

It has the best score here (8.0), while costing about 3.4x less than Grok 4.7 (low).

Metric	Inkling Inkling medium Release: 2026-07-18	Grok 4.7 Grok 4.7 low Release: 2026-09-21

Metric	Inkling Inkling medium Release: 2026-07-18	Grok 4.7 Grok 4.7 low Release: 2026-09-21
Score	8.0	7.9
Rank	#79	#81
Reliability	10.0	10.0
Consistency	8.5	8.3
Attempts	66/66	66/66
Tests Correct
Attempt pass rate	75.8%	77.3%
Flaky tests	4	5
Total Runs	66	66
Cost per result	2.551	9.422
Total Cost	$0.383	$1.320
Input Price	$1.000 / 1M	$1.600 / 1M
Output Price	$4.050 / 1M	$4.800 / 1M
Total Input Tokens	124,062	128,832
Output Tokens	12,190	6,840
Reasoning Tokens	51,652	225,008
Response Time (avg)	15.66s	59.02s
Response Time (max)	85.12s	389.63s
Response Time (total)	344.52s	1298.42s
Parameters	975B total (41B active)	~1.7T total (~170B active)
Availability	Open source	Closed

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

medium

low

Category:

Anti-AI Tricks	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	8.7	9.5	75.0%	0		6.49s	645	333	3,091
Grok 4.7	10.0	10.0	100.0%	0		9.92s	2,991	94	7,306

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	8.4	7.4	88.9%	1		189.08s	9,579	346	99,053

Combined	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	7.3	5.8	83.3%	1		41.15s	98,542	10,088	4,626
Grok 4.7	7.3	5.8	83.3%	1		31.17s	90,114	5,684	6,430

Data parsing and extraction	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	10.0	10.0	100.0%	0		3.60s	7,068	216	813
Grok 4.7	10.0	10.0	100.0%	0		4.88s	8,937	225	2,050

Domain specific	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	5.3	7.2	44.4%	1		31.59s	804	69	18,378
Grok 4.7	5.3	10.0	33.3%	0		159.09s	2,523	17	84,957

General Intelligence	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	10.0	10.0	100.0%	0		4.65s	501	170	699
Grok 4.7	4.1	2.7	33.3%	1		11.32s	1,077	75	2,060

Instructions following	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	9.8	10.0	100.0%	0		6.17s	708	93	1,886
Grok 4.7	8.4	6.9	83.3%	1		6.19s	1,857	57	2,559

Puzzle Solving	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	10.0	10.0	100.0%	0		5.18s	714	370	2,310
Grok 4.7	8.2	7.2	88.9%	1		12.45s	2,430	151	6,628

Tool Calling	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	3.0	10.0	0.0%	0		4.48s	7,487	296	298
Grok 4.7	10.0	10.0	100.0%	0		4.26s	8,535	174	336

Trivia	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	2.8	1.6	33.3%	1		21.69s	219	30	5,094
Grok 4.7	3.0	10.0	0.0%	0		76.84s	789	17	13,629

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