Cambent Token Index · Methodology · Index API

The TKX

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 2026-09-15 · Source: Cambent TKX · Baseline 100 = 2026-08-04

As of 2026-09-15, the TKX is 102.1, meaning a unit of AI capability is at a premium to the 2026-08-04 baseline of 100.

TKX (GENERAL)
102.1
+2.1% vs prior
TKX-OPEN
123.0
+23.0% vs prior
TKX-FRONTIER
100.1
+0.1% vs prior
Frontier / Open: frontier capability costs 15.2x the open-weight equivalent, per unit of composite quality.
TKXOpenFrontierMembership
100baselineOpen 123.0TKX 102.1Frontier 100.12026-08-042026-09-15
  1. 2026-08-24Composition effect 3.11. Published reading 99.8.
  2. 2026-09-08Composition effect 11.57. Published reading 99.8.
100 is the baseline (2026-08-04). Lines are published readings. Marks show membership-change days; hover for what moved and the composition effect.
  1. As of 2026-09-08, TKX membership: GLM-5.3 Flash and Gemini 3.8 Flash added. Composition effect 11.57.
  2. As of 2026-08-24, TKX membership: DeepSeek V4 Pro added.

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

Price this against your stack →

Each index is set to 100 at the 2026-08-04 baseline and moves as prices and quality on the current members change. Above 100 means a unit of AI capability is at a premium to that baseline. Below 100 means it is lower than at that baseline. 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 only. When membership changes, the published reading is chained so the print does not jump; the composition effect is shown on those days only. Version ledger: https://cambent.ai/methodology

Task rankings

Model value is task-conditional: quality is scored per task family, and a model ranks only in families it serves. Pick a task and watch the field change — specialists enter where they compete and are absent where they don't.

Every quality score is labeled Grounded, Partially grounded, or Provisional. Grounded means published benchmarks and a sourced price for that exact model. We show the source and date. Partially grounded means some scores for this exact model are from a named source; others are not published yet. We say which. Missing stay unlabeled. Never estimated from a close version. Provisional for list-only means listed, not scored yet. Other provisional estimates say grounding is in progress without inventing a score. Today: 11 Grounded · 6 Partially grounded · 19 Provisional of 36 models.

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

Ranked 24 of 36 models for this task · specialists rank only in their families

As of 2026-09-15 · Source: Cambent TKX

Reasoning rankings as of 2026-09-15. Source: Cambent TKX.
#ModelTask quality$/MSourceTask score
1DeepSeek V4 Pro94 Grounded$0.49manual100.0 Grounded
2GLM-5.3 Flash92 Grounded$0.41live97.4 Grounded
3DeepSeek V490 Grounded$0.37live94.6 Grounded
4Gemini 3.7 Flash96 Grounded$3.00live94.5 Grounded
5Gemini 3.8 Flash96 Grounded$3.00live94.5 Grounded
6Grok 4.696 Grounded$5.00live91.9 Grounded
7Llama 4.1 405B88 Provisional$0.90manual87.0 Provisional
8GPT-5.6 Sol96 Grounded$16.00live86.2 Grounded
9Claude Opus 596 Grounded$20.00live85.1 Grounded
10Claude Sonnet 593 Grounded$8.00live84.4 Grounded
11Claude Sonnet 4.694 Grounded$12.00live84.1 Grounded
12GLM-585 Provisional$0.73manual83.3 Provisional
13GPT-5.595 Grounded$23.75live82.5 Grounded
14Kimi K2.587 Provisional$2.22live80.9 Provisional
15Gemini 3.1 Pro91 Provisional$9.50live80.2 Provisional
16Claude Opus 4.892 Grounded$20.00live78.2 Grounded
17GPT-5.490 Provisional$11.88live77.5 Provisional
18Qwen 3 235B80 Grounded$0.72live75.8 Grounded
19Mistral Large 379 Grounded$1.25live71.6 Grounded
20Llama 4.1 70B72 Provisional$0.24manual70.2 Provisional
21Cohere Command R72 Provisional$0.49live66.6 Provisional
22Grok 4.371 Provisional$0.42manual66.0 Provisional
23Gemini 3 Flash77 Provisional$2.38live65.6 Provisional
24Cohere Command A78 Provisional$8.13live60.9 Provisional

24 live prices with a known source, 12 manual. Today: 11 Grounded · 6 Partially grounded · 19 Provisional of 36 models. Specialists appear only in their own task lists.

DeepSeek V4 Flash Provisional listed, not scored yet. Qwen 3.7 Plus Provisional listed, not scored yet. Mistral Medium 3.5 Provisional listed, not scored yet. Mistral Small 4 Provisional listed, not scored yet. Codestral Provisional listed, not scored yet. GPT-6 Astra Provisional listed, not scored yet. Claude Fable 5.1 Provisional listed, not scored yet. Llama 4 Maverick Provisional listed, not scored yet. DeepSeek V4.1 Flash Provisional listed, not scored yet.

Muse Spark 1.3 Provisional listed, not scored yet. Qwen 3.8 Max 0902 Provisional listed, not scored yet.