Tuesday, October 27, 2026 · Edition updated 6:00 AM ETTUE, OCT 27 editionNext edition in Next in --:--:--
Intelligence Verdict
AI models · Google

Gemini 3.8 Flash

“Gemini 3.8 Flash is our most intelligent Flash model, engineered for long-horizon software engineering, autonomous agents, and complex enterprise workflows—all with the speed and cost efficiency of Flash.” Google, in its own words

  • $0.75 / $3.75per million tokens in / out, the maker's price
  • 1Mtokens it reads at once
  • 157.2Epoch Capabilities Index, #19 of the models Epoch scores
The facts

Gemini 3.8 Flash at a glance.

From Google's own pages, read Oct 20, 2026, so company-reported. A token is a word or part of a word. Prices can change; check the maker's page before you build on them.

Made by
GoogleBased in US
What it is for
“Gemini 3.8 Flash is our most intelligent Flash model, engineered for long-horizon software engineering, autonomous agents, and complex enterprise workflows—all with the speed and cost efficiency of Flash.”Gemini API docs: Gemini 3.8 Flash model page, Oct 20, 2026 · in Google's words
Reads at once
1M tokensIts context window: how much text it can take in one go
Takes in
text, image, video, audio, pdf
Download
No, online only
Price for developers

$0.75per million tokens in$3.75per million tokens out

Introductory price

Introductory price through Dec 31, 2026; from Jan 1, 2027: $1.50 in / $7.50 out. Context caching $0.075 (then $0.15) plus storage $0.50 per 1M tokens per hour (then $1.00). Batch $0.375 in / $1.875 out. Free tier available.

Gemini API docs: Pricing, Oct 20, 2026 · company-reported

Independent tests

Where it ranks.

Its position on each of the 21 tests the models page uses, by testers other than the maker. Epoch AI's and Vectara's scores are shown under their open licenses; for LMArena, Scale and Vals we give the position and link to their own leaderboard. Each list is a snapshot with its date.

All-round
TestRankScore
Epoch Capabilities IndexEpoch AI, Oct 20, 2026#19157.2range 154.97 to 160.45
Vals IndexVals AI, Oct 19, 2026#13On Vals AI
Coding
TestRankScore
LMArena WebDevLMArena, Oct 19, 2026Not in the top 20
SWE-Bench ProScale AI, Sep 22, 2026#12On Scale AI
Vibe Code BenchVals AI, Oct 18, 2026Not in the top 20
LMArena coding chatsLMArena, Oct 15, 2026Not in the top 20
Writing and conversation
TestRankScore
LMArena textLMArena, Oct 15, 2026#9On LMArena
LMArena creative writingLMArena, Oct 15, 2026#7On LMArena
MultiChallengeScale AI, Feb 3, 2026Not in the top 15
Agents and computer use
TestRankScore
LMArena Agent ArenaLMArena, Oct 19, 2026#15On LMArena
Remote Labor IndexScale AI#7On Scale AI
Terminal-Bench 4.0Vals AI, Oct 19, 2026Not in the top 20
CUA-bench (games)Vals AI, Oct 13, 2026#9On Vals AI
Math and science
TestRankScore
LMArena mathLMArena, Oct 15, 2026#4On LMArena
Humanity's Last ExamScale AI#8On Scale AI
ProofBenchVals AI, Oct 12, 2026Not in the top 20
Images and documents
TestRankScore
LMArena visionLMArena, Oct 19, 2026#12On LMArena
LMArena documentsLMArena, Sep 13, 2026Not in the top 20
More exam questions
TestRankScore
GPQA DiamondVals AI, Sep 1, 2026#4On Vals AI
MMMU ProVals AI, Sep 1, 2026#4On Vals AI
Sticking to the facts
TestRankScore
Vectara hallucination testVectara, Oct 16, 2026Not in our copy of the list

“Not in the top” means it isn't among the models in our copy of that list, which runs to the position shown; it may not have been tested. Vectara's test ranks by how rarely a model adds facts, so lower is better. Positions can be shared when scores tie. Epoch's range is its margin of uncertainty. Epoch AI and Vectara data: CC BY 4.0 and Apache-2.0.

For people, not developers

What Gemini costs.

Google's chat app, priced by the month in US dollars on its own pages. Which plans include Gemini 3.8 Flash is on Google's pages.

Every chat app's plans
Gemini
PlanA month
FreeFree
Google AI Plus$4.99
Google AI Pro$19.99
Google AI Ultrafrom $99.99

Google: Gemini subscriptions page, Oct 20, 2026 · company-reported

Our note: Output limit 65,536 tokens. Blog: '3.8 Flash is available to Google AI Pro and Ultra subscribers' in the Gemini app.