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Reviews and evidence

Grok 4.6 · Media / benchmark · Editorial analysis

KIE: Grok 4.6 Release Evaluation and Capability Breakdown

Article conclusion KIE summarizes Grok 4.6's Intelligence Index as 61, tied with GPT-5.6 Sol; its price is $2 for input and $6 for output per 1M tokens. The article argues that its main selling point is its price-to-intelligence ratio, rather than leading on e。

Unverified: the original source could not be rechecked. Historical figures below are not current verified results.

Media / benchmarkEditorial analysisEdited 2026-09-20

Test conditions

Model and version
Grok 4.6; source title “KIE: Grok 4.6 Release Evaluation and Capability Breakdown”; do not merge other versions or reasoning tiers.
Task and harness
Article conclusion KIE summarizes Grok 4.6's Intelligence Index as 61, tied with GPT-5.6 Sol; its price is $2 for input and $6 for output per 1M tokens. The article argues that its main selling point is its price-to-inte The complete task set and runtime parameters are not fully public.
Sample and date
Source note reviewed 2026-09-20; sample count, repeats, and raw logs remain unknown where undisclosed.

Key data and applicable tasks

Article conclusion

KIE summarizes Grok 4.6's Intelligence Index as 61, tied with GPT-5.6 Sol; its price is $2 for input and $6 for output per 1M tokens. The article argues that its main selling point is its price-to-intelligence ratio, rather than leading on every individual evaluation.

Evaluation analysis

  • Grok 4.6's strengths are concentrated in knowledge work and legal reasoning: GDPVal-AA 1753, AA-Briefcase 1577, and Harvey LAB 15.8%.

  • Its Terminal-Bench v3.0 score is 26%, below GPT-5.6 Sol's 34.6%, making it one of the clearest weaknesses in the release table.

  • Its DeepSWE v1.1 score is 65.9%, a substantial increase from Grok 4.5's 54%, but still below Sol's 73%.

  • APEX-Agents rose from 47.1% to 57.5%, indicating clear progress on long-horizon Agent tasks.

Methodological limitations

The article emphasizes that, as of 2026-08-13, the public data still contained no complete independent third-party reproduction. The competing results in the table come from each model's publicly reported scores and cannot replace measurements under a unified harness.

What this supports

  • Supports reading the task observation or editorial conclusion in “KIE: Grok 4.6 Release Evaluation and Capability Breakdown” under the stated source conditions.

What this does not support

  • Does not support extending “KIE: Grok 4.6 Release Evaluation and Capability Breakdown” to a universal ranking or production guarantee; its task set, runtime parameters, and independent repeats are limited or undisclosed.

Method, limits, and reproduction

The figures, task set, reasoning tier, and client conditions apply only to the listed source and collection snapshot. Different versions, harnesses, or providers must not be compared directly; undisclosed parameters remain unknown.

For a reproduction, fix the model version, provider or client, reasoning tier, tools, task-set version, sample count, and collection date, and record failures, retries, and human corrections. Full steps are in the source notes below.

Original source

KIE.ai Blog · Sofia Marenco (Model Evaluation Lead) · Original publication date 2026-08-13 · Site edit date 2026-09-20

Open original source

Grok 4.6

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Read the full analysis

Overview · English

Grok 4.6: What Changed, What It Costs, and Who It Fits

A sourced guide to Grok 4.6: the 500K context model, benchmark-version split, live API price and a safer pilot decision.

Comparison · English

Grok 4.7 vs Grok 4.6: Same Rate, Longer Bills

Grok 4.7 lists the same $2/$6 API rate and 500K context as Grok 4.6. At xhigh it used about 81k output tokens per intelligence task, versus 36k.

Related reviews

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