AI Models · Paid vs Paid

Gemini 3.1 Pro Preview Paid vs Sonar Paid

Gemini 3.1 Pro Preview vs Sonar compared — price per token, context window, multimodality, openness and which to choose. Full 2026 breakdown.

Prices & specs refreshed from live data · olud.ai

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

Gemini 3.1 Pro PreviewPaidGoogle
$2 /M input
$12 /M outputManaged API (no infra to run)
TypeProprietary
Context window1M tokens
MultimodalYes
Self-hostNo
SonarPaidPerplexity
$1 /M input
$1 /M outputManaged API (no infra to run)
TypeProprietary
Context window127K tokens
MultimodalYes
Self-hostNo
Choose Sonar for the lower output price ($1/M vs $12/M). Choose Gemini 3.1 Pro Preview if you need the larger 1M context window.

Gemini 3.1 Pro Preview vs Sonar specs

SpecGemini 3.1 Pro PreviewSonarWinner
MakerGooglePerplexity
TypeProprietaryProprietary
Context window1M tokens127K tokensGemini 3.1 Pro Preview
Input price$2/M$1/MSonar
Output price$12/M$1/MSonar
Vision / multimodalYesYes= Tie
Tool / function callingYesNoGemini 3.1 Pro Preview
Self-hostableNo (API only)No (API only)
LicenseProprietaryProprietary

Price gap & when to choose each

12×cheaper per output token

Sonar is ~12× cheaper than Gemini 3.1 Pro Preview on output tokens ($1 vs $12 per M tokens).

Choose Gemini 3.1 Pro Preview if…
  • You want frontier performance through a managed API
  • You need the longer 1M context window
  • You value reliability & ecosystem
  • You don't want to manage infrastructure
Choose Sonar if…
  • You want frontier performance through a managed API
  • You want the lower output price
  • You value reliability & ecosystem
  • You don't want to manage infrastructure

Feature comparison

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

Benchmarks: Gemini 3.1 Pro Preview vs Sonar

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

Gemini 3.1 Pro Preview
Sonar
Intelligence index
30.4
7.7
Coding index
68.8
GPQA
94.1%
47.1%
Humanity's Last Exam
47%
4.9%
Long Context Reasoning
82%
SciCode
58.7%
IFBench
77.1%
τ²-Bench
95.6%
τ-Bench Banking
21.4%
Terminal-Bench
73.8%
Terminal-Bench Hard
53.8%
MMLU-Pro
68.9%
LiveCodeBench
29.5%
MATH-500
81.7%
AIME
48.7%
Speed
125.2 tok/s
0 tok/s
Latency
24.48s
0s
Intelligence per $
6.8

Benchmark data by Artificial Analysis.

How Gemini 3.1 Pro Preview and Sonar score

🏆 Best value & openness: Gemini 3.1 Pro Preview (3.2 vs 2.7 / 5)
CriterionGemini 3.1 Pro PreviewSonar
Cost-efficiency3.54.5
Context window5.03.0
Openness1.51.5
Self-hosting1.01.0
Multimodality5.03.5

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

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.

Sonar Paid

Perplexity · Proprietary

Sonar is lightweight, affordable, fast, and simple to use — now featuring citations and the ability to customize sources. It is designed for companies seeking to integrate lightweight question-and-answer features...

Other models in these families

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

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

Gemini 3.1 Pro Preview vs Sonar — which is cheaper?

Sonar is cheaper on output ($1/M vs $12/M).

Which has the larger context window?

Gemini 3.1 Pro Preview offers the larger context window (1M tokens).

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

Choose Sonar for the lower output price ($1/M vs $12/M). Choose Gemini 3.1 Pro Preview if you need the larger 1M context window.

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