Inkling (medium) vs Grok 4.7 (low)

Compared models

Rank: #168
Total Output Tokens: 69,605
Response Time (avg): 16.98s
Total Cost: $0.527

Rank: #165
Total Output Tokens: 255,329
Response Time (avg): 63.19s
Total Cost: $1.933

Recommended model Inkling (medium)

It has the best score here (7.4), while costing about 3.7x less than Grok 4.7 (low).

Detailed comparison

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

Metric	Inkling Inkling medium Release: 2026-07-18 Free Available	Grok 4.7 Grok 4.7 low Release: 2026-09-21
Score	7.4	7.4
Rank	#168	#165
Reliability	10.0	10.0
Consistency	8.2	8.3
Attempts	69/69	69/69
Tests Correct
Attempt pass rate	75.4%	73.9%
Flaky tests	5	5
Total Runs	69	69
Cost per result	3.594	13.804
Total Cost	$0.527	$1.933
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	365,119
Output Tokens	13,830	8,118
Reasoning Tokens	55,775	247,211
Response Time (avg)	16.98s	63.19s
Response Time (max)	85.12s	389.63s
Response Time (total)	390.45s	1453.28s
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.

#168 Thinking Machines: Inkling

medium

Cost: $0.004
Time: 11.2s
Tokens: 852 tok

#165 SpaceXAI: Grok 4.7

low

Cost: $0.007
Time: 15.2s
Tokens: 1,537 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

Category:

Agentic	Score	Consistency	Attempt pass rate	Flaky tests	Tests Correct	Response Time (avg)	Input Tokens	Output Tokens	Reasoning Tokens
Inkling	4.7	1.6	66.7%	1		45.93s	133,076	1,640	4,123
Grok 4.7	5.0	10.0	0.0%	0		154.86s	236,287	1,278	22,203

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

Switch Comparison Pair

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