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Choose with clarity.
Compare generations across coding, math, writing, creativity, reasoning and speed, with source-backed context and real prices.
Choose for your task, not an IQ score. Use-case guidance is editorial; published benchmarks retain their original conditions and cannot be ranked across different tests. Speed descriptions are vendor claims, not measured tokvilo throughput.
| Compare | gpt-6.1-soltokvilo Models · GPTOpen playground ↗ | gemini-3.8-flashtokvilo Models · GeminiOpen playground ↗ | claude-sonnet-5-5tokvilo Models · ClaudeOpen playground ↗ |
|---|---|---|---|
| Positioning | 6.1 Sol A balance of quality, time and cost for complex tasks. Billing configured · Verify execution in Playground | 3.8 Flash A Flash-series option for long engineering sessions and multi-step tasks. Billing configured · Verify execution in Playground | Sonnet 5.5 A balance of intelligence and speed for everyday complex work. Billing configured · Verify execution in Playground |
| Coding | Coding and engineering Designed for coding and complex workflows. Vendor documentation | Coding and engineering The official focus includes software engineering or codebase analysis. Vendor documentation | Coding and engineering The vendor positions this series for engineering and complex work. Vendor documentation |
| Math | Not verified Version-specific evidence for this dimension has not been verified. Unverified | Not verified Version-specific evidence for this dimension has not been verified. Unverified | Not verified Version-specific evidence for this dimension has not been verified. Unverified |
| Writing | Evaluate the writing style Editorial suggestion: test structure, factual fidelity and tone on the same source material before choosing a writing model. Editorial guidance | Evaluate the writing style Editorial suggestion: test structure, factual fidelity and tone on the same source material before choosing a writing model. Editorial guidance | Evaluate the writing style Editorial suggestion: test structure, factual fidelity and tone on the same source material before choosing a writing model. Editorial guidance |
| Creativity | Compare sample drafts Editorial suggestion: compare originality and adherence to constraints across sample drafts; there is no universal creativity score. Editorial guidance | Compare sample drafts Editorial suggestion: compare originality and adherence to constraints across sample drafts; there is no universal creativity score. Editorial guidance | Compare sample drafts Editorial suggestion: compare originality and adherence to constraints across sample drafts; there is no universal creativity score. Editorial guidance |
| Reasoning | Multi-step reasoning Supports multiple reasoning effort levels, without a no-reasoning mode. Vendor documentation | Multi-step reasoning The vendor supports thinking and multi-step tasks; configuration depends on the route. Vendor documentation | Multi-step reasoning Supports adaptive reasoning; higher effort generally uses more generation tokens. Vendor documentation |
| Speed | Not verified Version-specific evidence for this dimension has not been verified. Unverified | Vendor speed positioning The Flash series emphasizes response efficiency; this is not measured tokvilo latency. Vendor documentation | Vendor speed positioning The vendor's within-family latency label is Fast. Vendor documentation |
| Context & inputs | 1,050,000 tokens text · image Vendor capabilities; supported tokvilo inputs may differ. | 1,048,576 tokens text · image · audio · video Vendor capabilities; supported tokvilo inputs may differ. | 1,000,000 tokens text · image Vendor capabilities; supported tokvilo inputs may differ. |
| Published evaluations | No verified score recorded for this exact version | No verified score recorded for this exact version | No verified score recorded for this exact version |
| Price & billing | Loading prices… | Loading prices… | Loading prices… |
| Sources & trade-offs | Official context and input capabilities describe the model. The tokvilo route's limits, availability and final quote apply when you make a request. Official Chat Completions supports conversations without tool calling; this does not imply that tokvilo exposes every vendor tool. OpenAI · gpt-6.1-sol · OpenAI model documentation ↗Checked 2026-10-24 | Official context and input capabilities describe the model. The tokvilo route's limits, availability and final quote apply when you make a request. Speed descriptions are vendor positioning, not latency measured on tokvilo. Reasoning effort, output length and load affect response time. Google · gemini-3.8-flash · Gemini model documentation ↗Checked 2026-10-24 | Official context and input capabilities describe the model. The tokvilo route's limits, availability and final quote apply when you make a request. Speed descriptions are vendor positioning, not latency measured on tokvilo. Reasoning effort, output length and load affect response time. Anthropic · Sonnet 5.5 · Claude model documentation ↗Checked 2026-10-24 |