AI Models · Paid vs Paid

Sonar Pro Search Paid vs Gemini 3.1 Pro Preview Paid

Sonar Pro Search vs Gemini 3.1 Pro Preview 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.

Sonar Pro SearchPaidPerplexity
$3 /M input
$15 /M outputManaged API (no infra to run)
TypeProprietary
Context window200K tokens
MultimodalYes
Self-hostNo
Gemini 3.1 Pro PreviewPaidGoogle
$2 /M input
$12 /M outputManaged API (no infra to run)
TypeProprietary
Context window1M tokens
MultimodalYes
Self-hostNo
Choose Gemini 3.1 Pro Preview for the lower output price ($12/M vs $15/M). It also gives you the larger 1M context window.

Sonar Pro Search vs Gemini 3.1 Pro Preview specs

SpecSonar Pro SearchGemini 3.1 Pro PreviewWinner
MakerPerplexityGoogle
TypeProprietaryProprietary
Context window200K tokens1M tokensGemini 3.1 Pro Preview
Input price$3/M$2/MGemini 3.1 Pro Preview
Output price$15/M$12/MGemini 3.1 Pro Preview
Vision / multimodalYesYes= Tie
Tool / function callingNoYesGemini 3.1 Pro Preview
Self-hostableNo (API only)No (API only)
LicenseProprietaryProprietary

Price gap & when to choose each

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

Feature comparison

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

Benchmarks: Sonar Pro Search vs Gemini 3.1 Pro Preview

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

Sonar Pro Search
Gemini 3.1 Pro Preview
Intelligence index
30.4
Coding index
68.8
GPQA
94.1%
Humanity's Last Exam
47%
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%
Speed
125.2 tok/s
Latency
24.48s
Intelligence per $
6.8

Benchmark data by Artificial Analysis.

How Sonar Pro Search and Gemini 3.1 Pro Preview score

🏆 Best value & openness: Gemini 3.1 Pro Preview (3.2 vs 2.6 / 5)
CriterionSonar Pro SearchGemini 3.1 Pro Preview
Cost-efficiency3.03.5
Context window4.05.0
Openness1.51.5
Self-hosting1.01.0
Multimodality3.55.0

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

Sonar Pro Search Paid

Perplexity · Proprietary

Exclusively available on the OpenRouter API, Sonar Pro's new Pro Search mode is Perplexity's most advanced agentic search system. It is designed for deeper reasoning and analysis. Pricing is based...

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
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

Sonar Pro Search vs Gemini 3.1 Pro Preview — which is cheaper?

Gemini 3.1 Pro Preview is cheaper on output ($12/M vs $15/M).

Which has the larger context window?

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

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

Choose Gemini 3.1 Pro Preview for the lower output price ($12/M vs $15/M). It also gives you the larger 1M context window.

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