PII Tracer vs Solar Pro 4
At a Glance
| Compare |  PII TracerPerplexity |  Solar Pro 4Upstage |
|---|---|---|
| Pricing and Limits | ||
| Input priceFrom · USD / 1M tokens | Not reported | $0.090Upstage ↗ · Sep 18, 2026 |
| Output priceFrom · USD / 1M tokens | Not reported | $0.36Upstage ↗ · Sep 18, 2026 |
| Context windowMaximum documented tokens | 4K | 524K |
| Model facts checked | Sep 3, 2026View model evidence → | Sep 18, 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 | PII-Tracer | Solar Pro 4 |
|---|---|---|
| Developer | Perplexity | Upstage |
| Family | Pii Tracer | Solar Pro |
| Model | PII-Tracer | Solar Pro 4 |
| Version | PII-Tracer | Solar Pro 4 |
| Lifecycle | active | active |
| Released | 2026-09-01 | 2026-08-14 |
| Knowledge cutoff | Unknown | Unknown |
| Input modalities | Text | Text |
| Output modalities | Text | Text |
| Context window | 4K | 524K |
| Total parameters | 596.1M | Unknown |
| Active parameters | Unknown | Unknown |
| License | mit | Unknown |
| Open weights | Yes | No |
| API available | No | Yes |
| Self-hostable | Yes | Yes |
| Provider access | Unknown | Upstage (Standard) |
| Capabilities | classification, pii-detection, redaction, sensitivity-classification, token-classification | agents, chat, generation, reasoning, structured_outputs, tools |
| Supported languages | Unknown | English, Korean, Japanese |
| Training data cutoff | Unknown | February 2026 |
PII Tracer Capabilities
Solar Pro 4 Capabilities
Related Comparisons
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PII-TracerPerplexity | vs | Grok 4.6xAI | cross-developer peerstext |
PII-TracerPerplexity | vs |  Qwen3.8-MaxQwen | cross-developer peerstext |
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 MiniMax-M3MiniMax | vs | PII-TracerPerplexity | cross-developer peerstext |
PII-TracerPerplexity | vs |  GLM-5.3Z.ai | cross-developer peerstext |
PII-TracerPerplexity | vs |  Hy4 previewTencent | cross-developer peerstext |
Seed 2.1 ProByteDance Seed | vs | PII-TracerPerplexity | cross-developer peerstext |
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Primary Evidence
Sources and Freshness
Questions
PII Tracer vs Solar Pro 4 FAQs
Is PII Tracer or Solar Pro 4 better for coding?+
This comparison does not currently contain a protocol-matched coding benchmark for both PII Tracer and Solar Pro 4, so Model Markets cannot name a coding leader from pricing, context size, or capability labels alone.
Which is cheaper, PII Tracer or Solar Pro 4?+
Only Solar Pro 4 has a directly sourced input price: $0.090 per million tokens. Only Solar Pro 4 has a directly sourced output price: $0.36 per million tokens.
Which has a larger context window, PII Tracer or Solar Pro 4?+
Solar Pro 4 has the larger sourced context window. PII Tracer supports 4K and Solar Pro 4 supports 524K.
Which performs better in benchmarks, PII Tracer or Solar Pro 4?+
There is no overall benchmark winner: At least two independently verified, protocol-matched benchmarks are required for an overall winner.
Can PII Tracer or Solar Pro 4 be self-hosted?+
Both models have the same recorded self-hosting status: supported. PII Tracer is open weight; Solar Pro 4 is not marked open weight.
Can PII Tracer and Solar Pro 4 understand images?+
PII Tracer is not documented with image input; Solar Pro 4 is not documented with image input. This reflects supported input modalities, not vision quality.
Which can generate longer answers, PII Tracer or Solar Pro 4?+
Neither has a larger sourced maximum output. PII Tracer is — and Solar Pro 4 is 131K.
Do PII Tracer and Solar Pro 4 support reasoning and tool use?+
PII Tracer: none of these features are definitively sourced. Solar Pro 4: reasoning and tool calling. Feature support does not establish relative quality.
Which is available from more inference providers, PII Tracer or Solar Pro 4?+
PII Tracer has 0 sourced provider routes; Solar Pro 4 has 1, so Solar Pro 4 has broader tracked availability.
Which offers better value, PII Tracer or Solar Pro 4?+
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.