Fronset Benchmark

Gemini 3.7 Flash (archived)

Provider
Gemini
Model name
gemini-3.7-flash
Last benchmarked
Qualified on
13 / 52 tasks (at the 90% bar)
Best value on
0 tasks

Good enough on 13/52 tasks at the 90% bar. Best value on 0 tasks. Best fit for: Infrastructure & Utility, Long-form Content Generation, Relevance, Classification & Matching. Doesn't qualify on any: Financial Analysis & Trading Decisions.

Cost vs quality across all tasks, as of 5 September 2026

0%25%50%75%100%78910Quality score (7–10)Cost-efficiency vs best value (1.0 = best value)Batch Text Translation — quality 9.03, 4.5x the cost of the best-value good-enough optionVoice Profile Generation — quality 9.36, 4.0x the cost of the best-value good-enough optionTopic Section Assignment — quality 8.32, 6.7x the cost of the best-value good-enough optionPublication Title Package Generation — quality 8.66, 2.9x the cost of the best-value good-enough optionSocial Post Portfolio Selection — quality 8.63, 12.8x the cost of the best-value good-enough optionPersona Policy Eligibility Check — quality 8.85, 7.0x the cost of the best-value good-enough optionResearch Query Generation — quality 7.96, 5.5x the cost of the best-value good-enough optionLanguage Identification — quality 9.80, 4.6x the cost of the best-value good-enough optionReference Preserving Analytical Writing — quality 8.36, 7.4x the cost of the best-value good-enough optionEngagement Opportunity Triage — quality 8.45, 3.6x the cost of the best-value good-enough optionTopic Taxonomy Matching — quality 8.18, 4.3x the cost of the best-value good-enough optionProfile Pool Matching — quality 8.55, 4.9x the cost of the best-value good-enough optionPromotional Message Generation — quality 7.88, 2.7x the cost of the best-value good-enough option

within ~1.3× of the best-value model · 1.3–2× · >2× · ★ this model is the best-value pick on that task. Top-right = best quadrant. Only tasks where this model qualifies at the 90% bar are plotted.

Per-task breakdown, as of 5 September 2026

TaskCategoryQuality (% of best)ConfidenceOverpay
Promotional Message GenerationSocial & Promotional Content90%HIGH2.7x
Publication Title Package GenerationContent Summarization & Synthesis94%RANKED2.9x
Engagement Opportunity TriageRelevance, Classification & Matching95%HIGH3.6x
Voice Profile GenerationLong-form Content Generation95%HIGH4x
Topic Taxonomy MatchingRelevance, Classification & Matching97%MEDIUM4.3x
Batch Text TranslationInfrastructure & Utility96%RANKED4.5x
Language IdentificationRelevance, Classification & Matching97%MEDIUM4.6x
Profile Pool MatchingRelevance, Classification & Matching97%MEDIUM4.9x
Research Query GenerationInfrastructure & Utility98%HIGH5.5x
Topic Section AssignmentTopic Organization & Clustering95%MEDIUM6.7x
Persona Policy Eligibility CheckRelevance, Classification & Matching96%HIGH7x
Reference Preserving Analytical WritingLong-form Content Generation91%MEDIUM7.4x
Social Post Portfolio SelectionRelevance, Classification & Matching98%HIGH13x

Overpay — how much more you pay by running this model instead of the best-value model that clears the quality bar on that task (marked ★). "16x" means you overpay 16× — the same output for 16× the best-value good-enough option; ★ means this model is that option (no overpayment). Confidence — how sure we are about the quality score (more judgments + more agreement = higher confidence): RANKED many independent judges scored this model's outputs and their agreement is very high (most confident) — HIGH many judges have scored it and they mostly agree (well-pinned) — MEDIUM enough judges have weighed in to publish, but they disagree more than we'd like (treat with a small grain of salt). LOW-confidence cells are hidden everywhere on the site. See the methodology for the exact thresholds.