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Model A
Gemini 3.8 Flash

Google

75.61/100

Supported · Public rank #7

90% interval 71.879.4

Gemini 3.8 Flash vs Solar Pro 4

Updated September 10, 2026. Public scores include evidence status and uncertainty. They are not guarantees for a specific workload.

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Model B
Solar Pro 4

Upstage

Evidence status unavailable

90% interval unavailable

Decision reading

At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner.

2 results are shared. Category rows resting on Estimated evidence or different benchmark sets are marked directional and do not name a winner.

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Which one for your work

Recommendations appear only when a shared evidence basis or an explicit operating constraint supports the call. Secondary and unsupported use cases stay disclosed below the initial list.

  • Long documents

    Prompts that approach the documented context limit

    Gemini 3.8 Flash

    Gemini 3.8 Flash has the larger documented context window.

    Confidence: documented

  • Chat turn cost

    1K fresh input + 500 output tokens

    Solar Pro 4

    Solar Pro 4 has the lower estimated token cost for this stated workload. Costs use the listed standard API rates.

    Confidence: listed-rates

  • Cache-heavy agent loop cost

    200K cached + 20K fresh input + 10K output tokens

    Solar Pro 4

    Solar Pro 4 has the lower estimated token cost for this stated workload. Costs use the listed standard API rates.

    Confidence: listed-rates

Show secondary and unsupported calls
  • Repository review cost

    50K fresh input + 3K output tokens

    Solar Pro 4

    Solar Pro 4 has the lower estimated token cost for this stated workload. Costs use the listed standard API rates.

    Confidence: listed-rates

  • Coding work

    Code generation, repair, and software-engineering tasks

    Not enough matched evidence

    Solar Pro 4 is not ranked on the public lane for coding, so no winner is named for coding.

    Confidence: limited

  • Agentic work

    Tool use, computer use, and multi-step task completion

    Not enough matched evidence

    Solar Pro 4 is not ranked on the public lane for agentic, so no winner is named for agentic.

    Confidence: limited

What is actually comparable

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

Shared results
2
Gemini 3.8 Flash only
17
Solar Pro 4 only
8
Like-for-like categories
0 / 8

Category results, on a stated basis

Each row shows the public-lane category score for both models: the BenchAlign lane for agentic, coding, and knowledge, and the weighted public rows elsewhere, with the same rank each model page reports. A row is like-for-like only when both scores rest on Supported evidence or the same weighted set. Directional and not-comparable rows remain visible, but they never receive a winner.

Agentic

Not comparable
Gemini 3.8 Flash
66.3
Supported · #10/152
Solar Pro 4
Not ranked
Basis
BenchAlign lane · 5 vs 4 public rows
Reading
Not comparable

Coding

Not comparable
Gemini 3.8 Flash
66.6
Supported · #10/151
Solar Pro 4
Not ranked
Basis
BenchAlign lane · 6 vs 3 public rows
Reading
Not comparable

Reasoning

Not comparable
Gemini 3.8 Flash
76.9
#8/20
Solar Pro 4
Not ranked
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Knowledge

Not comparable
Gemini 3.8 Flash
74.9
Supported · #6/183
Solar Pro 4
Not ranked
Basis
BenchAlign lane · 6 vs 2 public rows
Reading
Not comparable

Math

Not comparable
Gemini 3.8 Flash
Not ranked
Solar Pro 4
Not ranked
Basis
Provisional lane · 0 vs 1 weighted rows
Reading
Not comparable

Multilingual

Not comparable
Gemini 3.8 Flash
Not ranked
Solar Pro 4
Not ranked
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Multimodal

Not comparable
Gemini 3.8 Flash
82.8
#8/48
Solar Pro 4
Not ranked
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Instruction following

Not comparable
Gemini 3.8 Flash
Not ranked
Solar Pro 4
Not ranked
Basis
Provisional lane · 0 vs 0 weighted rows
Reading
Not comparable

Ranks count the models scored in each category’s lane, so the agentic, coding, and knowledge denominators (BenchAlign) differ from the provisional-lane categories. Unranked scores sit on the lane’s scale but never name a winner. Like-for-like rows within 0.5 points read as a practical tie.

Shape of the matched evidence

Only shared public evidence is shown. Sparse evidence stays a ruled list rather than being closed into a radar shape.

A shared-evidence shape is not available.

BenchLM does not draw a radar or infer missing axes when the matched evidence is too sparse.

What each workload costs

Three fixed token mixes turn per-token rates into comparable decisions. Each scenario states context fit and whether cached input had to fall back to the published list-input rate.

Chat turn

1K fresh input + 500 output tokens

Gemini 3.8 Flash
$0.00262
Fits in one request
Solar Pro 4
$0.0009
Fits in one request

Solar Pro 4 has the lower modeled cost

Costs use the listed standard API rates.

Repository review

50K fresh input + 3K output tokens

Gemini 3.8 Flash
$0.04875
Fits in one request
Solar Pro 4
$0.0186
Fits in one request

Solar Pro 4 has the lower modeled cost

Costs use the listed standard API rates.

Cache-heavy agent loop

200K cached + 20K fresh input + 10K output tokens

Gemini 3.8 Flash
$0.0675
Fits in one request
Solar Pro 4
$0.03
Fits in one request

Solar Pro 4 has the lower modeled cost

Costs use the listed standard API rates.

Specification differences

Sourced differences are shown directly. Missing facts stay explicit instead of being inferred from a model name or family.

Reasoning profile

Gemini 3.8 Flash

Reasoning

Solar Pro 4

Reasoning

Weight access

Gemini 3.8 Flash

Proprietary

Solar Pro 4

Proprietary

License

Gemini 3.8 Flash

Proprietary

Solar Pro 4

Proprietary

Release date

Gemini 3.8 Flash

2026-09-02

Solar Pro 4

2026-08-11

If you already use one of these models
Deployment change
The models list different providers, so authentication, endpoint behavior, limits, and feature support may change.
Quality signal
At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner.
Workload cost
Repository review: $0.04875 vs $0.0186. Cache-heavy agent loop: $0.0675 vs $0.03.
Context tradeoff
Gemini 3.8 Flash has the larger documented window (1M).

Run the same representative tasks against both endpoints before changing production traffic.

Benchmark evidence

The full public result ledger is available for audit without forcing a wide desktop table onto a phone.

Browse raw public benchmark evidence27 rows

Agentic

  • Finance Agent v2

    Gemini 3.8 Flash61.4%
    Source
    Solar Pro 4

    Not directly comparable

  • Terminal-Bench 2.1

    Gemini 3.8 Flash89.4%
    Source
    Solar Pro 457.0%
    Source

    Gemini 3.8 Flash leads this result

  • Terminal-Bench 4.0

    Gemini 3.8 Flash19.10%
    Source
    Solar Pro 4

    Not directly comparable

  • OSWorld 2.0

    Gemini 3.8 Flash59.0%
    Source
    Solar Pro 4

    Not directly comparable

  • Terminal-Bench 2.1 (Vals)

    Gemini 3.8 Flash81.3%
    Source
    Solar Pro 4

    Not directly comparable

  • BrowseComp

    Gemini 3.8 Flash
    Solar Pro 449.2%
    Source

    Not directly comparable

  • MCP Atlas

    Gemini 3.8 Flash
    Solar Pro 461.4%
    Source

    Not directly comparable

  • APEX-Agents

    Gemini 3.8 Flash
    Solar Pro 418.7%
    Source

    Not directly comparable

Coding

  • DeepSWE

    Gemini 3.8 Flash73.8%
    Source
    Solar Pro 4

    Not directly comparable

  • Terminal-Bench 2.1

    Gemini 3.8 Flash89.4%
    Source
    Solar Pro 457.0%
    Source

    Gemini 3.8 Flash leads this result

  • cursorBench32

    Gemini 3.8 Flash69.2%
    Source
    Solar Pro 4

    Not directly comparable

  • LiveCodeBench (Vals)

    Gemini 3.8 Flash89.5%
    Source
    Solar Pro 4

    Not directly comparable

  • SWE-bench (Vals)

    Gemini 3.8 Flash80.0%
    Source
    Solar Pro 4

    Not directly comparable

  • FrontierSWE v2

    Gemini 3.8 Flash19.6%
    Source
    Solar Pro 4

    Not directly comparable

  • SWE-bench Verified

    Gemini 3.8 Flash
    Solar Pro 470.6%
    Source

    Not directly comparable

  • LiveCodeBench

    Gemini 3.8 Flash
    Solar Pro 487.8%
    Source

    Not directly comparable

Knowledge

  • HLE-Verified

    Gemini 3.8 Flash54.9%
    Source
    Solar Pro 4

    Not directly comparable

  • LABBench2

    Gemini 3.8 Flash86.2%
    Source
    Solar Pro 4

    Not directly comparable

  • BioMysteryBench (human-solvable)

    Gemini 3.8 Flash88.8%
    Source
    Solar Pro 4

    Not directly comparable

  • BioMysteryBench (human-difficult)

    Gemini 3.8 Flash56.5%
    Source
    Solar Pro 4

    Not directly comparable

  • GPQA Diamond (Vals)

    Gemini 3.8 Flash94.4%
    Source
    Solar Pro 4

    Not directly comparable

  • MMLU-Pro (Vals)

    Gemini 3.8 Flash90.2%
    Source
    Solar Pro 4

    Not directly comparable

  • GPQA-D

    Gemini 3.8 Flash
    Solar Pro 489.0%
    Source

    Not directly comparable

  • MMLU-Pro

    Gemini 3.8 Flash
    Solar Pro 486.3%
    Source

    Not directly comparable

Math

  • AIME26

    Gemini 3.8 Flash
    Solar Pro 495.3%
    Source

    Not directly comparable

Multimodal

  • CharXiv w/o tools

    Gemini 3.8 Flash86.2%
    Source
    Solar Pro 4

    Not directly comparable

  • LVBench

    Gemini 3.8 Flash87.1%
    Source
    Solar Pro 4

    Not directly comparable

Frequently asked questions

Which is better, Gemini 3.8 Flash or Solar Pro 4?

At least one model is not scored in the current public ranking lane, so the page does not name an overall quality winner. The page therefore keeps the decision tied to the specific documented workload.

Which is better for coding, Gemini 3.8 Flash or Solar Pro 4?

Solar Pro 4 is not ranked on the public lane for coding, so no winner is named for coding.

Which is better for agentic tasks, Gemini 3.8 Flash or Solar Pro 4?

Solar Pro 4 is not ranked on the public lane for agentic tasks, so no winner is named for agentic tasks.

Which costs less, Gemini 3.8 Flash or Solar Pro 4?

For the stated presets, chat costs $0.00263 on Gemini 3.8 Flash and $0.0009 on Solar Pro 4; repository review costs $0.04875 and $0.0186; the cache-heavy agent loop costs $0.0675 and $0.03. Costs use the listed standard API rates.

Which has the larger context window, Gemini 3.8 Flash or Solar Pro 4?

Gemini 3.8 Flash has the larger documented context window: 1M, compared with 512K.

Related comparisons

Last updated September 10, 2026

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