GPT-5.6 (Sol / Terra / Luna) is now evaluated on TrustVector โ€” with day-1 independent verification, incl. METR's benchmark-cheating findings.

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Evaluation record ยท gemini-3-flash

Gemini 3 Flash

vgemini-3-flash-preview

Google

Modelsupersededcost-effectivefast1m-tokens
89
Strong
About This Model

Google's efficiency model with Pro-level performance at low cost. 78% SWE-bench (beat Gemini 3 Pro), 1M context, 3x faster than 2.5 Pro. Thinking level parameter for compute control. Still served as gemini-3-flash-preview (no shutdown date announced), but superseded as Google's lead Flash tier by Gemini 3.5 Flash (2026-05-19), which Google lists as its designated replacement.

Last Evaluated: July 9, 2026
Official Website

Trust Vector Analysis

Dimension Breakdown

๐Ÿš€Performance & Reliability
+

Exceptional value: 78% SWE-bench beats Pro at 1/4 the price. 3x faster than 2.5 Pro with 1M context. Beats Pro on tool use and MMMU.

task accuracy code

Industry-standard coding benchmarks

Evidence
SWE-bench Verified โ€” 78% (actually beats Gemini 3 Pro's 76.2%)
highVerified: 2026-07-09
task accuracy reasoning

PhD-level reasoning benchmarks

Evidence
GPQA Diamond โ€” 90.4% (near Pro-level 93.8%)
Toolathlon & MPC Atlas โ€” Beats Gemini 3 Pro on tool use and multi-step planning
highVerified: 2026-07-09
task accuracy general

Multimodal understanding testing

Evidence
MMMU Pro โ€” 81.2% (actually beats Gemini 3 Pro's 81%)
highVerified: 2026-07-09
output consistency

Consistency testing across thinking levels

Evidence
Google Documentation โ€” Thinking level parameter enables consistent quality control
highVerified: 2026-07-09
latency p50

Median latency measurements

Evidence
Google Performance Data โ€” 3x faster than Gemini 2.5 Pro
highVerified: 2026-07-09
latency p95

95th percentile measurements

Evidence
Community benchmarking โ€” p95 latency optimized for speed
mediumVerified: 2026-07-09
context window

Official specification

Evidence
Google Documentation โ€” 1M token context window
highVerified: 2026-07-09
uptime

Historical uptime data

Evidence
Google Cloud Status โ€” 99.9% uptime
highVerified: 2026-07-09
๐Ÿ›ก๏ธSecurity
+

Strong security inherited from Gemini 3 family. Google Cloud infrastructure provides enterprise-grade protection.

prompt injection resistance

OWASP LLM security testing

Evidence
Google AI Safety โ€” Inherited safety from Gemini 3 family
mediumVerified: 2026-07-09
jailbreak resistance

Adversarial prompt testing

Evidence
Google Safety Testing โ€” Strong jailbreak resistance
mediumVerified: 2026-07-09
data leakage prevention

Privacy policy review

Evidence
Google Privacy โ€” API data not used for training
mediumVerified: 2026-07-09
output safety

Safety testing

Evidence
Safety Filters โ€” Configurable safety filters
highVerified: 2026-07-09
api security

API security review

Evidence
Google Cloud Security โ€” Google Cloud security
highVerified: 2026-07-09
๐Ÿ”’Privacy & Compliance
+

Good privacy with Google Cloud. Free tier available. Enterprise options for enhanced compliance.

data residency

Cloud infrastructure review

Evidence
Google Cloud โ€” Multiple region options
highVerified: 2026-07-09
training data optout

Terms review

Evidence
Gemini API Terms โ€” API data not used for training
highVerified: 2026-07-09
data retention

Retention policy review

Evidence
Google Cloud Terms โ€” Enterprise zero retention available
mediumVerified: 2026-07-09
pii handling

Data protection review

Evidence
Google AI Safety โ€” Customer responsible for PII
mediumVerified: 2026-07-09
compliance certifications

Certification verification

Evidence
Google Cloud Compliance โ€” SOC 2, ISO 27001, GDPR, HIPAA (via Google Cloud)
highVerified: 2026-07-09
zero data retention

Enterprise feature review

Evidence
Enterprise Options โ€” Available for enterprise
mediumVerified: 2026-07-09
๐Ÿ‘๏ธTrust & Transparency
+

Strong transparency with thinking level parameter. Configurable reasoning depth for different use cases.

explainability

Reasoning transparency evaluation

Evidence
Thinking Level Parameter โ€” Thinking level (minimal, low, medium, high) for reasoning control
highVerified: 2026-07-09
hallucination rate

Factual accuracy testing

Evidence
Google Testing โ€” Improved accuracy over 2.5 Flash
mediumVerified: 2026-07-09
bias fairness

Bias evaluation

Evidence
Google AI Principles โ€” Regular bias testing
mediumVerified: 2026-07-09
uncertainty quantification

Qualitative assessment

Evidence
Model Behavior โ€” Appropriate uncertainty expression
mediumVerified: 2026-07-09
model card quality

Documentation review

Evidence
Gemini 3 Flash Documentation โ€” Comprehensive documentation
highVerified: 2026-07-09
training data transparency

Public disclosure review

Evidence
Google AI Blog โ€” General description
mediumVerified: 2026-07-09
guardrails

Safety mechanism review

Evidence
Safety Settings โ€” Configurable safety filters
highVerified: 2026-07-09
โš™๏ธOperational Excellence
+

Excellent operational maturity. Free tier available in API. Still in preview ~7 months after launch; Google's deprecations page names gemini-3.5-flash as its designated replacement, so plan migrations accordingly.

api design quality

API design review

Evidence
Gemini API โ€” RESTful API with streaming, function calling, multimodal
highVerified: 2026-07-09
sdk quality

SDK quality assessment

Evidence
Google AI SDKs โ€” SDKs for Python, Node.js, Go, Swift, Kotlin, Dart
highVerified: 2026-07-09
versioning policy

Versioning policy review

Evidence
Google Cloud Versioning โ€” Clear versioning
Gemini API Deprecations โ€” gemini-3-flash-preview listed with no announced shutdown date; designated replacement is gemini-3.5-flash
highVerified: 2026-07-09
monitoring observability

Observability review

Evidence
Google Cloud Console โ€” Comprehensive monitoring
highVerified: 2026-07-09
support quality

Support assessment

Evidence
Google Cloud Support โ€” Enterprise support with SLAs
highVerified: 2026-07-09
ecosystem maturity

Ecosystem analysis

Evidence
Google AI Ecosystem โ€” Launched as default model in consumer Gemini app (December 2025); Google's Flash positioning has since moved to Gemini 3.5 Flash
highVerified: 2026-07-09
license terms

License review

Evidence
Google Cloud Terms โ€” Standard commercial terms
highVerified: 2026-07-09
Strengths
  • +Pro-level performance at 1/4 the price ($0.50/$3 per 1M tokens)
  • +78% SWE-bench actually beats Gemini 3 Pro (76.2%)
  • +3x faster than Gemini 2.5 Pro with 1M token context
  • +Thinking level parameter (minimal, low, medium, high)
  • +Beats Pro on MMMU (81.2% vs 81%) and tool use
  • +Free tier available in Gemini API
  • +Default model in consumer Gemini app
Limitations
  • !Preview status (never promoted to GA; still gemini-3-flash-preview)
  • !SUPERSEDED: Gemini 3.5 Flash (2026-05-19) is now Google's lead Flash tier and the designated replacement, though no shutdown date is announced
  • !Slightly behind Pro on GPQA Diamond (90.4% vs 93.8%)
  • !Less deep reasoning than Pro's Deep Think mode
  • !Slightly higher than 2.5 Flash pricing ($0.50 vs $0.30)
Metadata
pricing
input: $0.50 per 1M tokens (text/image/video), $1.00 (audio)
output: $3.00 per 1M tokens
notes: Confirmed on the official Gemini API pricing page 2026-07-09. 1/4 the price of Gemini 3.1 Pro and 1/3 of Gemini 3.5 Flash. Free tier available.
last verified: 2026-07-09
context window: 1000000
max output: 64000
languages
0: English
1: 100+ languages
modalities
0: text
1: vision
2: audio
3: video
api endpoint: https://generativelanguage.googleapis.com/v1beta/models
open source: false
architecture: Multimodal transformer with thinking level parameter
parameters: Not disclosed
knowledge cutoff: January 2025

Use Case Ratings

code generation

78% SWE-bench beats Gemini 3 Pro. Excellent value for coding at 1/4 the price.

customer support

Low latency (3x faster than 2.5 Pro). Native multimodal for image/video support.

content creation

Good creative capabilities with cost efficiency. 1M context for long-form.

data analysis

1M context enables massive dataset analysis at low cost.

research assistant

1M context for document processing. Cost-effective for high-volume research.

legal compliance

1M context for contract analysis. Good value for document review.

healthcare

HIPAA via Google Cloud. Cost-effective for medical record processing.

financial analysis

Strong quantitative reasoning at low cost. 1M context for large documents.

education

90.4% GPQA Diamond. Cost-effective for educational platforms.

creative writing

Good creative capabilities. Best value for creative at scale.