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Model comparison
Gemini 3.8 Flash vs Inkling
Compare Gemini 3.8 Flash and Inkling using the same provider-sourced text & reasoning rubric. No mystery score and no invented benchmark ranking.
Facts checked September 4, 2026
Estimate your cost
Set your usage. Your estimate updates as you type.
Example: 6,000 input tokens for 10 pages, plus a 500-token summary. Page lengths vary; adjust the numbers below.
One run sends your input to the model once and receives an answer. Tokens are pieces of text: input is what you send, output is the answer you receive.
Advanced options
How this estimate works
Estimates exclude taxes, tools, cache storage/writes, free allowances and custom discounts. Image estimates cover output only, not prompt or reference-image charges. Quality modes differ by model. Unlisted settings are not treated as free.
| Model | Access | Estimated total (USD) |
|---|---|---|
| Gemini 3.8 FlashGoogle | $0.0064 | |
| InklingThinking Machines Lab | Thinking Machines Lab | No reviewed rate |
Quick take
Gemini 3.8 Flash
Google's stable, high-efficiency multimodal model for agents, software work, and large mixed-media inputs at an introductory Flash-tier price.
Best for
- High-volume multimodal agents
- Long video, audio, PDF, and code inputs
- Teams optimizing capability per token cost
Watch out for
Free and paid Gemini services have materially different data-use terms. Verify billing status and regional availability for the exact project.
Inkling
Thinking Machines Lab's large open-weights model for customizable reasoning, coding, tools, vision, and audio workflows.
Best for
- Teams that want an adaptable open-weight foundation model
- Agentic coding and tool-use experiments
- Private or specialized deployments with multimodal inputs
Watch out for
A 975B model is a serious serving project even with sparse activation. Compare the exact hosted or self-hosted route, and do not assume the model's 1M maximum context is available on every provider.
Compare the published facts
Gemini 3.8 Flash vs Inkling
Values use each provider's own published units and limits. A blank means the provider did not publish a directly comparable value in the sources reviewed.
| Text & reasoning | Gemini 3.8 Flash | Inkling |
|---|---|---|
| Context windowMaximum combined prompt and working context documented by the provider. | 1,048,576 tokens | Up to 1M tokens; Tinker offers 64K and 256K |
| Maximum outputProvider-published response limit, where available. | 65,536 tokens | Not separately published |
| Knowledge cutoffLatest reliable knowledge date explicitly published by the model provider. Search and connected tools can retrieve newer information but do not change the model's built-in cutoff. | March 2026; some domains may lag to January 2025 | Not published |
| Input priceCurrent standard list price per million input tokens unless noted. | $0.75 / 1M promo | Hosting dependent |
| Output priceCurrent standard list price per million output tokens unless noted. | $3.75 / 1M promo | Hosting dependent |
| InputsMedia types accepted by the listed model endpoint. | Text, image, video, audio, PDF | Text, image, audio |
| Tools & agentsSelected native tools and agent-building capabilities, not an exhaustive list. | Functions, search, code execution, file search | Agentic coding, tools, Python-assisted vision, controllable thinking |
How to choose
Compare the job, not the hype.
Start with the job you need to complete, then validate cost, access, and policy details on your exact provider route.
Gemini 3.8 Flash
Google says paid Gemini API prompts and responses are not used to improve its products. Unpaid-service content generally may be used, with different treatment for EEA, UK, and Swiss users; check the current terms for your account and region.
Provider and API links
Inkling
The open weights can be self-hosted so request data stays in infrastructure you control. Tinker and partner-hosted routes have separate retention and training-use terms that must be checked with the selected provider.
Frequently asked questions
Gemini 3.8 Flash vs Inkling FAQ
What is the main difference between Gemini 3.8 Flash and Inkling?
Gemini 3.8 Flash: Google's stable, high-efficiency multimodal model for agents, software work, and large mixed-media inputs at an introductory Flash-tier price. Inkling: Thinking Machines Lab's large open-weights model for customizable reasoning, coding, tools, vision, and audio workflows.
Should I choose Gemini 3.8 Flash or Inkling?
Consider Gemini 3.8 Flash when your priority is High-volume multimodal agents. Consider Inkling when your priority is Teams that want an adaptable open-weight foundation model. Test both with your own data and provider route before committing.
Is this Gemini 3.8 Flash vs Inkling comparison based on Cody benchmarks?
No. This comparison aligns provider-published facts for the Text & reasoning category. It does not claim a universal winner or combine incompatible third-party benchmark scores.