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Modelby Google

Gemini 3.1 Flash-Lite

Gemini 3.1 Flash-Lite is Google's fastest and most cost-efficient model in the Gemini 3 series, combining a 1M-token context window with high-throughput design. It is Google's recommended choice for intelligence at scale, ideal for continuous dependency monitoring and high-volume engineering pipelines.

Provider
Google
Released
Mar 3, 2026
Context
1.0M tokens
Weights
Closed

Capabilities

  • Reasoning
  • Chat
  • Tool Use
  • Long Context
  • Instruction Following

Best For

  • High Throughput Apps
  • Cost Sensitive Production
  • Large Context Processing
  • Ci Cd Integration
  • Dependency Monitoring

Overview

Gemini 3.1 Flash-Lite is Google's most cost-efficient offering in the Gemini 3.1 model family, released in March 2026 as the recommended model for high-throughput, large-scale applications. Combining a 1-million-token context window with the lowest inference cost in the Gemini 3 series, it is specifically designed for production workloads where volume and cost efficiency matter as much as capability.

For engineering teams running continuous dependency monitoring across large organisations, Gemini 3.1 Flash-Lite provides the scale and context needed to process thousands of dependency change events per day without prohibitive API costs.

Key Capabilities

  • 1M Token Context Window — process entire dependency ecosystems and large codebases cost-effectively
  • Highest Throughput — fastest inference in the Gemini 3.1 family for high-volume production workloads
  • Lowest Cost — most economical Gemini 3.1 model for large-scale production deployments
  • Tool Use — function-calling for integration with package registries and developer APIs
  • Reliable Instruction Following — consistent structured output for programmatic pipelines

Use Cases for Engineering Teams

  • High-Volume Dependency Monitoring — process thousands of manifest changes and dependency events continuously at low cost
  • Large-Scale CI/CD Integration — embed as the AI layer across entire CI/CD platforms without budget constraints
  • Continuous Security Scanning — run ongoing CVE-to-dependency matching across all services in your organisation
  • Large Monorepo Processing — analyse complete monorepo dependency graphs efficiently at scale
  • Cost-Sensitive Production Deployment — run production-grade dependency intelligence without the cost of frontier models

Technical Specifications

  • Context Window: 1,048,576 tokens (≈1M)
  • Pricing: Not publicly announced at launch (lite-tier pricing)
  • Open Weight: No
  • Release Date: 2026-03-03

Provider

Gemini 3.1 Flash-Lite is developed by Google DeepMind. For the latest information, visit the official documentation.

08:53Z[DRIFT]Next.jsNext.js is 2 major versions behind (current: 14.2.35, latest: 16.1.6).
08:54Z[OWASP]A03:2021 – InjectionUnescaped user input rendered into HTML template (src/routes/admin.ts:42)
08:52Z[SCANNER]semgrepscan signature set is up to date
08:48Z[DRIFT]of dependencies are 2+ major versions behind in acme.39% of dependencies are 2+ major versions behind in acme.
08:50Z[OWASP]A02:2021 – Cryptographic FailuresJWT secret is hardcoded — use environment variables (src/auth/jwt.ts:18)
08:45Z[SCANNER]gitleaksscan signature set is up to date
08:43Z[DRIFT]@types/node@types/node is 3 major versions behind (spec: 22.15.29, latest: 25.2.3).
08:46Z[OWASP]A03:2021 – InjectionRegular expression built from user input — potential ReDoS (src/utils/search.ts:67)
08:38Z[SCANNER]trufflehogstatus: unavailable
08:38Z[DRIFT]electronelectron is 3 major versions behind (spec: ^37.6.0, latest: 40.4.1).
08:42Z[OWASP]A03:2021 – InjectiondangerouslySetInnerHTML used with potentially untrusted content (src/components/RichText.tsx:31)
08:33Z[DRIFT]@types/node@types/node is 5 major versions behind (spec: ^20.17.52, latest: 25.2.3).
08:38Z[OWASP]A05:2021 – Security MisconfigurationCookie set without httpOnly or secure flags (src/middleware/session.ts:12)
08:28Z[DRIFT]@types/supertest@types/supertest is 4 major versions behind (spec: ^2.0.16, latest: 6.0.3).
08:34Z[OWASP]A03:2021 – Injectioneval() called with dynamic expression (src/utils/template-engine.ts:88)
08:23Z[DRIFT]VitestVitest is 4 major versions behind (current: 0.34.6, latest: 4.0.18).
08:30Z[OWASP]A01:2021 – Broken Access ControlRedirect URL comes from user-controlled parameter (src/pages/auth/callback.tsx:15)
08:18Z[DRIFT]@types/node@types/node is 5 major versions behind (spec: ^20.8.0, latest: 25.2.3).
08:26Z[OWASP]A03:2021 – InjectionUnsanitised input passed to MongoDB query (src/services/users.ts:34)
08:13Z[DRIFT]vitestvitest is 4 major versions behind (spec: ^0.34.6, latest: 4.0.18).
08:22Z[OWASP]A03:2021 – InjectionChild process spawned with user-controlled arguments (src/utils/pdf-generator.ts:52)
08:08Z[DRIFT]of dependencies are 2+ major versions behind in @acme/api.31% of dependencies are 2+ major versions behind in @acme/api.
08:18Z[OWASP]A05:2021 – Security MisconfigurationExternal link opened without rel="noreferrer" (src/components/ExternalLink.tsx:8)
08:03Z[DRIFT]@types/node@types/node is 5 major versions behind (spec: ^20.11.0, latest: 25.2.3).
08:14Z[OWASP]A02:2021 – Cryptographic FailuresMath.random() used for token generation — use crypto.randomBytes (src/utils/token.ts:6)
07:58Z[DRIFT]of dependencies are 2+ major versions behind in @acme/workflow-engine.52% of dependencies are 2+ major versions behind in @acme/workflow-engine.
08:10Z[OWASP]A05:2021 – Security MisconfigurationExpress app without Helmet security headers middleware (src/server.ts:1)
07:53Z[DRIFT]@types/node@types/node is 5 major versions behind (spec: ^20.19.9, latest: 25.2.3).
07:48Z[DRIFT]@types/node@types/node is 3 major versions behind (spec: ^22.15.29, latest: 25.2.3).
08:53Z[DRIFT]Next.jsNext.js is 2 major versions behind (current: 14.2.35, latest: 16.1.6).
08:54Z[OWASP]A03:2021 – InjectionUnescaped user input rendered into HTML template (src/routes/admin.ts:42)
08:52Z[SCANNER]semgrepscan signature set is up to date
08:48Z[DRIFT]of dependencies are 2+ major versions behind in acme.39% of dependencies are 2+ major versions behind in acme.
08:50Z[OWASP]A02:2021 – Cryptographic FailuresJWT secret is hardcoded — use environment variables (src/auth/jwt.ts:18)
08:45Z[SCANNER]gitleaksscan signature set is up to date
08:43Z[DRIFT]@types/node@types/node is 3 major versions behind (spec: 22.15.29, latest: 25.2.3).
08:46Z[OWASP]A03:2021 – InjectionRegular expression built from user input — potential ReDoS (src/utils/search.ts:67)
08:38Z[SCANNER]trufflehogstatus: unavailable
08:38Z[DRIFT]electronelectron is 3 major versions behind (spec: ^37.6.0, latest: 40.4.1).
08:42Z[OWASP]A03:2021 – InjectiondangerouslySetInnerHTML used with potentially untrusted content (src/components/RichText.tsx:31)
08:33Z[DRIFT]@types/node@types/node is 5 major versions behind (spec: ^20.17.52, latest: 25.2.3).
08:38Z[OWASP]A05:2021 – Security MisconfigurationCookie set without httpOnly or secure flags (src/middleware/session.ts:12)
08:28Z[DRIFT]@types/supertest@types/supertest is 4 major versions behind (spec: ^2.0.16, latest: 6.0.3).
08:34Z[OWASP]A03:2021 – Injectioneval() called with dynamic expression (src/utils/template-engine.ts:88)
08:23Z[DRIFT]VitestVitest is 4 major versions behind (current: 0.34.6, latest: 4.0.18).
08:30Z[OWASP]A01:2021 – Broken Access ControlRedirect URL comes from user-controlled parameter (src/pages/auth/callback.tsx:15)
08:18Z[DRIFT]@types/node@types/node is 5 major versions behind (spec: ^20.8.0, latest: 25.2.3).
08:26Z[OWASP]A03:2021 – InjectionUnsanitised input passed to MongoDB query (src/services/users.ts:34)
08:13Z[DRIFT]vitestvitest is 4 major versions behind (spec: ^0.34.6, latest: 4.0.18).
08:22Z[OWASP]A03:2021 – InjectionChild process spawned with user-controlled arguments (src/utils/pdf-generator.ts:52)
08:08Z[DRIFT]of dependencies are 2+ major versions behind in @acme/api.31% of dependencies are 2+ major versions behind in @acme/api.
08:18Z[OWASP]A05:2021 – Security MisconfigurationExternal link opened without rel="noreferrer" (src/components/ExternalLink.tsx:8)
08:03Z[DRIFT]@types/node@types/node is 5 major versions behind (spec: ^20.11.0, latest: 25.2.3).
08:14Z[OWASP]A02:2021 – Cryptographic FailuresMath.random() used for token generation — use crypto.randomBytes (src/utils/token.ts:6)
07:58Z[DRIFT]of dependencies are 2+ major versions behind in @acme/workflow-engine.52% of dependencies are 2+ major versions behind in @acme/workflow-engine.
08:10Z[OWASP]A05:2021 – Security MisconfigurationExpress app without Helmet security headers middleware (src/server.ts:1)
07:53Z[DRIFT]@types/node@types/node is 5 major versions behind (spec: ^20.19.9, latest: 25.2.3).
07:48Z[DRIFT]@types/node@types/node is 3 major versions behind (spec: ^22.15.29, latest: 25.2.3).