AI Models · Open-Source vs Paid

THInkling Small Open vs Gemini 3.1 Pro Preview Paid

Inkling Small vs Gemini 3.1 Pro Preview compared — price per token, context window, multimodality, openness and which to choose. Can the open-source model replace the paid one? Full 2026 breakdown.

Prices & specs refreshed from live data · olud.ai

Open-model prices = cheapest provider via OpenRouter; official maker rates may be higher.

THInkling SmallOpenThinkingmachines
$0.45 /M input
$1.2 /M outputNo per-token fees if you self-host
TypeOpen-weight
Context window1M tokens
MultimodalYes
Self-hostYes
Gemini 3.1 Pro PreviewPaidGoogle
$2 /M input
$12 /M outputManaged API (no infra to run)
TypeProprietary
Context window1M tokens
MultimodalYes
Self-hostNo
Choose Inkling Small if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Gemini 3.1 Pro Preview if you want frontier capability through a managed API with zero infrastructure to run.

Inkling Small vs Gemini 3.1 Pro Preview specs

SpecInkling SmallGemini 3.1 Pro PreviewWinner
MakerThinkingmachinesGoogle
TypeOpen-weightProprietaryTHInkling Small
Context window1M tokens1M tokens= Tie
Input price$0.45/M · free self-host$2/MTHInkling Small
Output price$1.2/M · free self-host$12/MTHInkling Small
Vision / multimodalYesYes= Tie
Tool / function callingYesYes= Tie
Self-hostableYesNo (API only)THInkling Small
LicenseOpen weightsProprietaryTHInkling Small

Price gap & when to choose each

10×cheaper per output token

Inkling Small is ~10× cheaper than Gemini 3.1 Pro Preview on output tokens ($1.2 vs $12 per M tokens).

THChoose Inkling Small if…
  • You want to self-host or run on your cloud
  • You prioritize data privacy & control
  • You want the lowest operating costs
  • You are building open or reproducible AI
Choose Gemini 3.1 Pro Preview if…
  • You want frontier performance through a managed API
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

CapabilityInkling SmallGemini 3.1 Pro Preview
Open weights (downloadable)
Self-hostable
Runs fully offline
Vision / multimodal
Tool / function calling
1M+ context window

Benchmarks: Inkling Small vs Gemini 3.1 Pro Preview

Independent benchmark scores measured by Artificial Analysis. Higher is better (except latency).

Inkling Small delivers 7.3× more intelligence per dollar.
Inkling Small
Gemini 3.1 Pro Preview
Intelligence index
26.1
30.4
Coding index
52.9
68.8
GPQA
89.5%
94.1%
Humanity's Last Exam
33.3%
47%
Long Context Reasoning
75.7%
82%
SciCode
49.7%
58.7%
τ-Bench Banking
18.8%
21.4%
Terminal-Bench
55.1%
73.8%
IFBench
77.1%
τ²-Bench
95.6%
Terminal-Bench Hard
53.8%
Speed
156.9 tok/s
125.2 tok/s
Latency
1.9s
24.48s
Intelligence per $
49.7
6.8

Benchmark data by Artificial Analysis.

How Inkling Small and Gemini 3.1 Pro Preview score

🏆 Best value & openness: Inkling Small (4.9 vs 3.2 / 5)
CriterionInkling SmallGemini 3.1 Pro Preview
Cost-efficiency4.53.5
Context window5.05.0
Openness5.01.5
Self-hosting5.01.0
Multimodality5.05.0

Scores come from live data — output price (cost), context length, open vs closed weights (openness & self-hosting) and vision/tool support (multimodality). Raw task quality isn't scored here; it depends on your benchmark — see the verdict.

What each model is

Inkling Small Open

Thinkingmachines · Open-weight

Inkling Small is an open-weight multimodal mixture-of-experts model from Thinking Machines Lab, with 12B active parameters out of 276B total. It is positioned as the smaller, more efficient member of...

Gemini 3.1 Pro Preview Paid

Google · Proprietary

Gemini 3.1 Pro Preview is Google’s frontier reasoning model, delivering enhanced software engineering performance, improved agentic reliability, and more efficient token usage across complex workflows. Building on the multimodal foundation.

Other models in these families

These variants are tracked but not compared here — one page per family keeps the comparison readable.

Other variants tracked
Inkling Small (batch)Inkling Small (free)InklingInkling (batch)Inkling (free)
Other variants tracked
Gemini 3.1 Pro Preview (batch)Gemini 2.5 ProGemini 2.5 Pro (batch)Gemini 2.5 Pro Preview 05-06Gemini 3.1 Pro Preview Custom ToolsNano Banana Pro (Gemini 3 Pro Image Preview)

Frequently asked questions

Is Inkling Small as good as Gemini 3.1 Pro Preview?

Inkling Small is open-weight and competitive on many tasks, but Gemini 3.1 Pro Preview may still lead on the hardest reasoning and agentic work. The gap keeps narrowing — benchmark both on your actual use case before deciding.

Can I run Inkling Small locally?

Yes. Inkling Small has open weights, so you can self-host it on your own GPUs or run it via a low-cost API. Gemini 3.1 Pro Preview is API-only and cannot be self-hosted.

How much cheaper is Inkling Small?

Inkling Small costs $1.2/M output vs $12/M for Gemini 3.1 Pro Preview — roughly 10x cheaper via API, and free if you self-host.

Inkling Small vs Gemini 3.1 Pro Preview — which should I pick in 2026?

Choose Inkling Small if you want to self-host, keep your data private and skip per-token fees — it's open-weight and runs on your own hardware. Choose Gemini 3.1 Pro Preview if you want frontier capability through a managed API with zero infrastructure to run.

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