Good enough on 1/52 tasks at the 90% bar. Best value on 1 task.
Provider Gemini Model name gemini-3.1-flash-image-preview
How good does a model need to be? At least 90% of the best-performing model.
Cost mode: Batch if supported Sync only
Qualifies on 1 / 52 tasks (at 90% bar) Best value on 1 task
Cost vs quality across all tasks
0% 25% 50% 75% 100% 7 8 9 10 Quality score (7–10) Cost-efficiency vs cheapest (1.0 = cheapest) Report Image Generation — quality 7.53, this model IS the cheapest 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
Task Category Quality (% of best) Confidence Overpay Report Image Generation★ Infrastructure & Utility 92% HIGH cheapest
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.
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