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Gemini 3.1 Flash Lite vs Sonar Pro

Updated October 21, 2026. 2 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.

Gemini 3.1 Flash LiteGoogle
Coding
No data
Overall
No data
Output $/M
$1.50
2
Sonar ProPerplexity
Coding
No data
Overall
7.6
Output $/M
$15.00
0
vs boards won of 2 shared

Decision reading

Neither model has a coding score yet, so the two cannot be ranked on coding.

Gemini 3.1 Flash Lite has the edge where output tokens cost 10.0x less, and where the context window is larger, 1.05M against 200K tokens.

Shared results
2
Gemini 3.1 Flash Lite only
13
Sonar Pro only
3
Like-for-like categories
1 of 9

Shared results can support a head-to-head reading. Results only one model has describe coverage, not superiority.

Which one for your work

Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.

At a glance

Coding index
Gemini 3.1 Flash Lite not benchmarked, Sonar Pro not benchmarked.
Widest category
Reasoning, 17.5 points apart on average over 2 shared benchmarks.
Widest single gap
GPQA Diamond (Artificial Analysis run): Gemini 3.1 Flash Lite 82.2% against Sonar Pro 57.8%, 24.4 points apart on a 0 to 100 scale.
Output price
Gemini 3.1 Flash Lite $1.50 against Sonar Pro $15.00 per million output tokens, 10.0x apart.
Context window
Gemini 3.1 Flash Lite takes 1.05M tokens, Sonar Pro 200K.

Benchmark by benchmark

First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.

Boards won, where both have a result
CategoryGemini 3.1 Flash LiteBarsSonar ProTies
Reasoning20
All shared boards20
CodingDirectional onlySix of these boards feed the Vibe Coding Index4 boards, none shared
Coding benchmarks for Gemini 3.1 Flash Lite and Sonar Pro
BenchmarkGemini 3.1 Flash LiteSonar ProLeader
LiveCodeBench (Artificial Analysis run)Not measured27.5%Only Sonar Pro measured
SciCode43.4%Not measuredOnly Gemini 3.1 Flash Lite measured
Terminal-Bench Hard (Artificial Analysis run)24.2%Not measuredOnly Gemini 3.1 Flash Lite measured
WeirdML52.2%Not measuredOnly Gemini 3.1 Flash Lite measured
Neither model has a result on the other 34 boards here
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index2 boards, none shared
Intelligence benchmarks for Gemini 3.1 Flash Lite and Sonar Pro
BenchmarkGemini 3.1 Flash LiteSonar ProLeader
AA Intelligence IndexNot measured7.6Only Sonar Pro measured
Epoch Capabilities Index144.3Not measuredOnly Gemini 3.1 Flash Lite measured
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index2 boards, none shared
Agentic work benchmarks for Gemini 3.1 Flash Lite and Sonar Pro
BenchmarkGemini 3.1 Flash LiteSonar ProLeader
τ²-Bench Telecom31.3%Not measuredOnly Gemini 3.1 Flash Lite measured
DeepResearch Bench37.3%Not measuredOnly Gemini 3.1 Flash Lite measured
Neither model has a result on the other 37 boards here
ReasoningLike-for-likePublic boards, shown as published, kept out of the index20
Reasoning benchmarks for Gemini 3.1 Flash Lite and Sonar Pro
BenchmarkGemini 3.1 Flash LiteSonar ProLeader
GPQA Diamond (Artificial Analysis run)82.2%57.8%Gemini 3.1 Flash Lite
Humanity's Last Exam (Artificial Analysis run)17.2%6.6%Gemini 3.1 Flash Lite
GPQA Diamond (Epoch AI run)81.8%Not measuredOnly Gemini 3.1 Flash Lite measured
Neither model has a result on the other 18 boards here
MathDirectional onlyPublic boards, shown as published, kept out of the index2 boards, none shared
Math benchmarks for Gemini 3.1 Flash Lite and Sonar Pro
BenchmarkGemini 3.1 Flash LiteSonar ProLeader
OTIS Mock AIME80.0%Not measuredOnly Gemini 3.1 Flash Lite measured
FrontierMath, tiers 1 to 327.7%Not measuredOnly Gemini 3.1 Flash Lite measured
Neither model has a result on the other 11 boards here
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index1 board, none shared
Knowledge benchmarks for Gemini 3.1 Flash Lite and Sonar Pro
BenchmarkGemini 3.1 Flash LiteSonar ProLeader
MMLU Pro (Artificial Analysis run)Not measured75.5%Only Sonar Pro measured
Neither model has a result on the other 16 boards here
Web designNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Web design benchmarks for Gemini 3.1 Flash Lite and Sonar Pro
BenchmarkGemini 3.1 Flash LiteSonar ProLeader
Neither model has a result on 9 boards here
GeneralDirectional onlyPublic boards, shown as published, kept out of the index4 boards, none shared
General benchmarks for Gemini 3.1 Flash Lite and Sonar Pro
BenchmarkGemini 3.1 Flash LiteSonar ProLeader
IFBench77.2%Not measuredOnly Gemini 3.1 Flash Lite measured
Long context reasoning (AA-LCR)74.3%Not measuredOnly Gemini 3.1 Flash Lite measured
DTBench76.8%Not measuredOnly Gemini 3.1 Flash Lite measured
LMCA35.0%Not measuredOnly Gemini 3.1 Flash Lite measured
Neither model has a result on the other 42 boards here
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
Image generation benchmarks for Gemini 3.1 Flash Lite and Sonar Pro
BenchmarkGemini 3.1 Flash LiteSonar ProLeader
Neither model has a result on 5 boards here

What each workload costs

Three fixed token mixes at each model's listed price, so per-token rates become a bill.

Chat turn

1K input + 500 output tokens

Gemini 3.1 Flash Lite$0.0010Fits in one request
Sonar Pro$0.011Fits in one request

Gemini 3.1 Flash Lite costs less

Repository review

50K input + 3K output tokens

Gemini 3.1 Flash Lite$0.017Fits in one request
Sonar Pro$0.195Fits in one request

Gemini 3.1 Flash Lite costs less

Agent loop

200K input + 10K output tokens

Gemini 3.1 Flash Lite$0.065Fits in one request
Sonar Pro$0.750Exceeds the context window

Gemini 3.1 Flash Lite costs less

Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.

Specification differences

The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.

Specifications of Gemini 3.1 Flash Lite and Sonar Pro
SpecificationGoogle Gemini 3.1 Flash LitePerplexity Sonar Pro
MakerGooglePerplexity
WeightsNo public weights listedNo public weights listed
ReleasedMay 7, 2026March 7, 2025
Context window1.05M200K
Input $/Mtok$0.25$3.00
Output $/Mtok$1.50$15.00
Coding indexNot benchmarkedNot benchmarked
Independent measurements behind it00
Cost per solved taskNot computableNot computable
SourceOpenRouter listingOpenRouter listing

Questions

Is Gemini 3.1 Flash Lite better than Sonar Pro for coding?

Neither model has a coding score yet, so the two cannot be ranked on coding. Gemini 3.1 Flash Lite has the edge where output tokens cost 10.0x less, and where the context window is larger, 1.05M against 200K tokens.

Which is cheaper, Gemini 3.1 Flash Lite or Sonar Pro?

Gemini 3.1 Flash Lite costs $0.25 per million input tokens and $1.50 per million output tokens; Sonar Pro costs $3.00 and $15.00. Cost per solved task is known for neither of them.

Which has the bigger context window, Gemini 3.1 Flash Lite or Sonar Pro?

Gemini 3.1 Flash Lite, with 1.05M tokens against 200K.

How many benchmarks is the Gemini 3.1 Flash Lite vs Sonar Pro comparison based on?

2 benchmarks have a result for both models as of October 21, 2026. Gemini 3.1 Flash Lite's coding index rests on 0 independent benchmarks and Sonar Pro's on 0. Where only one model has a result, the page says so instead of naming a winner.

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