Cambent Token Index · Methodology · Index API

The TKX

Name: Cambent TKX Classification rankings
Creator: Cambent

The benchmark for the cost of AI capability. One fixed scoring recipe, tracked over time, measuring what a unit of standardized intelligence costs across open and closed models.

THE CAMBENT TOKEN INDEXAs of Nov 13, 2026 · Source: Cambent TKX · Baseline 100 = Aug 4, 2026

Official index

TKX (GENERAL)

116.2

as of Nov 13, 2026

+16.2% vs Aug 4, 2026 baseline · lower cost

TKX Open

99.1

as of Nov 13, 2026

−0.9% vs Aug 4, 2026 baseline · higher cost

TKX Frontier

122.3

as of Nov 13, 2026

+22.3% vs Aug 4, 2026 baseline · lower cost

Cambent Curve

A higher TKX means AI capability costs less.

Observed history

Nov 13, 2026: TKX 116.19 · TKX Open 99.09 · TKX Frontier 122.26.

Published readings since Aug 4, 2026.

The line starts at the published baseline of 100 on Aug 4, 2026. Later points are published readings.

Date	TKX	TKX Open	TKX Frontier
Aug 4, 2026	100	100	100
Aug 5, 2026	100.12	98.71	100.27
Aug 7, 2026	100.12	98.71	100.27
Aug 8, 2026	100.12	98.71	100.27
Aug 9, 2026	100.12	98.71	100.27
Aug 10, 2026	100.12	98.71	100.27
Aug 11, 2026	100.19	98.41	100.37
Aug 12, 2026	100.19	98.41	100.37
Aug 13, 2026	100.19	98.41	100.37
Aug 14, 2026	100.19	98.41	100.37
Aug 15, 2026	100.19	98.41	100.37
Aug 16, 2026	100.19	98.41	100.37
Aug 17, 2026	100.19	98.41	100.37
Aug 18, 2026	100.19	98.41	100.37
Aug 19, 2026	100.19	98.41	100.37
Aug 20, 2026	100.19	98.41	100.37
Aug 21, 2026	99.84	93.65	100.37
Aug 22, 2026	99.84	93.65	100.37
Aug 23, 2026	99.84	93.65	100.37
Aug 24, 2026	99.84	93.65	100.37
Aug 25, 2026	99.84	93.65	100.37
Aug 26, 2026	99.84	93.65	100.37
Aug 28, 2026	99.84	93.65	100.37
Aug 29, 2026	99.84	93.65	100.37
Aug 30, 2026	99.84	93.65	100.37
Aug 31, 2026	99.84	93.65	100.37
Sep 2, 2026	99.84	93.65	100.37
Sep 3, 2026	99.84	93.65	100.37
Sep 4, 2026	99.84	93.65	100.37
Sep 5, 2026	99.84	93.65	100.37
Sep 6, 2026	99.84	93.65	100.37
Sep 7, 2026	99.84	93.65	100.37
Sep 8, 2026	99.84	93.65	100.37
Sep 9, 2026	99.84	93.65	100.37
Sep 10, 2026	99.84	93.65	100.37
Sep 11, 2026	102.1	123.02	100.14
Sep 12, 2026	102.1	123.02	100.14
Sep 13, 2026	102.1	123.02	100.14
Sep 15, 2026	102.1	123.02	100.14
Sep 16, 2026	100.98	107.67	100.14
Sep 17, 2026	100.98	107.67	100.14
Sep 18, 2026	100.98	107.67	100.14
Sep 21, 2026	100.98	107.67	100.14
Sep 22, 2026	100.98	107.67	100.14
Sep 24, 2026	100.98	107.67	100.14
Sep 25, 2026	100.98	107.67	100.14
Sep 29, 2026	100.98	107.67	100.14
Oct 2, 2026	102	107.67	100.14
Oct 5, 2026	102	107.67	100.14
Oct 6, 2026	102	107.67	100.14
Oct 8, 2026	102	107.67	100.14
Oct 9, 2026	102	107.67	100.14
Oct 10, 2026	102	107.67	100.14
Oct 11, 2026	102	107.67	100.14
Oct 12, 2026	102	107.67	100.14
Oct 13, 2026	102	107.67	100.14
Oct 14, 2026	102	107.67	100.14
Oct 15, 2026	102	107.67	100.14
Oct 16, 2026	102	107.67	100.14
Oct 17, 2026	102	107.67	100.14
Oct 18, 2026	102	107.67	100.14
Oct 19, 2026	102	107.67	100.14
Oct 20, 2026	102	107.67	100.14
Oct 21, 2026	102	107.67	100.14
Oct 22, 2026	102	107.67	100.14
Oct 23, 2026	102	107.67	100.14
Oct 24, 2026	102	107.67	100.14
Oct 25, 2026	102	107.67	100.14
Oct 26, 2026	102	107.67	100.14
Oct 27, 2026	106.06	109.78	100.14
Oct 28, 2026	108.12	99.09	100.14
Oct 29, 2026	109.32	99.09	104.4
Oct 30, 2026	110.74	99.09	108.68
Oct 31, 2026	112.57	99.09	113.53
Nov 1, 2026	116.19	99.09	122.26
Nov 2, 2026	116.19	99.09	122.26
Nov 3, 2026	116.19	99.09	122.26
Nov 4, 2026	116.19	99.09	122.26
Nov 5, 2026	116.19	99.09	122.26
Nov 6, 2026	116.19	99.09	122.26
Nov 7, 2026	116.19	99.09	122.26
Nov 8, 2026	116.19	99.09	122.26
Nov 9, 2026	116.19	99.09	122.26
Nov 10, 2026	116.19	99.09	122.26
Nov 11, 2026	116.19	99.09	122.26
Nov 12, 2026	116.19	99.09	122.26
Nov 13, 2026	116.19	99.09	122.26

As of Nov 13, 2026, the TKX is 116.2, meaning a unit of AI capability is cheaper than the Aug 4, 2026 baseline of 100.

Why TKX moved today

Positive contributions raised the TKX (lower cost); negative contributions lowered it (higher cost).

No price or score changes on Nov 13, 2026. The TKX reading is unchanged.

Net change: 0.00 points.

How today's move was built

Example moves

No live moves today. Showing a worked example of how a published move is explained. These rows are examples, separate from today's official reading.

Aug 24, 2026Example price cutPrice change: $5 in, $25 out to $4 in, $20 outCapability scores unchanged.Contribution to TKX: +20.55 points, lower cost
Aug 25, 2026Example: price and scores unchanged. Its share of the index can still move when the rest of the basket changes.Price change: unchanged ($2 in, $6 out)Capability scores: reasoning 84, code 84, extraction 84, classification 84.
Aug 26, 2026Example: price and scores unchanged. Its share of the index can still move when the rest of the basket changes.Price change: unchanged ($2 in, $6 out)Capability scores: reasoning 84, code 84, extraction 84, classification 84.Contribution to TKX: −5.63 points, higher cost

Example total: +14.92 points (lower cost).

Provisional market impact

Cost / capability frontier

Up and to the left is more capability at a lower price. Vertical: composite capability, 0–100. Horizontal: blended price, $ per million tokens.

From Aug 4, 2026 to Nov 13, 2026, the highest frontier point moved up and left: GPT-5.5 at capability 93.75 and $23.75/M (Provisional) to Claude Opus 5 at capability 96.00 and $20.00/M (Grounded).

Aug 4, 2026Nov 13, 2026

Date Nov 13, 2026

Nov 13, 2026. Published basket for that date. 22 published points. 6 on the frontier.

Models on this date

1. DeepSeek V3.2. Capability 89.20. Cost $0.35/M. Partially grounded.
2. GLM-5.3 Flash. Capability 91.70. Cost $0.4125/M. Grounded.
3. DeepSeek V4 Pro. Capability 93.30. Cost $1.65/M. Grounded.
4. Gemini 3.8 Flash. Capability 94.40. Cost $3.00/M. Grounded.
5. Grok 4.6. Capability 94.90. Cost $5.00/M. Grounded.
6. Claude Opus 5. Capability 96.00. Cost $20.00/M. Grounded.

Published basket

Y axis: capability, composite quality from 0 to 100. Higher is more capable. X axis: cost, blended dollars per million tokens. Lower is cheaper.

New published basket points on the later frontier: GLM-5.3 Flash, DeepSeek V4 Pro, Gemini 3.8 Flash, Grok 4.6, Claude Opus 5. Scores come from the published basket for that date.

The slider has one stop per published basket that stores both a price and task scores. Days that store the index level without this scatter are not filled in.

The frontier links the models where no other model offers higher capability at a lower cost. Grounded: scores from named published sources. Partially grounded and Provisional: named source pending; marked on each point.

Published basket points by date. Capability is composite quality. Cost is blended dollars per million tokens.
Date	Model	Capability	Cost	Label	Frontier
Aug 4, 2026	Claude Opus 4.8	88.80	$20.00	Grounded	no
Aug 4, 2026	Claude Sonnet 4.6	88.60	$12.00	Provisional	no
Aug 4, 2026	Cohere Command A	78.60	$8.125	Provisional	no
Aug 4, 2026	Cohere Command R	74.00	$0.4875	Provisional	no
Aug 4, 2026	DeepSeek V3.2	89.20	$0.37	Grounded	yes
Aug 4, 2026	Gemini 3 Flash	77.65	$2.375	Provisional	no
Aug 4, 2026	Gemini 3.1 Pro	90.20	$9.50	Provisional	yes
Aug 4, 2026	GLM-5	83.60	$0.725	Provisional	no
Aug 4, 2026	GPT-5.4	88.55	$11.875	Provisional	no
Aug 4, 2026	GPT-5.5	93.75	$23.75	Provisional	yes
Aug 4, 2026	Grok 4.3	71.40	$0.425	Provisional	no
Aug 4, 2026	Kimi K2.5	85.30	$1.9125	Provisional	no
Aug 4, 2026	Llama 4.1 405B	86.10	$0.90	Provisional	no
Aug 4, 2026	Llama 4.1 70B	72.80	$0.235	Provisional	yes
Aug 4, 2026	Mistral Large 3	82.00	$1.25	Provisional	no
Aug 4, 2026	Qwen 3 235B	83.15	$0.715	Provisional	no
Nov 13, 2026	Claude Opus 4.8	89.70	$20.00	Grounded	no
Nov 13, 2026	Claude Opus 5	96.00	$20.00	Grounded	yes
Nov 13, 2026	Claude Sonnet 4.6	89.20	$12.00	Partially grounded	no
Nov 13, 2026	Claude Sonnet 5	91.80	$8.00	Grounded	no
Nov 13, 2026	Cohere Command A	78.60	$8.125	Provisional	no
Nov 13, 2026	DeepSeek V3.2	89.20	$0.35	Partially grounded	yes
Nov 13, 2026	DeepSeek V4 Pro	93.30	$1.65	Grounded	yes
Nov 13, 2026	GLM-5	80.30	$2.65	Partially grounded	no
Nov 13, 2026	GLM-5.3	92.30	$3.65	Grounded	no
Nov 13, 2026	GLM-5.3 Flash	91.70	$0.4125	Grounded	yes
Nov 13, 2026	GPT-5.4	88.55	$11.875	Provisional	no
Nov 13, 2026	GPT-5.5	93.00	$23.75	Grounded	no
Nov 13, 2026	GPT-5.6 Sol	94.30	$16.00	Grounded	no
Nov 13, 2026	Gemini 3 Flash	77.65	$2.375	Provisional	no
Nov 13, 2026	Gemini 3.1 Pro	90.20	$9.50	Provisional	no
Nov 13, 2026	Gemini 3.8 Flash	94.40	$3.00	Grounded	yes
Nov 13, 2026	Grok 4.3	71.40	$2.1875	Provisional	no
Nov 13, 2026	Grok 4.6	94.90	$5.00	Grounded	yes
Nov 13, 2026	Kimi K2.5	83.20	$2.225	Partially grounded	no
Nov 13, 2026	Kimi K3	93.90	$12.00	Grounded	no
Nov 13, 2026	Mistral Large 3	80.80	$1.25	Partially grounded	no
Nov 13, 2026	Muse Spark 1.3	93.20	$3.50	Partially grounded	no

Every published basket member on these dates has a price and task scores. Models without those scores are omitted. No grades were filled in.

Generation slopes

Up and to the left is more capability at a lower price. Vertical: composite capability, 0–100. Horizontal: blended price, $ per million tokens.

A headline percent is published only when both ends are in the published basket, both have a price and task scores, and both are Grounded. If either end lacks grounded quality or price, the pair is omitted or marked Provisional.

Generation slopes appear once a model and its successor are both in the index.

Frontier / Open: frontier capability costs 2.8x the open-weight equivalent, on the published value score.

TKXOpenFrontierMembershipRelease

Each line shows change from its own Aug 4, 2026 baseline of 100. For the relative cost of frontier and open-weight capability, see the Frontier/Open ratio.

Reading history

Oct 2, 2026Claude Opus 5.5Price change: $5 in, $25 out to $4 in, $20 outCapability scores unchanged.

Published readings
Date	TKX	TKX Open	TKX Frontier
Aug 4, 2026	100	100	100
Aug 5, 2026	100.12	98.71	100.27
Aug 7, 2026	100.12	98.71	100.27
Aug 8, 2026	100.12	98.71	100.27
Aug 9, 2026	100.12	98.71	100.27
Aug 10, 2026	100.12	98.71	100.27
Aug 11, 2026	100.19	98.41	100.37
Aug 12, 2026	100.19	98.41	100.37
Aug 13, 2026	100.19	98.41	100.37
Aug 14, 2026	100.19	98.41	100.37
Aug 15, 2026	100.19	98.41	100.37
Aug 16, 2026	100.19	98.41	100.37
Aug 17, 2026	100.19	98.41	100.37
Aug 18, 2026	100.19	98.41	100.37
Aug 19, 2026	100.19	98.41	100.37
Aug 20, 2026	100.19	98.41	100.37
Aug 21, 2026	99.84	93.65	100.37
Aug 22, 2026	99.84	93.65	100.37
Aug 23, 2026	99.84	93.65	100.37
Aug 24, 2026	99.84	93.65	100.37
Aug 25, 2026	99.84	93.65	100.37
Aug 26, 2026	99.84	93.65	100.37
Aug 28, 2026	99.84	93.65	100.37
Aug 29, 2026	99.84	93.65	100.37
Aug 30, 2026	99.84	93.65	100.37
Aug 31, 2026	99.84	93.65	100.37
Sep 2, 2026	99.84	93.65	100.37
Sep 3, 2026	99.84	93.65	100.37
Sep 4, 2026	99.84	93.65	100.37
Sep 5, 2026	99.84	93.65	100.37
Sep 6, 2026	99.84	93.65	100.37
Sep 7, 2026	99.84	93.65	100.37
Sep 8, 2026	99.84	93.65	100.37
Sep 9, 2026	99.84	93.65	100.37
Sep 10, 2026	99.84	93.65	100.37
Sep 11, 2026	102.1	123.02	100.14
Sep 12, 2026	102.1	123.02	100.14
Sep 13, 2026	102.1	123.02	100.14
Sep 15, 2026	102.1	123.02	100.14
Sep 16, 2026	100.98	107.67	100.14
Sep 17, 2026	100.98	107.67	100.14
Sep 18, 2026	100.98	107.67	100.14
Sep 21, 2026	100.98	107.67	100.14
Sep 22, 2026	100.98	107.67	100.14
Sep 24, 2026	100.98	107.67	100.14
Sep 25, 2026	100.98	107.67	100.14
Sep 29, 2026	100.98	107.67	100.14
Oct 2, 2026	102	107.67	100.14
Oct 5, 2026	102	107.67	100.14
Oct 6, 2026	102	107.67	100.14
Oct 8, 2026	102	107.67	100.14
Oct 9, 2026	102	107.67	100.14
Oct 10, 2026	102	107.67	100.14
Oct 11, 2026	102	107.67	100.14
Oct 12, 2026	102	107.67	100.14
Oct 13, 2026	102	107.67	100.14
Oct 14, 2026	102	107.67	100.14
Oct 15, 2026	102	107.67	100.14
Oct 16, 2026	102	107.67	100.14
Oct 17, 2026	102	107.67	100.14
Oct 18, 2026	102	107.67	100.14
Oct 19, 2026	102	107.67	100.14
Oct 20, 2026	102	107.67	100.14
Oct 21, 2026	102	107.67	100.14
Oct 22, 2026	102	107.67	100.14
Oct 23, 2026	102	107.67	100.14
Oct 24, 2026	102	107.67	100.14
Oct 25, 2026	102	107.67	100.14
Oct 26, 2026	102	107.67	100.14
Oct 27, 2026	106.06	109.78	100.14
Oct 28, 2026	108.12	99.09	100.14
Oct 29, 2026	109.32	99.09	104.4
Oct 30, 2026	110.74	99.09	108.68
Oct 31, 2026	112.57	99.09	113.53
Nov 1, 2026	116.19	99.09	122.26
Nov 2, 2026	116.19	99.09	122.26
Nov 3, 2026	116.19	99.09	122.26
Nov 4, 2026	116.19	99.09	122.26
Nov 5, 2026	116.19	99.09	122.26
Nov 6, 2026	116.19	99.09	122.26
Nov 7, 2026	116.19	99.09	122.26
Nov 8, 2026	116.19	99.09	122.26
Nov 9, 2026	116.19	99.09	122.26
Nov 10, 2026	116.19	99.09	122.26
Nov 11, 2026	116.19	99.09	122.26
Nov 12, 2026	116.19	99.09	122.26
Nov 13, 2026	116.19	99.09	122.26

A higher TKX means AI capability costs less.

Aug 24, 2026: DeepSeek V4 Pro joined the TKX. Effect of model changes since launch: +3.11 index points. Published reading 99.8.
Sep 8, 2026: GLM-5.3 Flash and Gemini 3.8 Flash joined the TKX. Effect of model changes since launch: +11.57 index points. Published reading 99.8.
Sep 25, 2026: Muse Spark 1.3 joined the TKX. Effect of model changes since launch: +22.13 index points. Published reading 101.0.
Oct 23, 2026: Qwen 3 235B left the TKX and TKX Open. The published readings stayed the same. Counting its exit would have lowered the TKX by 4.21 points and TKX Open by 4.57 points, which means higher cost.
Oct 27, 2026: GLM-5.3 joined the TKX and TKX Open. It raised the TKX by 4.06 points (lower cost) and raised TKX Open by 2.11 points (lower cost). Published reading 106.1.
Oct 28, 2026: Kimi K3 joined the TKX and TKX Open. It raised the TKX by 2.06 points (lower cost) and lowered TKX Open by 10.69 points (higher cost). Published reading 108.1.
Oct 29, 2026: GPT-5.6 Sol joined the TKX and TKX Frontier. It raised the TKX by 1.20 points (lower cost) and raised TKX Frontier by 4.26 points (lower cost). Published reading 109.3.
Oct 30, 2026: Claude Opus 5 joined the TKX and TKX Frontier. It raised the TKX by 1.42 points (lower cost) and raised TKX Frontier by 4.27 points (lower cost). Published reading 110.7.
Oct 31, 2026: Claude Sonnet 5 joined the TKX and TKX Frontier. It raised the TKX by 1.83 points (lower cost) and raised TKX Frontier by 4.85 points (lower cost). Published reading 112.6.
Nov 1, 2026: Grok 4.6 joined the TKX and TKX Frontier. It raised the TKX by 3.62 points (lower cost) and raised TKX Frontier by 8.73 points (lower cost). Published reading 116.2.
Nov 3, 2026: Llama 4.1 405B and Llama 4.1 70B left the TKX and TKX Open. The published readings stayed the same. Counting their exit would have lowered the TKX by 6.39 points and TKX Open by 1.35 points, which means higher cost.
Nov 4, 2026: Cohere Command R left the TKX. The published readings stayed the same. Counting its exit would have lowered the TKX by 1.76 points, which means higher cost.

Effect of model changes

Pricing today's models directly against the launch-day models can give a different reading from the published one, because some membership changes were linked in without moving the reading. The chart and history show that gap.

100 is the launch-day level (Aug 4, 2026). Lines are published readings. Marks show days when models joined or left; tap or hover for what changed and its effect.

Nov 4, 2026: Cohere Command R left the TKX. The published readings stayed the same. Counting its exit would have lowered the TKX by 1.76 points, which means higher cost.
Nov 3, 2026: Llama 4.1 405B and Llama 4.1 70B left the TKX and TKX Open. The published readings stayed the same. Counting their exit would have lowered the TKX by 6.39 points and TKX Open by 1.35 points, which means higher cost.
Nov 1, 2026: Grok 4.6 joined the TKX and TKX Frontier. It raised the TKX by 3.62 points (lower cost) and raised TKX Frontier by 8.73 points (lower cost).

Price this against your stack →

Cite the TKX: GET /v1/index/tkx · Methodology

Correction (Oct 20, 2026): the model listed as DeepSeek V4 is now named DeepSeek V3.2, with its price and price source updated; four Claude price-source labels corrected. Index values unchanged. Read the correction notes →

How to read the TKX

Each index is set to 100 at the Aug 4, 2026 baseline and moves as prices and quality on the current members change. Composite quality follows a fixed standard workload: 30% reasoning, 30% code, 25% extraction, 15% classification. The headline basket holds general-purpose models scored across all four families; specialists rank in their task families. When a fully scored general model joins or leaves and changes what capability costs, the published reading moves by that model's effect. That day's membership move is shown separately from price and score changes. How the number is built: https://cambent.ai/methodology

Task rankings

Rankings are per task family. Each model appears in the task families where it has a score and a current price.

Every quality score is labeled Grounded, Partially grounded, or Provisional. Grounded means every score comes from published benchmark results for this exact model, and its price source's pricing page is on record. Partially grounded means the model is scored but short of Grounded: unpublished scores, a specialist scope, an independent rating, or no pricing page on record. Missing scores stay unlabeled. Provisional is the lowest source tier: models waiting for scores, or with illustrative or borrowed scores not yet traced to a dated benchmark of that exact model. Source coverage: 11 Grounded · 9 Partially grounded · 41 Provisional of 61 models

Scores are labeled by how we know them. Details → https://cambent.ai/methodology

Ranked 23 of 61 models for this task · specialist models are ranked within their own family

As of Nov 13, 2026 · Source: Cambent TKX

Reasoning rankings as of Nov 13, 2026. Source: Cambent TKX.
#	Model	Task quality	$/M	Source	Task score
1	GLM-5.3 Flash	92 Grounded	$0.41	live	100.0 Grounded
2	DeepSeek V3.2	90 Partially grounded	$0.35	listed price, awaiting confirmation against its source	97.5 Partially grounded
3	Gemini 3.7 Flash	96 Partially grounded	$3.00	live	96.1 Partially grounded
4	Gemini 3.8 Flash	96 Grounded	$3.00	live	96.1 Grounded
5	DeepSeek V4 Pro	94 Grounded	$1.65	listed price, awaiting confirmation against its source	95.9 Grounded
6	Grok 4.6	96 Grounded	$5.00	live	93.3 Grounded
7	Muse Spark 1.3	93 Partially grounded	$3.50	live	90.0 Partially grounded
8	GLM-5.3	93 Grounded	$3.65	live	89.8 Grounded
9	GPT-5.6 Sol	96 Grounded	$16.00	live	87.0 Grounded
10	Kimi K3	95 Grounded	$12.00	live	86.8 Grounded
11	Claude Opus 5	96 Grounded	$20.00	live	85.7 Grounded
12	Claude Sonnet 5	93 Grounded	$8.00	live	85.5 Grounded
13	Claude Sonnet 4.6	94 Partially grounded	$12.00	live	85.0 Partially grounded
14	GPT-5.5	95 Grounded	$23.75	live	83.1 Grounded
15	Kimi K2.5	87 Provisional	$2.22	live	82.6 Provisional
16	Gemini 3.1 Pro	91 Provisional	$9.50	live	81.2 Provisional
17	Claude Opus 4.8	92 Grounded	$20.00	live	78.8 Grounded
18	GLM-5	85 Provisional	$2.65	live	78.5 Provisional
19	GPT-5.4	90 Provisional	$11.88	live	78.3 Provisional
20	Mistral Large 3	79 Partially grounded	$1.25	live	73.5 Partially grounded
21	Gemini 3 Flash	77 Provisional	$2.38	live	67.1 Provisional
22	Cohere Command A	78 Provisional	$8.13	live	61.8 Provisional
23	Grok 4.3	71 Provisional	$2.19	live	59.4 Provisional

As of Nov 13, 2026 · Source: Cambent TKX

Code rankings as of Nov 13, 2026. Source: Cambent TKX.
#	Model	Task quality	$/M	Source	Task score
1	GLM-5.3 Flash	91 Grounded	$0.41	live	100.0 Grounded
2	DeepSeek V3.2	86 Partially grounded	$0.35	listed price, awaiting confirmation against its source	93.7 Partially grounded
3	DeepSeek V4 Pro	93 Grounded	$1.65	listed price, awaiting confirmation against its source	92.9 Grounded
4	Muse Spark 1.3	95 Partially grounded	$3.50	live	90.5 Partially grounded
5	Grok 4.6	95 Grounded	$5.00	live	87.9 Grounded
6	Gemini 3.8 Flash	92 Grounded	$3.00	live	86.9 Grounded
7	GLM-5.3	92 Grounded	$3.65	live	85.4 Grounded
8	Gemini 3.7 Flash	91 Partially grounded	$3.00	live	85.3 Partially grounded
9	Poolside Laguna Scode	73 Partially grounded	$0.18	listed price, awaiting confirmation against its source	81.4 Partially grounded
10	Kimi K3	94 Grounded	$12.00	live	79.8 Grounded
11	Claude Opus 5	96 Grounded	$20.00	live	79.2 Grounded
12	Mistral Large 3	82 Provisional	$1.25	live	78.6 Provisional
13	GPT-5.6 Sol	93 Grounded	$16.00	live	76.1 Grounded
14	Claude Sonnet 5	89 Grounded	$8.00	live	75.1 Grounded
15	Gemini 3.1 Pro	89 Provisional	$9.50	live	73.8 Provisional
16	GPT-5.4	88 Provisional	$11.88	live	70.6 Provisional
17	GPT-5.5	91 Grounded	$23.75	live	70.1 Grounded
18	Claude Sonnet 4.6	87 Partially grounded	$12.00	live	69.1 Partially grounded
19	Kimi K2.5	78 Partially grounded	$2.22	live	69.0 Partially grounded
20	Gemini 3 Flash	76 Provisional	$2.38	live	65.9 Provisional
21	GLM-5	73 Grounded	$2.65	live	61.3 Grounded
22	Claude Opus 4.8	83 Grounded	$20.00	live	59.6 Grounded
23	Grok 4.3	70 Provisional	$2.19	live	59.1 Provisional
24	Cohere Command A	73 Provisional	$8.13	live	53.0 Provisional

As of Nov 13, 2026 · Source: Cambent TKX

Extraction rankings as of Nov 13, 2026. Source: Cambent TKX.
#	Model	Task quality	$/M	Source	Task score
1	DeepSeek V3.2	91 Partially grounded	$0.35	listed price, awaiting confirmation against its source	100.0 Partially grounded
2	GLM-5.3 Flash	92 Grounded	$0.41	live	98.3 Grounded
3	DeepSeek V4 Pro	93 Grounded	$1.65	listed price, awaiting confirmation against its source	77.9 Grounded
4	Mistral Large 3	82 Provisional	$1.25	live	73.9 Provisional
5	Gemini 3.7 Flash	95 Partially grounded	$3.00	live	70.4 Partially grounded
6	Gemini 3.8 Flash	95 Grounded	$3.00	live	70.4 Grounded
7	Kimi K2.5	85 Provisional	$2.22	live	67.2 Provisional
8	Muse Spark 1.3	92 Partially grounded	$3.50	live	65.6 Partially grounded
9	GLM-5.3	92 Grounded	$3.65	live	65.0 Grounded
10	GLM-5	83 Provisional	$2.65	live	63.1 Provisional
11	Gemini 3 Flash	79 Provisional	$2.38	live	62.0 Provisional
12	Grok 4.6	94 Grounded	$5.00	live	61.8 Grounded
13	Grok 4.3	72 Provisional	$2.19	live	58.7 Provisional
14	Claude Sonnet 5	93 Grounded	$8.00	live	53.8 Grounded
15	Gemini 3.1 Pro	92 Provisional	$9.50	live	50.4 Provisional
16	Kimi K3	93 Grounded	$12.00	live	47.6 Grounded
17	Cohere Command A	84 Provisional	$8.13	live	46.7 Provisional
18	GPT-5.4	89 Provisional	$11.88	live	44.6 Provisional
19	GPT-5.6 Sol	94 Grounded	$16.00	live	44.0 Grounded
20	Claude Sonnet 4.6	88 Provisional	$12.00	live	43.7 Provisional
21	Claude Opus 5	96 Grounded	$20.00	live	42.2 Grounded
22	Claude Opus 4.8	93 Grounded	$20.00	live	39.8 Grounded
23	GPT-5.5	93 Grounded	$23.75	live	37.2 Grounded

As of Nov 13, 2026 · Source: Cambent TKX

Classification rankings as of Nov 13, 2026. Source: Cambent TKX.
#	Model	Task quality	$/M	Source	Task score
1	DeepSeek V3.2	91 Partially grounded	$0.35	listed price, awaiting confirmation against its source	100.0 Partially grounded
2	GLM-5.3 Flash	92 Grounded	$0.41	live	97.4 Grounded
3	DeepSeek V4 Pro	93 Grounded	$1.65	listed price, awaiting confirmation against its source	72.1 Grounded
4	Mistral Large 3	80 Provisional	$1.25	live	71.4 Provisional
5	Gemini 3.7 Flash	95 Partially grounded	$3.00	live	62.0 Partially grounded
6	Gemini 3.8 Flash	95 Grounded	$3.00	live	62.0 Grounded
7	Kimi K2.5	83 Provisional	$2.22	live	62.0 Provisional
8	Gemini 3 Flash	80 Provisional	$2.38	live	59.5 Provisional
9	Grok 4.3	74 Provisional	$2.19	live	58.6 Provisional
10	GLM-5	81 Provisional	$2.65	live	57.9 Provisional
11	Muse Spark 1.3	92 Partially grounded	$3.50	live	57.7 Partially grounded
12	GLM-5.3	92 Grounded	$3.65	live	56.9 Grounded
13	Grok 4.6	94 Grounded	$5.00	live	52.0 Grounded
14	Claude Sonnet 5	93 Grounded	$8.00	live	42.8 Grounded
15	Cohere Command A	82 Provisional	$8.13	live	37.5 Provisional
16	Gemini 3.1 Pro	88 Provisional	$9.50	live	37.3 Provisional
17	Kimi K3	93 Grounded	$12.00	live	35.3 Grounded
18	GPT-5.4	86 Provisional	$11.88	live	32.2 Provisional
19	Claude Sonnet 4.6	86 Provisional	$12.00	live	32.0 Provisional
20	GPT-5.6 Sol	94 Grounded	$16.00	live	30.4 Grounded
21	Claude Opus 5	96 Grounded	$20.00	live	27.3 Grounded
22	Claude Opus 4.8	93 Grounded	$20.00	live	25.8 Grounded
23	GPT-5.5	93 Grounded	$23.75	live	22.6 Grounded

Prices: 25 updated from published provider rates with each daily index, 32 listed and awaiting confirmation against their source, 4 with no current price. Specialists appear in their own task lists.

Other listed models

Models listed, not scored yet (32)

Qwen 3.7 Plus listed, not scored yet. Mistral Medium 3.5 listed, not scored yet. Mistral Small 4 listed, not scored yet. Codestral listed, not scored yet. GPT-6 Astra listed, not scored yet. GPT-6 Sol listed, not scored yet. GPT-6 Luna listed, not scored yet. Claude Fable 5.1 listed, not scored yet. Claude Opus 5.5 listed, not scored yet. Grok 4.7 listed, not scored yet. Llama 4 Maverick listed, not scored yet. DeepSeek V4.1 Flash listed, not scored yet. MiMo V2.6 Pro listed, not scored yet. MiMo V2.6 Flash listed, not scored yet. GPT-6.1 Sol listed, not scored yet. Claude Sonnet 5.5 listed, not scored yet. GLM-5.3-FlashX listed, not scored yet. Claude Haiku 5.5 listed, not scored yet. Gemini 4 Argon listed, not scored yet. Muse Spark Open listed, not scored yet. Reflection Beam 1.0 listed, not scored yet. MiniMax M3 listed, not scored yet. MiniMax M3.1 Flash listed, not scored yet. GPT-6.1 Terra listed, not scored yet. Mistral Large 4 listed, not scored yet. Kimi K3.1 Pro listed, not scored yet. LongCat-2.5 listed, not scored yet. Tencent Hy4 listed, not scored yet. Claude Fable 5.2 listed, not scored yet. Muse Ember 1.0 listed, not scored yet. Gemini 4 Carbon listed, not scored yet. Gemini 4 Hydrogen listed, not scored yet.

Listed for reference, outside the TKX (4)

Llama 4.1 405B Listed for reference. It has no current price, so it's out of the TKX and TKX Open from Nov 3, 2026. Qwen 3 235B Partially grounded Listed for reference. It has no current price, so it's out of the TKX and TKX Open from Oct 23, 2026. Llama 4.1 70B Listed for reference. It has no current price, so it's out of the TKX and TKX Open from Nov 3, 2026. Cohere Command R Listed for reference. Cohere closed this version to new customers, so it's out of the TKX from Nov 4, 2026.

On hold (1)

Qwen 3.8 Max 0902 listed, not scored yet.