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Model comparison

DBRX Instruct vs Gemini 3.1 Flash-Lite

Data verified

Head-to-head evidence from 0 shared benchmark results across 0 categories. Overall scores shown here use the public BenchAlign v5 ranking lane.

No sourced benchmark result is currently shared by both models. This page therefore compares only the available metadata, pricing, and runtime rows; it does not name a quality winner.
Databricks
N/A
No comparison
50.83/100
0 category wins0 category wins

Public leaderboard positions: DBRX Instruct unranked (Not scored); Gemini 3.1 Flash-Lite #111 (Supported). Intervals and evidence labels describe ranking uncertainty, not a guarantee for a specific workload.

Evidence parity. DBRX Instruct and Gemini 3.1 Flash-Lite share 0 comparable benchmark results. 0 of 8 categories are comparable. 0 results are unique to DBRX Instruct; 20 to Gemini 3.1 Flash-Lite.

Updated July 24, 2026
Shared results
0
DBRX Instruct only
0
Gemini 3.1 Flash-Lite only
20
Comparable categories
0 / 8

Benchmark data for DBRX Instruct and Gemini 3.1 Flash-Lite is coming soon on BenchLM.

Confidence note. This is a partial-evidence comparison with 0 shared benchmark results across 0 evidence categories; 0 of 8 categories currently have scoreable aggregates for both models. Treat the verdict as directional until coverage is more balanced.

Why this result

BenchLM does not have sourced benchmark coverage for DBRX Instruct yet. This comparison is currently limited to metadata such as context window, reasoning mode, and pricing where available.

Gemini 3.1 Flash-Lite is priced at $0.25 input / $1.50 output per 1M tokens, versus $0.00 input / $0.00 output per 1M tokens for DBRX Instruct. Gemini 3.1 Flash-Lite has the larger context window at 1M, compared with 32K for DBRX Instruct.

Operational comparison

Runtime and commercial metrics are compared only when both models have a complete sourced value.

MetricDBRX InstructGemini 3.1 Flash-LiteComparison
Input / output priceUSD per 1M tokensDBRX Instruct$0 input / $0 outputGemini 3.1 Flash-Lite$0.25 input / $1.5 outputDBRX Instruct has the lower combined listed price.
Generation speedtokens per secondDBRX InstructNot availableGemini 3.1 Flash-Lite205 tok/sA complete speed comparison is not available.
First-answer latencyseconds to first tokenDBRX InstructNot availableGemini 3.1 Flash-Lite7.50 sA complete latency comparison is not available.
Context windowmaximum listed tokensDBRX Instruct32KGemini 3.1 Flash-Lite1MGemini 3.1 Flash-Lite lists the larger context window.

Benchmark Deep Dive

Agentic
BenchmarkDBRX InstructGemini 3.1 Flash-LiteResult
AA Agentic IndexSource 6.2%Not comparable
APEX-Agents-AASource 12.2%Not comparable
τ²-bench resultsSource 31.3%Not comparable
GDPval-AASource 7.1%Not comparable
GDPval-AASource 642Not comparable
Gert LabsSource 38.46%Not comparable
Coding
BenchmarkDBRX InstructGemini 3.1 Flash-LiteResult
Vibe Code BenchSource 0.00%Not comparable
AA Coding IndexSource 34.7%Not comparable
AA-SciCodeSource 41.9%Not comparable
Reasoning
BenchmarkDBRX InstructGemini 3.1 Flash-LiteResult
AA-LCRSource 65.3%Not comparable
CritPtSource 1.1%Not comparable
Knowledge
BenchmarkDBRX InstructGemini 3.1 Flash-LiteResult
Artificial Analysis Intelligence IndexSource 25.0%Not comparable
AA-GPQA DiamondSource 82.2%Not comparable
AA-HLESource 16.2%Not comparable
AA-Omniscience IndexSource -15.5%Not comparable
AA-Omniscience AccuracySource 36.4%Not comparable
AA-Omniscience Hallucination RateSource 81.6%Not comparable
Multimodal
BenchmarkDBRX InstructGemini 3.1 Flash-LiteResult
CharXivSource 73.2%Not comparable
AA-MMMU-ProSource 75.5%Not comparable
Inst. Following
BenchmarkDBRX InstructGemini 3.1 Flash-LiteResult
AA-IFBenchSource 77.2%Not comparable
Frequently Asked Questions (3)

Can I compare DBRX Instruct and Gemini 3.1 Flash-Lite on BenchLM yet?

Not fully yet. BenchLM is tracking both models, but the sourced benchmark breakdown for this comparison is still coming soon.

Why does this comparison show “coming soon”?

BenchLM only shows category winners and benchmark-level calls when we have sourced results that can be compared fairly. For these models, the public benchmark coverage is not complete enough yet.

What data is available for DBRX Instruct and Gemini 3.1 Flash-Lite today?

DBRX Instruct: $0.00 input / $0.00 output per 1M tokens Gemini 3.1 Flash-Lite: $0.25 input / $1.50 output per 1M tokens Both model pages still include creator, context window, reasoning mode, and other metadata while benchmark coverage fills in.

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Last updated: July 24, 2026

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