Grok 4.7: score and benchmark evidence
Historical release · · xAI
108.6 points · Rank 18 among 38 ranked models · Stability range 97.3–120.5 points.
Rank follows the point estimate; it does not establish statistically significant superiority. The scale is anchored at mean 100, SD 15 in the frozen calibration cohort, not human IQ or a percentage.
One score summarizes demonstrated capability across published reasoning settings and seven equally weighted domains. Related benchmark variants share a family budget, and influence from one evaluator is capped.
Release tli-2026-v1.0-2026-10-28-refresh-44. Methodology and limitations for this release.
This page preserves historical evidence. See the current model record.
Capability domains
Domain scores use calibration-cohort standard-deviation units. Unmeasured domains are shown as unavailable, not zero.
| Domain | Score (SD units) | Observed benchmarks |
|---|---|---|
| Knowledge & reasoning | -0.08 | 6 |
| Coding & software engineering | 0.48 | 5 |
| Agentic tool & computer use | 0.46 | 2 |
| Professional & real-world work | 0.48 | 8 |
| Multimodal & vision | -0.13 | 1 |
| Cybersecurity | Unavailable | 0 |
| Preference & communication | Unavailable | 0 |
Published benchmark evidence
22 results contribute to this score, from 27 collected results and 21 contributing benchmark families. Counts are not independent sample sizes.
Results, source citations, review decisions and compatible reasoning modes are stored in a versioned relational database. Each publication uses a sealed, checksum-verified export; CSV files are optional exports, not editable scoring inputs. Previous revisions remain available for audit. Collected means a numeric result exists in the database. Used means its source, exact model checkpoint and benchmark protocol have been reviewed and its benchmark has a frozen calibration supported by multiple providers. For each benchmark we select the highest published aggregate across comparable reasoning modes, not necessarily maximum effort, and count it once. More tested settings provide more chances to record a high score; this selection advantage is not corrected by the conditional interval. Developer-reported and sole/unspecified settings remain eligible and disclosed. Unresolved does not mean false or useless: conflicting metrics, unverified citations and unmatched versions stay collected until reconciled.
The score stability range is a 95% bootstrap score interval conditional on frozen calibration and comparable evidence availability. It resamples benchmark families and evaluators and adds a frozen missing-evidence correction. It excludes selection across reasoning settings, selective publication, calibration changes and new domains. It is not a 95% guarantee about true capability or where a future score will land. Sparse or conflicting evidence can widen the range.
Reporting sensitivity: ±9.4 points. Sensitivity to selectively published results. This stress range is not a confidence interval or a probability statement.
CursorBench 4.0: 46.3%
Not used in the score. Developer-reported. Review status: reviewed-developer.
Configuration: Grok 4.7 (xhigh); CursorBench 4.0 published evaluation; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted.
DeepSWE v1.1: 71%
Contributes to the score. Developer-reported. Review status: reviewed-developer.
Configuration: Grok 4.7 (high); xAI launch evaluation; harness undisclosed; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted. The launch table explicitly marks this result high effort, not xhigh.
EEBench: 64%
Not used in the score. Developer-reported. Review status: reviewed-developer.
Configuration: Grok 4.7 (xhigh); xAI launch evaluation; harness undisclosed; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted.
Terminal-Bench 4.0: 38%
Contributes to the score. Developer-reported. Review status: reviewed-developer.
Configuration: Grok 4.7 (xhigh); xAI launch evaluation; harness undisclosed; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted.
Harvey Legal Agent Benchmark — xAI release: 19.6%
Not used in the score. Developer-reported. Review status: reviewed-developer.
Configuration: Grok 4.7 (xhigh); xAI launch evaluation; harness undisclosed; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted.
HealthBench Professional — xAI release: 56.7%
Not used in the score. Developer-reported. Review status: reviewed-developer.
Configuration: Grok 4.7 (xhigh); xAI launch evaluation; harness undisclosed; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted. Length adjustment is undisclosed; this does not populate the calibrated length-adjusted row.
AA-Briefcase v1.1 (Elo): 1637.84 native-points
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Artificial Analysis independent evaluation, 2026-10-27; fallback not reported
Metric: Elo
Original source · Retrieved 2026-10-27
Daily evaluator refresh; replaces 1641.25 recorded 2026-10-21.
GDPval-AA v2.1 (Elo): 1721.59 native-points
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Artificial Analysis independent evaluation, 2026-10-27; fallback not reported
Metric: Elo
Original source · Retrieved 2026-10-27
Daily evaluator refresh; replaces 1710.54 recorded 2026-10-21.
AutomationBench-AA: 65.5583514897%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Artificial Analysis independent evaluation, September 21 2026; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted.
Terminal-Bench 4.0 — AA harness: 25.7575757576%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Artificial Analysis independent evaluation, September 21 2026; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted.
SciCode: 57.7546296296%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (high); Artificial Analysis independent evaluation, September 21 2026; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted.
Humanity's Last Exam (no tools): 43.1417979611%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Artificial Analysis independent evaluation, September 21 2026; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted.
GDP.pdf — AA harness: 23.2%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (high); Artificial Analysis independent evaluation, September 21 2026; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted.
CritPt: 18%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (high); Artificial Analysis independent evaluation, September 21 2026; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted.
AA-Omniscience: 31.233333 native-points
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Artificial Analysis independent evaluation, 2026-10-28; fallback not reported
Metric: omniscience index
Original source · Retrieved 2026-10-28
Daily evaluator refresh; replaces 32.0333333333 recorded 2026-09-21.
AA-LCR v1.1: 77%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (high); Artificial Analysis independent evaluation, September 21 2026; retrieved 2026-09-21
Metric: published benchmark score (%)
Original source · Retrieved 2026-09-21
Reviewed published aggregate for the exact checkpoint and effort. Retry budget and fallback accounting are undisclosed. Separate benchmark versions and evaluator harnesses are not substituted.
AA Intelligence Index v4.3.2 (score): 34.335012 native-points
Not used in the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Artificial Analysis independent evaluation, 2026-10-28; fallback not reported
Metric: published native-points
Original source · Retrieved 2026-10-28
Daily evaluator refresh; replaces 46.446551 recorded 2026-10-21.
HLE text-only — AA harness: 43.141798%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Artificial Analysis independent evaluation, 2026-10-21; fallback not reported
Metric: published percent
Original source · Retrieved 2026-10-21
Daily evaluator refresh; the evaluator published this benchmark after admission.
BioMysteryBench v1 — Vals: 69.26%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Vals AI BioMysteryBench harness; provider SpaceXAI; fallback not reported
Metric: published percent
Original source · Retrieved 2026-10-21
Vals AI model page, headline accuracy 69.26 ± 1.33, rank 13/27. Vals notes some benchmarks may use a different provider or parameters.
LegalBench — Vals: 84.39%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Vals AI LegalBench harness; provider SpaceXAI; fallback not reported
Metric: published percent
Original source · Retrieved 2026-10-21
Vals AI model page, headline accuracy 84.39 ± 0.46, rank 34/151. Vals notes some benchmarks may use a different provider or parameters.
Legal Research Bench — Vals: 47.12%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Vals AI Legal Research Bench harness; provider SpaceXAI; fallback not reported
Metric: published percent
Original source · Retrieved 2026-10-21
Vals AI model page, headline accuracy 47.12 ± 3.47, rank 14/82. Vals notes some benchmarks may use a different provider or parameters.
MedCode — Vals: 49.55%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Vals AI MedCode harness; provider SpaceXAI; fallback not reported
Metric: published percent
Original source · Retrieved 2026-10-21
Vals AI model page, headline accuracy 49.55 ± 2.17, rank 22/107. Vals notes some benchmarks may use a different provider or parameters.
MedScribe — Vals: 89.38%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Vals AI MedScribe harness; provider SpaceXAI; fallback not reported
Metric: published percent
Original source · Retrieved 2026-10-21
Vals AI model page, headline accuracy 89.38 ± 1.89, rank 7/109. Vals notes some benchmarks may use a different provider or parameters.
ProofBench v1.1 — Vals: 26%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Vals AI ProofBench v1.1 harness; provider SpaceXAI; fallback not reported
Metric: published percent
Original source · Retrieved 2026-10-21
Vals AI model page, headline accuracy 26.0 ± 4.41, rank 37/50. Vals notes some benchmarks may use a different provider or parameters.
Public Benefits Bench — Vals: 65.63%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Vals AI Public Benefits Bench v1.1 harness; provider SpaceXAI; fallback not reported
Metric: published percent
Original source · Retrieved 2026-10-21
Vals AI model page, headline accuracy 65.63 ± 1.24, rank 21/50. Vals notes some benchmarks may use a different provider or parameters.
SAGE — Vals: 40.79%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Vals AI SAGE harness; provider SpaceXAI; fallback not reported
Metric: published percent
Original source · Retrieved 2026-10-21
Vals AI model page, headline accuracy 40.79 ± 3.35, rank 59/91. Vals notes some benchmarks may use a different provider or parameters.
Vibe Code Bench v1.1 — Vals: 86.17%
Contributes to the score. Source category: independent. Review status: reviewed-independent.
Configuration: Grok 4.7 (xhigh); Vals AI Vibe Code Bench v1.1 harness; provider SpaceXAI; fallback not reported
Metric: published percent
Original source · Retrieved 2026-10-21
Vals AI model page, headline accuracy 86.17 ± 2.18, rank 12/116. Vals notes some benchmarks may use a different provider or parameters.
Cite this model record
The Latent. “Grok 4.7: score and benchmark evidence.” 2026-10-28. Release tli-2026-v1.0-2026-10-28-refresh-44.
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