Skip to main content
The Human Bit

Google · Gemini

Gemini 3.5 Flash

Google’s fast current model for multimodal, coding and agentic work, deployed broadly across consumer, developer and enterprise products.

The Human Bit position

A serious candidate for Google-heavy work. Its first comparison should include speed, total cost and the quality of Workspace handoffs.

Use it for

  • Fast multimodal document work
  • Agentic and coding workflows
  • Google-connected products and services
Leave it alone when

Do not read the Flash name as automatically cheap; measure token volume and total task cost against the prior workflow.

Effort without the jargon

Default

You need a broadly capable, fast Gemini model and will validate the output in its final workflow.

Advanced recordCost, limits, privacy and operations

Flash signals speed, not a guaranteed cheap task; check the current API rate card and measure thinking, media, grounding and caching charges together.

API cost
Officially disclosedPaid standard API rate: US$1.50 per million input tokens and US$9.00 per million output tokens including thinking. That is six times the Flash-Lite output rate, so the Flash name is not a price signal; caching, grounding and media modes are charged separately.
Context window
Officially disclosed1,048,576 input tokens
Maximum output
Officially disclosed65,536 output tokens
Knowledge cutoff
Not disclosedNot stated on the model card
Recorded inputs
Text · Images · Video · Audio · PDF
Recorded output
Text

Data handling is a product decision

Depends on surfaceData-use conditions differ by free and paid Gemini API tiers and by Google product surface; verify the live pricing and service terms for the route you use.

Operational constraints

  • The Gemini app, AI Mode in Search, AI Studio, the Gemini API and Gemini Enterprise are different operational surfaces.
  • Grounding, media inputs and cache storage can add charges beyond input and output generation.
  • Audio generation, image generation and the Live API are not supported; computer use is preview only.

Unknown means the cited official record does not disclose a safe value. It is not an estimate. Prices are provider list prices in USD where stated and can change before this record's review date.

Keep the evidence separate

Canonical provider claim

Google positions 3.5 Flash as frontier-level intelligence at Flash speed, especially for coding and agentic work.

Independent observation · Simon Willison

He found the launch technically broad but highlighted a substantial effective price increase and the need to measure total benchmark or task cost, not the Flash label.

Read the independent source ↗
Readiness · informational

No Human Bit result is claimed; use this as evaluation guidance only.

Human Bit test

Not scheduled

No Human Bit result is claimed for this model yet.

Sources