Question 1

Who is the best AI user (ai user)?

Accepted Answer

The best AI user on the ai user SigRank leaderboard is the operator ranked #1 by Yield (Υ = cache_read × output / input²). This page shows the live ranking — operators are scored by objective token-cascade efficiency, not subjective voting. The #1 operator has the highest yield, meaning they reuse cached context most efficiently and produce the most output relative to their input.

Question 2

Who is the most efficient AI coder right now?

Accepted Answer

The most efficient AI coder right now is the #1 operator on this SigRank ai user leaderboard. Efficiency is measured by Yield (Υ = cache_read × output / input²) — a composite metric computed from signed token telemetry. The operator at the top maximizes context reuse and output while minimizing wasted input tokens.

Question 3

How are AI operators ranked on this leaderboard?

Accepted Answer

AI operators on the SigRank ai user leaderboard are ranked by Yield (Υ = cache_read × output / input²). Operators run the sigrank CLI locally, which reads four token pillars (cache_read, cache_write, input, output) and submits a signed, server-verifiable snapshot. No prompt content leaves the machine — only the four counts. The leaderboard updates as new snapshots are submitted.

Question 4

What is a user-based AI leaderboard?

Accepted Answer

A user-based AI leaderboard ranks the accounts that use AI tools, not the AI models themselves. SigRank (signalaf.com) is the first user-based AI leaderboard — it ranks AI operators by objective token-cascade efficiency (Yield, Υ). This is different from model leaderboards like LMSYS Chatbot Arena, which rank AI models by human voting. SigRank answers "who is the best AI user?" not "which model is best?"

Question 5

Is SigRank a model leaderboard or a user leaderboard?

Accepted Answer

SigRank is a user leaderboard. It ranks AI operators (the accounts using AI tools) by token-cascade efficiency, not AI models by benchmark performance. LMSYS Chatbot Arena, LiveBench, and Hugging Face Open LLM Leaderboard rank models. SigRank ranks users. If you want to know which model is best, use LMSYS. If you want to know who is the best AI user, use SigRank.

IDENTITY & SCALE					CASCADE YIELD					COMPOSITION & COST			ACTIVITY
RANK	OPERATOR + TREND			ⓘ									LAST
▲1RAW #3 Υ PERFORMANCE RANK #1 ALTERNATE RANK RAW #3	Kabir Acharya @Kabir4charya · POWER I◍ Sydney, Australia	51.5B	14.1M	10.71	64,332,268.38	0.998	495.04	129,952.6×	5.11	129953:1:495.0	33,217.15	$0.42	10/11/26
▲2RAW #14 Υ PERFORMANCE RANK #2 ALTERNATE RANK RAW #14	H82 @h82 · REFINER III	1.4B	381.2K	9.14	3,273,474.18	0.992	126.29	25,920.1×	4.41	25920:1:126.3	6,655.67	$0.44	07/16/26
▲3RAW #18 Υ PERFORMANCE RANK #3 ALTERNATE RANK RAW #18	KKarthikeyan KK @kk_spartans · IGNITER I◍ Chennai, India	322.1M	88.2K	8.51	976,944.23	0.983	58.20	16,785.7×	4.22	16786:1:58.2	4,428.17	$0.52	07/26/26
4RAW #16 Υ PERFORMANCE RANK #4 ALTERNATE RANK RAW #16	plaette @plaette91 · IGNITER I	418.0M	—	8.62	299,028.20	0.962	25.34	11,799.9×	4.07	11800:1:25.3	3,001.82	$0.38	07/24/26
5RAW #12 Υ PERFORMANCE RANK #5 ALTERNATE RANK RAW #12	ssignal-550d42ee22 signal-550d42ee22 · SEEKER II	5.2B	1.4M	9.72	24,521.49	0.892	8.23	2,979.1×	3.47	2979:1:8.2	761.47	$0.41	07/14/26
6RAW #4 Υ PERFORMANCE RANK #6 ALTERNATE RANK RAW #4	Anagh Kumar Baranwal signal-148d593199 · POWER I◍ India	42.2B	11.6M	10.63	19,081.94	0.920	11.45	1,667.3×	3.22	1667:1:11.4	441.87	$0.57	08/03/26
7RAW #7 Υ PERFORMANCE RANK #7 ALTERNATE RANK RAW #7	Jan-Stefan Janetzky signal-c0de0d1f7c · BASE I	14.9B	—	10.17	11,691.64	0.894	8.48	1,379.1×	3.14	1379:1:8.5	355.50	$0.47	07/25/26
8RAW #2 Υ PERFORMANCE RANK #8 ALTERNATE RANK RAW #2	GwangHoonMoon @ashmoonori · POWER I◍ Seoul, ROK	52.4B	14.4M	10.72	10,004.59	0.857	6.01	1,663.8×	3.22	1664:1:6.0	430.09	$0.45	09/10/26
9RAW #10 Υ PERFORMANCE RANK #9 ALTERNATE RANK RAW #10	Nikita Reshetnik signal-4416aa277e · SEEKER I	6.0B	1.6M	9.78	1,833.89	0.784	3.62	506.6×	2.70	507:1:3.6	136.21	$0.62	07/15/26
10RAW #1 Υ PERFORMANCE RANK #10 ALTERNATE RANK RAW #1	MO§ES™ @SunrisesIllNeverSee · POWER I◍ us	59.3B	16.2M	10.77	590.82	0.605	1.53	386.0×	2.59	386:1:1.5	101.80	$0.53	10/13/26
11RAW #8 Υ PERFORMANCE RANK #11 ALTERNATE RANK RAW #8	Zach Lagden @zachlagden · BASE III	9.2B	2.5M	9.96	221.71	0.518	1.07	206.4×	2.31	206:1:1.1	54.00	$0.52	07/19/26
12RAW #22 Υ PERFORMANCE RANK #12 ALTERNATE RANK RAW #22	George signal-7f108d1f96 · IGNITER III	17.1M	4.7K	7.23	79.40	0.471	0.89	89.1×	1.95	89:1:0.89	24.29	$0.71	08/07/26
13RAW #5 Υ PERFORMANCE RANK #13 ALTERNATE RANK RAW #5	Lakshmi Narayanan G @glnarayanan · POWER II	32.6B	8.9M	10.51	66.46	0.334	0.50	132.4×	2.12	132:1:0.50	34.05	$0.46	07/31/26
14RAW #17 Υ PERFORMANCE RANK #14 ALTERNATE RANK RAW #17	yopi @withuscpa1212 · IGNITER I	409.0M	112.0K	8.61	56.06	0.333	0.50	112.1×	2.05	112:1:0.50	29.35	$0.52	07/22/26
15RAW #9 Υ PERFORMANCE RANK #15 ALTERNATE RANK RAW #9	kr-yeon signal-51c11cb75e · SEEKER I	7.7B	2.1M	9.88	46.06	0.333	0.50	92.1×	1.96	92:1:0.50	24.01	$0.52	07/21/26
16RAW #19 Υ PERFORMANCE RANK #16 ALTERNATE RANK RAW #19	Geosimar G. signal-ff39a3d631 · IGNITER II	146.6M	40.2K	8.17	30.42	0.333	0.50	60.8×	1.78	61:1:0.50	17.83	$0.92	07/15/26
17RAW #20 Υ PERFORMANCE RANK #17 ALTERNATE RANK RAW #20	tHeSiD @tHeSiD · IGNITER III◍ Hyderabad, India	71.0M	19.4K	7.85	28.52	0.333	0.50	57.0×	1.76	57:1:0.50	14.91	$0.59	07/15/26
18RAW #11 Υ PERFORMANCE RANK #18 ALTERNATE RANK RAW #11	Dai Nguyen Ba @it-dainb · SEEKER I	5.8B	1.6M	9.76	1.38	0.069	0.07	18.6×	1.27	19:1:0.07	4.91	$0.64	07/30/26
19RAW #15 Υ PERFORMANCE RANK #19 ALTERNATE RANK RAW #15	崔鹏飞 Cui Pengfei signal-d95ef1bc20 · BEARER III	482.1M	—	8.68	0.53	0.057	0.06	8.7×	0.94	9:1:0.06	2.21	$0.68	07/15/26
20RAW #21 Υ PERFORMANCE RANK #20 ALTERNATE RANK RAW #21	Gioxa signal-5129d72861 · IGNITER III	22.2M	—	7.35	0.04	0.033	0.03	1.1×	0.04	1:1:0.03	0.35	$2.01	07/23/26
21RAW #13 Υ PERFORMANCE RANK #21 ALTERNATE RANK RAW #13	signal-25b6e106df signal-25b6e106df · SEEKER III	3.9B	1.1M	9.59	0.01	0.007	0.01	1.5×	0.17	1:1:0.01	0.40	$1.55	07/16/26
22RAW #6 Υ PERFORMANCE RANK #22 ALTERNATE RANK RAW #6	DirtyData signal-468408d933 · BASE I	16.2B	4.4M	—	—	0.015	0.02	—	—	3:1:0.02	0.67	$1.10	08/09/26

Global AI Operator Leaderboard