Gemini 3.1 Pro vs PII Tracer
At a Glance
| Compare |  Gemini 3.1 ProGoogle DeepMind |  PII TracerPerplexity |
|---|---|---|
| Intelligence, Cost, and Efficiency | ||
| IntelligenceHigher is better · MM Intelligence v2.5 | #9 of 4679.7 score · 3/3 sources · complete | UnrankedNot in the 46-model eligible cohort |
| CostLower is better · Published-token output estimate | #27 of 44$0.161 per LiveBench case | UnrankedNot in the 44-model eligible cohort |
| EfficiencyHigher is better · MM Efficiency v1.5 | #9 of 3859.2 score · 3/3 sources · complete | UnrankedNot in the 38-model eligible cohort |
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | $2.00Google AI ↗ · Aug 29, 2026 | Not reported |
| Output priceFrom · USD / 1M tokens | $12.00Google AI ↗ · Aug 29, 2026 | Not reported |
| Context windowMaximum documented tokens | 1,049K | 4K |
| Model facts checked | Aug 29, 2026View model evidence → | Sep 3, 2026View model evidence → |
Token prices are the lowest available sourced USD rates; input and output may use different providers. Cost ranking estimates output spend on LiveBench, not a full request bill. Ranking methodology →
Available Benchmarks
Side-by-Side Facts
| Field | Gemini 3.1 Pro | PII-Tracer |
|---|---|---|
| Developer | Google DeepMind | Perplexity |
| Family | Gemini 3 | Pii Tracer |
| Model | Gemini 3.1 Pro | PII-Tracer |
| Version | Gemini 3.1 Pro | PII-Tracer |
| Lifecycle | preview | active |
| Released | Unknown | 2026-09-01 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Text, Image, Video, Audio, Document | Text |
| Output modalities | Text | Text |
| Context window | 1,049K | 4K |
| Total parameters | Unknown | 596.1M |
| Active parameters | Unknown | Unknown |
| License | Unknown | mit |
| Open weights | No | Yes |
| API available | Yes | No |
| Self-hostable | No | Yes |
| Provider access | Google AI (Standard), Google Gemini (Standard) | Unknown |
| Capabilities | chat, generation, reasoning, tools | classification, pii-detection, redaction, sensitivity-classification, token-classification |
Gemini 3.1 Pro Capabilities
PII Tracer Capabilities
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Primary Evidence
Sources and Freshness
Questions
Gemini 3.1 Pro vs PII Tracer FAQs
Is Gemini 3.1 Pro or PII Tracer better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both Gemini 3.1 Pro and PII Tracer, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, Gemini 3.1 Pro or PII Tracer?+
Only Gemini 3.1 Pro has a directly sourced input price: $2.00 per million tokens. Only Gemini 3.1 Pro has a directly sourced output price: $12.00 per million tokens.
Which has a larger context window, Gemini 3.1 Pro or PII Tracer?+
Gemini 3.1 Pro has the larger sourced context window. Gemini 3.1 Pro supports 1,049K and PII Tracer supports 4K.
Which performs better in benchmarks, Gemini 3.1 Pro or PII Tracer?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can Gemini 3.1 Pro or PII Tracer be self-hosted?+
PII Tracer is the only model in this pair currently marked as self-hostable. Gemini 3.1 Pro is not marked open weight; PII Tracer is open weight.
Can Gemini 3.1 Pro and PII Tracer understand images?+
Gemini 3.1 Pro is documented with image input; PII Tracer is not documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, Gemini 3.1 Pro or PII Tracer?+
Neither has a larger sourced maximum output. Gemini 3.1 Pro is 66K and PII Tracer is —.
Do Gemini 3.1 Pro and PII Tracer support reasoning and tool use?+
Gemini 3.1 Pro: reasoning, tool calling, and image input. PII Tracer: none of these features are definitively sourced. Feature support does not establish relative quality.
Which is available from more inference providers, Gemini 3.1 Pro or PII Tracer?+
Gemini 3.1 Pro has 2 sourced provider routes; PII Tracer has 0, so Gemini 3.1 Pro has broader tracked availability.
Which offers better value, Gemini 3.1 Pro or PII Tracer?+
There is no universal value winner. Compare the input and output prices above with the matched benchmark result for your workload: cheaper tokens can be offset by different quality, token usage, latency, or provider availability.