Model profile / Google

Gemini 3.7 Flash

Google's production Flash model for coding, agentic, knowledge-work and multimodal tasks, with configurable low, medium and high thinking.

13 Aug 2026Closed weightsProvider

Sources & details

Four areas of evidence

The capabilities behind the model.

How the indices work

Reasoning

117.4Index points

Mathematical and scientific problem solving.

This model│ Other models · 155 rated

Score and research range

Full-precision point: 117.3632542190083
Range: 112.84–121.89 · 90% Research Range
Scope: R0 latent score conditional on frozen working model and native aggregate portfolio

Score uses the admitted direct native evidence under the selected method.

Coding

105.4Index points

Software engineering and programming.

This model│ Other models · 39 rated

Score and research range

Full-precision point: 105.3814195709607
Range: No qualified range available
Scope: Frozen Coding score under admitted comparison/reference/source reweighting

Score uses the admitted direct native evidence under the selected method.

General

62.7Index points

Factual reliability and instruction following.

This model│ Other models · 61 rated

Score and research range

Full-precision point: 62.69175000000001
Range: No qualified range available
Scope: General G4 under admitted instruction-task portfolio resampling conditional on exact recorded R and U

Score uses the admitted direct native evidence under the selected method.

Agentic

112.1Index points

Tool use, workflows and professional tasks.

This model│ Other models · 40 rated

Score and research range

Full-precision point: 112.05378124938701
Range: 110.89–113.18 · 90% Research Range
Scope: Agentic score under joint reference/source reweighting conditional on admitted W/X/P native outcomes

Score uses the admitted direct native evidence under the selected method.

27retained native records

18evidence families

Capabilities estimateQualified original evidence across four areas.

Current index snapshot · 2026-09-16. Each category uses its own scale; scores across categories are not directly comparable. Evidence counts describe the retained Capabilities inputs; a family can contain several tasks or configurations. A point lead does not establish superiority.

Performance in context

Capabilities, price & speed.

Explore every model

Gemini 3.7 Flash is highlighted wherever a compatible measurement is available.

Lumina Capabilities Index

Capabilities versus API price

The current Capabilities cohort, with this model highlighted.

Lumina

2025+ · 62 models · 1 highlighted

Chart loads as you explore

Lumina Capabilities Index

Capabilities versus output speed

The current Capabilities cohort, with this model highlighted.

Lumina

2025+ · 72 models · Developer API · 10K · 1 highlighted

Chart loads as you explore

Explore the detail

Sources & model details.

Original evidence, with its context.

Current index evidence 5Scores, research ranges and the sources behind each category.

Capabilities

Score uses the admitted direct native evidence under the selected method.

Exact checkpoint: gemini-3-7-flash
Method: methods-a4471cee84fd478d2ed3
Range interpretation: C1 native factor under conditional crossed source/family reweighting of admitted fixed-corpus reference and own portfolio
Sources: Artificial Analysis:Artificial Analysis · Cursor:Cursor · Datacurve:Datacurve · Epoch AI:Epoch AI · LiveBench:LiveBench · UNKNOWN:Cognition · UNKNOWN:Terminal-Bench owners · Zapier:Zapier
Source cutoff: {"asOfMeaning":"Selected local candidate: retained historical measurements plus reviewed additions; execution dates remain source-native.","newIdentityRecovery":"2026-09-13T08:41:08.804270+00:00","publicProjectionDate":"2026-09-16T06:02:45.491398+00:00","scoring":"Inherited pinned baseline source vintages plus retained4A/4A.1 originals and SWE owner correction; heterogeneous execution dates, often unknown. Not a claim of simultaneous2026-09-13 execution."}

Explore this index

Coding

Score uses the admitted direct native evidence under the selected method.

Exact checkpoint: gemini-3-7-flash
Method: methods-a4471cee84fd478d2ed3
Range interpretation: Frozen Coding score under admitted comparison/reference/source reweighting
Sources: Artificial Analysis · Cognition · Cursor · Datacurve · LiveBench
Source cutoff: {"asOfMeaning":"Selected local candidate: retained historical measurements plus reviewed additions; execution dates remain source-native.","newIdentityRecovery":"2026-09-13T08:41:08.804270+00:00","publicProjectionDate":"2026-09-16T06:02:45.491398+00:00","scoring":"Inherited pinned baseline source vintages plus retained4A/4A.1 originals and SWE owner correction; heterogeneous execution dates, often unknown. Not a claim of simultaneous2026-09-13 execution."}

Explore this index

Reasoning

Score uses the admitted direct native evidence under the selected method.

Exact checkpoint: gemini-3-7-flash
Method: methods-a4471cee84fd478d2ed3
Range interpretation: R0 latent score conditional on frozen working model and native aggregate portfolio
Sources: aa · epoch
Source cutoff: {"asOfMeaning":"Selected local candidate: retained historical measurements plus reviewed additions; execution dates remain source-native.","newIdentityRecovery":"2026-09-13T08:41:08.804270+00:00","publicProjectionDate":"2026-09-16T06:02:45.491398+00:00","scoring":"Inherited pinned baseline source vintages plus retained4A/4A.1 originals and SWE owner correction; heterogeneous execution dates, often unknown. Not a claim of simultaneous2026-09-13 execution."}

Explore this index

Agentic

Score uses the admitted direct native evidence under the selected method.

Exact checkpoint: gemini-3-7-flash
Method: methods-a4471cee84fd478d2ed3
Range interpretation: Agentic score under joint reference/source reweighting conditional on admitted W/X/P native outcomes
Sources: Artificial Analysis · Zapier · owner
Source cutoff: {"asOfMeaning":"Selected local candidate: retained historical measurements plus reviewed additions; execution dates remain source-native.","newIdentityRecovery":"2026-09-13T08:41:08.804270+00:00","publicProjectionDate":"2026-09-16T06:02:45.491398+00:00","scoring":"Inherited pinned baseline source vintages plus retained4A/4A.1 originals and SWE owner correction; heterogeneous execution dates, often unknown. Not a claim of simultaneous2026-09-13 execution."}

Explore this index

General

Score uses the admitted direct native evidence under the selected method.

Exact checkpoint: gemini-3-7-flash
Method: methods-a4471cee84fd478d2ed3
Range interpretation: General G4 under admitted instruction-task portfolio resampling conditional on exact recorded R and U
Sources: Artificial Analysis · LiveBench
Source cutoff: {"asOfMeaning":"Selected local candidate: retained historical measurements plus reviewed additions; execution dates remain source-native.","newIdentityRecovery":"2026-09-13T08:41:08.804270+00:00","publicProjectionDate":"2026-09-16T06:02:45.491398+00:00","scoring":"Inherited pinned baseline source vintages plus retained4A/4A.1 originals and SWE owner correction; heterogeneous execution dates, often unknown. Not a claim of simultaneous2026-09-13 execution."}

Explore this index

Benchmark measurements 35Published values in each benchmark’s own units.

35 measurements

Gemini 3.7 Flash published benchmark measurements
Benchmark	Result	Published configuration	Source
AA Long Context Reasoningstandard	81%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis AA-LCR evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
CritPtstandard	9.429%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis CritPt evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
GDPval-AA v2v2	49.56%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis GDPval-AA v2 using Stirrup	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
GPQA Diamonddiamond	92.121%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis GPQA Diamond evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
Humanity's Last Examtext-only current	38.971%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis text-only Humanity's Last Exam evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
SciCoderolling	57.87%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis SciCode evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · reference-only
τ³-Banking3	35.464%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis tau3-Banking evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
Terminal-Bench2.1	78.277%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis Terminal-Bench v2.1 in e2b	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
FrontierMath v2 Tiers 1-3v2 / task implementation 2.0.0	71.579%	Gemini 3.7 Flash (high)Epoch AI benchmark runner	Epoch AI permanent refresh source ↗Observed 2026-08-14 · checked 2026-08-17source-checked · excluded
FrontierMath v2 Tier 4v2 / task implementation 2.0.0	36.585%	Gemini 3.7 Flash (high)Epoch AI benchmark runner	Epoch AI permanent refresh source ↗Observed 2026-08-14 · checked 2026-08-17source-checked · excluded

Showing 10 of 35 measurements

Specifications & source recordsDocumented model details and original references.

Model ID / checkpoint: gemini-3.7-flash
Weight access: Closed weights
Context window: Not documented
Maximum output: 65,536
Maximum input: 1,048,576
Limit convention: Exact input and output limits as published by Google. · Input and output limits are separate; a combined simultaneous allowance is not stated here.
Modalities: text, image, video, audio, pdf
Details checked: 13 Aug 2026

Specialist task evidenceSeparate agent runs and execution conditions.

Specialist evidence

Agent runs and task economics

Source-native operational evidence for Gemini 3.7 Flash. Exact configurations remain separate. Costs are comparable only within the same selected benchmark/evaluation, and these rows never enter Overall Score.

Specialist only · ranking prohibited

Evaluation	Exact configuration	Performance	Cost / task	Tokens / task	Execution
Artificial Analysis Coding Agents · 1.4 · composite Artificial Analysis Coding Agents · checked 2026-08-29	gemini-3-7-flash-high Antigravity SDK - Gemini 3.7 Flash (high)	56.6	$1.40	15113685	110.8 steps
Artificial Analysis Coding Agents · 1.4 · composite Artificial Analysis Coding Agents · checked 2026-08-29	gemini-3-7-flash-high Opencode - Gemini 3.7 Flash (high)	59.6	$1.27	18493123	83.4 steps
CursorBench · 3.2 · main CursorBench · checked 2026-08-29	gemini-3-7-flash-high Gemini 3.7 Flash High	61.6%	$1.20	38448	99 steps
CursorBench · 3.2 · main CursorBench · checked 2026-08-29	gemini-3-7-flash-low Gemini 3.7 Flash Low	53.8%	$0.740	20594	68 steps
CursorBench · 3.2 · main CursorBench · checked 2026-08-29	gemini-3-7-flash-medium Gemini 3.7 Flash Medium	59.0%	$0.950	30953	82 steps

All models

Model profile / Google

Gemini 3.7 Flash

Google's production Flash model for coding, agentic, knowledge-work and multimodal tasks, with configurable low, medium and high thinking.

13 Aug 2026Closed weightsProvider

Sources & details

Four areas of evidence

The capabilities behind the model.

How the indices work

Reasoning

117.4Index points

Mathematical and scientific problem solving.

This model│ Other models · 155 rated

Score and research range

Full-precision point: 117.3632542190083
Range: 112.84–121.89 · 90% Research Range
Scope: R0 latent score conditional on frozen working model and native aggregate portfolio

Score uses the admitted direct native evidence under the selected method.

Coding

105.4Index points

Software engineering and programming.

This model│ Other models · 39 rated

Score and research range

Full-precision point: 105.3814195709607
Range: No qualified range available
Scope: Frozen Coding score under admitted comparison/reference/source reweighting

Score uses the admitted direct native evidence under the selected method.

General

62.7Index points

Factual reliability and instruction following.

This model│ Other models · 61 rated

Score and research range

Full-precision point: 62.69175000000001
Range: No qualified range available
Scope: General G4 under admitted instruction-task portfolio resampling conditional on exact recorded R and U

Score uses the admitted direct native evidence under the selected method.

Agentic

112.1Index points

Tool use, workflows and professional tasks.

This model│ Other models · 40 rated

Score and research range

Full-precision point: 112.05378124938701
Range: 110.89–113.18 · 90% Research Range
Scope: Agentic score under joint reference/source reweighting conditional on admitted W/X/P native outcomes

Score uses the admitted direct native evidence under the selected method.

27retained native records

18evidence families

Capabilities estimateQualified original evidence across four areas.

Performance in context

Capabilities, price & speed.

Explore every model

Gemini 3.7 Flash is highlighted wherever a compatible measurement is available.

Lumina Capabilities Index

Capabilities versus API price

The current Capabilities cohort, with this model highlighted.

Lumina

2025+ · 62 models · 1 highlighted

Chart loads as you explore

Lumina Capabilities Index

Capabilities versus output speed

The current Capabilities cohort, with this model highlighted.

Lumina

2025+ · 72 models · Developer API · 10K · 1 highlighted

Chart loads as you explore

Explore the detail

Sources & model details.

Original evidence, with its context.

Current index evidence 5Scores, research ranges and the sources behind each category.

Capabilities

Score uses the admitted direct native evidence under the selected method.

Exact checkpoint: gemini-3-7-flash
Method: methods-a4471cee84fd478d2ed3
Range interpretation: C1 native factor under conditional crossed source/family reweighting of admitted fixed-corpus reference and own portfolio
Sources: Artificial Analysis:Artificial Analysis · Cursor:Cursor · Datacurve:Datacurve · Epoch AI:Epoch AI · LiveBench:LiveBench · UNKNOWN:Cognition · UNKNOWN:Terminal-Bench owners · Zapier:Zapier
Source cutoff: {"asOfMeaning":"Selected local candidate: retained historical measurements plus reviewed additions; execution dates remain source-native.","newIdentityRecovery":"2026-09-13T08:41:08.804270+00:00","publicProjectionDate":"2026-09-16T06:02:45.491398+00:00","scoring":"Inherited pinned baseline source vintages plus retained4A/4A.1 originals and SWE owner correction; heterogeneous execution dates, often unknown. Not a claim of simultaneous2026-09-13 execution."}

Explore this index

Coding

Score uses the admitted direct native evidence under the selected method.

Exact checkpoint: gemini-3-7-flash
Method: methods-a4471cee84fd478d2ed3
Range interpretation: Frozen Coding score under admitted comparison/reference/source reweighting
Sources: Artificial Analysis · Cognition · Cursor · Datacurve · LiveBench
Source cutoff: {"asOfMeaning":"Selected local candidate: retained historical measurements plus reviewed additions; execution dates remain source-native.","newIdentityRecovery":"2026-09-13T08:41:08.804270+00:00","publicProjectionDate":"2026-09-16T06:02:45.491398+00:00","scoring":"Inherited pinned baseline source vintages plus retained4A/4A.1 originals and SWE owner correction; heterogeneous execution dates, often unknown. Not a claim of simultaneous2026-09-13 execution."}

Explore this index

Reasoning

Score uses the admitted direct native evidence under the selected method.

Exact checkpoint: gemini-3-7-flash
Method: methods-a4471cee84fd478d2ed3
Range interpretation: R0 latent score conditional on frozen working model and native aggregate portfolio
Sources: aa · epoch
Source cutoff: {"asOfMeaning":"Selected local candidate: retained historical measurements plus reviewed additions; execution dates remain source-native.","newIdentityRecovery":"2026-09-13T08:41:08.804270+00:00","publicProjectionDate":"2026-09-16T06:02:45.491398+00:00","scoring":"Inherited pinned baseline source vintages plus retained4A/4A.1 originals and SWE owner correction; heterogeneous execution dates, often unknown. Not a claim of simultaneous2026-09-13 execution."}

Explore this index

Agentic

Score uses the admitted direct native evidence under the selected method.

Exact checkpoint: gemini-3-7-flash
Method: methods-a4471cee84fd478d2ed3
Range interpretation: Agentic score under joint reference/source reweighting conditional on admitted W/X/P native outcomes
Sources: Artificial Analysis · Zapier · owner
Source cutoff: {"asOfMeaning":"Selected local candidate: retained historical measurements plus reviewed additions; execution dates remain source-native.","newIdentityRecovery":"2026-09-13T08:41:08.804270+00:00","publicProjectionDate":"2026-09-16T06:02:45.491398+00:00","scoring":"Inherited pinned baseline source vintages plus retained4A/4A.1 originals and SWE owner correction; heterogeneous execution dates, often unknown. Not a claim of simultaneous2026-09-13 execution."}

Explore this index

General

Score uses the admitted direct native evidence under the selected method.

Exact checkpoint: gemini-3-7-flash
Method: methods-a4471cee84fd478d2ed3
Range interpretation: General G4 under admitted instruction-task portfolio resampling conditional on exact recorded R and U
Sources: Artificial Analysis · LiveBench
Source cutoff: {"asOfMeaning":"Selected local candidate: retained historical measurements plus reviewed additions; execution dates remain source-native.","newIdentityRecovery":"2026-09-13T08:41:08.804270+00:00","publicProjectionDate":"2026-09-16T06:02:45.491398+00:00","scoring":"Inherited pinned baseline source vintages plus retained4A/4A.1 originals and SWE owner correction; heterogeneous execution dates, often unknown. Not a claim of simultaneous2026-09-13 execution."}

Explore this index

Benchmark measurements 35Published values in each benchmark’s own units.

35 measurements

Gemini 3.7 Flash published benchmark measurements
Benchmark	Result	Published configuration	Source
AA Long Context Reasoningstandard	81%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis AA-LCR evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
CritPtstandard	9.429%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis CritPt evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
GDPval-AA v2v2	49.56%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis GDPval-AA v2 using Stirrup	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
GPQA Diamonddiamond	92.121%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis GPQA Diamond evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
Humanity's Last Examtext-only current	38.971%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis text-only Humanity's Last Exam evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
SciCoderolling	57.87%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis SciCode evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · reference-only
τ³-Banking3	35.464%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis tau3-Banking evaluation	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
Terminal-Bench2.1	78.277%	Gemini 3.7 Flash (medium; Artificial Analysis independent run)Artificial Analysis Terminal-Bench v2.1 in e2b	Gemini 3.7 Flash individual evaluations ↗Observed 2026-08-27 · checked 2026-08-27independently-verified · ranking-eligible
FrontierMath v2 Tiers 1-3v2 / task implementation 2.0.0	71.579%	Gemini 3.7 Flash (high)Epoch AI benchmark runner	Epoch AI permanent refresh source ↗Observed 2026-08-14 · checked 2026-08-17source-checked · excluded
FrontierMath v2 Tier 4v2 / task implementation 2.0.0	36.585%	Gemini 3.7 Flash (high)Epoch AI benchmark runner	Epoch AI permanent refresh source ↗Observed 2026-08-14 · checked 2026-08-17source-checked · excluded

Showing 10 of 35 measurements

Specifications & source recordsDocumented model details and original references.

Model ID / checkpoint: gemini-3.7-flash
Weight access: Closed weights
Context window: Not documented
Maximum output: 65,536
Maximum input: 1,048,576
Limit convention: Exact input and output limits as published by Google. · Input and output limits are separate; a combined simultaneous allowance is not stated here.
Modalities: text, image, video, audio, pdf
Details checked: 13 Aug 2026

Specialist task evidenceSeparate agent runs and execution conditions.

Specialist evidence

Agent runs and task economics

Specialist only · ranking prohibited

Evaluation	Exact configuration	Performance	Cost / task	Tokens / task	Execution
Artificial Analysis Coding Agents · 1.4 · composite Artificial Analysis Coding Agents · checked 2026-08-29	gemini-3-7-flash-high Antigravity SDK - Gemini 3.7 Flash (high)	56.6	$1.40	15113685	110.8 steps
Artificial Analysis Coding Agents · 1.4 · composite Artificial Analysis Coding Agents · checked 2026-08-29	gemini-3-7-flash-high Opencode - Gemini 3.7 Flash (high)	59.6	$1.27	18493123	83.4 steps
CursorBench · 3.2 · main CursorBench · checked 2026-08-29	gemini-3-7-flash-high Gemini 3.7 Flash High	61.6%	$1.20	38448	99 steps
CursorBench · 3.2 · main CursorBench · checked 2026-08-29	gemini-3-7-flash-low Gemini 3.7 Flash Low	53.8%	$0.740	20594	68 steps
CursorBench · 3.2 · main CursorBench · checked 2026-08-29	gemini-3-7-flash-medium Gemini 3.7 Flash Medium	59.0%	$0.950	30953	82 steps

The capabilities behind the model.

Capabilities, price & speed.

Capabilities versus API price

Capabilities versus output speed

Sources & model details.

Capabilities

Coding

Reasoning

Agentic

General

Agent runs and task economics

More from Google.

Gemini 3.8 Flash

Gemini 3.6 Flash

Gemini 3.5 Flash

The capabilities behind the model.

Capabilities, price & speed.

Capabilities versus API price

Capabilities versus output speed

Sources & model details.

Capabilities

Coding

Reasoning

Agentic

General

Agent runs and task economics

More from Google.

Gemini 3.8 Flash

Gemini 3.6 Flash

Gemini 3.5 Flash