Google: Gemini 3.8 Flash (batch) vs TypeSafe: Jev Router

Neither wins outright: Google: Gemini 3.8 Flash (batch) is the pick when you need built-in web search, TypeSafe: Jev Router when cost matters at scale.

Key numbers

SpecGoogle: Gemini 3.8 Flash (batch)TypeSafe: Jev Router
ProviderGoogleTypesafe
Input price (per 1M tokens)$0.38$-1000000.0000
Output price (per 1M tokens)$1.88$-1000000.0000
Blended price (3:1 input/output)$0.75$-1000000.0000
Cheaper than … of all models we track45%99%
Context window1.0M tokens (~1,573 pages)1M tokens (~1,500 pages)
Larger context than … of all models80%69%
Max output per response66K tokens (~49,200 words)n/a
Input typestext, image, video, file, audioaudio, file, image, text, video
Output typestexttext
Free variantNoNo
Listed since2026-09-022026-09-25
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What it costs for real workloads

Monthly cost at list price for five common workloads. Token counts per unit are stated so you can scale them to your own traffic. A workload that does not fit a model's context window is marked rather than priced.

Workload (per month)Google: Gemini 3.8 Flash (batch)TypeSafe: Jev RouterDifference
Customer-support chatbot
50,000 conversations — each a 6-turn conversation (1,500 in / 400 out tokens)
$65.63$-95000000.0000TypeSafe: Jev Router saves $95,000,066
RAG search over documents
20,000 questions — each a question answered from ~8 retrieved passages (6,000 in / 500 out tokens)
$63.75$-130000000.0000TypeSafe: Jev Router saves $130,000,064
Coding / tool-using agent
2,000 tasks — each a multi-step task with tool calls and file context (60,000 in / 6,000 out tokens)
$67.50$-132000000.0000TypeSafe: Jev Router saves $132,000,068
Batch summarisation
10,000 documents — each a 6,000-word report summarised to a page (8,000 in / 600 out tokens)
$41.25$-86000000.0000TypeSafe: Jev Router saves $86,000,041
Long-document analysis
500 documents — each a 150-page contract or codebase read in one pass (100,000 in / 2,000 out tokens)
$20.63$-51000000.0000TypeSafe: Jev Router saves $51,000,021

Capabilities side by side

CapabilityGoogle: Gemini 3.8 Flash (batch)TypeSafe: Jev RouterWhat it lets you do
Tool / function calling✓ Yes✓ Yescall your APIs and run agent loops
Structured output (JSON schema)✓ Yes✓ Yesreturn JSON that validates against your schema
Reasoning / thinking mode✓ Yes✓ Yesspend extra tokens thinking before answering hard problems
Image input✓ Yes✓ Yesread screenshots, charts and scanned pages
Audio input✓ Yes✓ Yestake speech or audio directly
File / PDF input✓ Yes✓ Yesaccept documents without your own parsing step
Image output——generate images, not just text
Built-in web search✓ Yes—answer from live web results
Seed (reproducible sampling)✓ Yes✓ Yesrepeat a generation for tests and evals
Log-probabilities—✓ Yesread token confidence for classification and scoring

From each model's published parameters and input/output types. “—” means not advertised, not proven absent.

Price history

Which should you choose?

Choose Google: Gemini 3.8 Flash (batch) if…

  • you need built-in web search — to answer from live web results; TypeSafe: Jev Router does not advertise it

Choose TypeSafe: Jev Router if…

  • cost matters at scale — it is 133333433% cheaper on a typical 3:1 input/output mix ($-95000000.0000 vs $65.63 a month for 50,000 support chats)
  • you need log-probabilities — to read token confidence for classification and scoring; Google: Gemini 3.8 Flash (batch) does not advertise it

Frequently asked questions

Is Google: Gemini 3.8 Flash (batch) better than TypeSafe: Jev Router?

Neither wins outright: Google: Gemini 3.8 Flash (batch) is the pick when you need built-in web search, TypeSafe: Jev Router when cost matters at scale. In short: Google: Gemini 3.8 Flash (batch) when you need built-in web search; TypeSafe: Jev Router when cost matters at scale, you need log-probabilities.

Which is cheaper, Google: Gemini 3.8 Flash (batch) or TypeSafe: Jev Router?

TypeSafe: Jev Router is cheaper: $-1000000.0000 vs $0.75 per 1M tokens at a typical 3:1 input/output mix, 133333433% less. For 50,000 support conversations a month that is $-95000000.0000 against $65.63.

How much do Google: Gemini 3.8 Flash (batch) and TypeSafe: Jev Router cost per million tokens?

Google: Gemini 3.8 Flash (batch) costs $0.38 per 1M input tokens and $1.88 per 1M output tokens; TypeSafe: Jev Router costs $-1000000.0000 input and $-1000000.0000 output. Output tokens are billed separately, so long answers shift the gap.

Which has the bigger context window, Google: Gemini 3.8 Flash (batch) or TypeSafe: Jev Router?

Google: Gemini 3.8 Flash (batch): 1.0M tokens, about 1,573 pages, against 1M (about 1,500 pages) for TypeSafe: Jev Router.

Do Google: Gemini 3.8 Flash (batch) and TypeSafe: Jev Router support function calling and JSON output?

Tool calling — Google: Gemini 3.8 Flash (batch): yes, TypeSafe: Jev Router: yes. JSON-schema structured output — Google: Gemini 3.8 Flash (batch): yes, TypeSafe: Jev Router: yes.

Can Google: Gemini 3.8 Flash (batch) or TypeSafe: Jev Router read images?

Yes, both accept image input.

Is Google: Gemini 3.8 Flash (batch) or TypeSafe: Jev Router free to use?

No free variant is listed for either; both are pay-per-token.

When were Google: Gemini 3.8 Flash (batch) and TypeSafe: Jev Router released?

Google: Gemini 3.8 Flash (batch) was listed on 2026-09-02; TypeSafe: Jev Router on 2026-09-25.

About the two models

Typesafe

TypeSafe: Jev Router

Jev Router picks the best model and reasoning effort for each request, balancing quality, speed, and cost. It runs on [Jev](https://openrouter.ai/~typesafe/jev-latest), TypeSafe's first System One model, and adapts as your...

Full TypeSafe: Jev Router specs →

Compare Google: Gemini 3.8 Flash (batch) with other models

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