Compare / GPT-5.6 Terra vs Step 3.5 Flash
GPT-5.6 Terra vs Step 3.5 Flash
Which is cheaper, which is more capable, and which does better at each kind of work, from 17 results on 3 sources that measured both models.
GPT-5.6 Terra or Step 3.5 Flash? The short answer
- Step 3.5 Flash is cheaper: $0.15 against $4.50 per million tokens, 30 times less.
- GPT-5.6 Terra scores higher on the Artificial Analysis Intelligence Index: 42.1 against 16.6.
- On our business benchmarks, GPT-5.6 Terra ranks higher for reasoning and knowledge, writing and sticking to the facts.
At a glance
| GPT-5.6 Terra | Step 3.5 Flash | |
|---|---|---|
| Price per million tokens | $2.00 in · $12.00 out | $0.10 in · $0.30 out |
| Blended (3 in : 1 out) | $4.50 | $0.15 |
| Cheapest host, blended | $2.25 (OpenAI) | – |
| Intelligence Index | 42.1 | 16.6 |
| Spring Prompt overall | – | – |
| Output speed, tokens a second | 104 | – |
| Context window | 1,050,000 tokens | 262,144 tokens |
| Weights | Closed | Open |
| Developer based in | the US | China |
Prices are the developer's list price where we have read it, otherwise the typical host on OpenRouter; see every model's price. Intelligence and speed from Artificial Analysis.
Which is better for what
Each model's rank among models available today, for each kind of work, from our own benchmarks and licensed sources. The better rank is in green.
| Use case | GPT-5.6 Terra | Step 3.5 Flash |
|---|---|---|
| Agents and tool useMulti-step tasks with tools: support desks, coding agents, function calls | 16 of 161 | not measured |
| Professional workReal tasks from banking, consulting and law, business documents and freelance projects | 10 of 51 | not measured |
| Reasoning and knowledgeHard questions across science, maths and general knowledge | 20 of 195 | 96 of 195 |
| WritingWhat people prefer in blind comparisons, and judged writing quality | 39 of 187 | 99 of 187 |
| Sticking to the factsSummarising without inventing things, and factual answers | 49 of 153 | 123 of 153 |
Every shared result
| Benchmark | Metric | GPT-5.6 Terra | Step 3.5 Flash |
|---|---|---|---|
| Arena (formerly LMArena)reported | OverallArena rating | 1,467 | 1,417 |
| Arena (formerly LMArena)reported | Business, management and financeArena rating | 1,466 | 1,390 |
| Arena (formerly LMArena)reported | Creative writingArena rating | 1,428 | 1,345 |
| Arena (formerly LMArena)reported | Expert promptsArena rating | 1,504 | 1,429 |
| Arena (formerly LMArena)reported | Instruction followingArena rating | 1,462 | 1,384 |
| Arena (formerly LMArena)reported | OverallArena rating | 1,465 | 1,393 |
| Arena (formerly LMArena)reported | Writing, literature and languageArena rating | 1,445 | 1,366 |
| Artificial Analysisreported | Artificial Analysis Intelligence Indexindex score | 42.1 | 16.6 |
| Artificial Analysisreported | GPQA Diamond% of questions | 92.5% | 83.1% |
| Artificial Analysisreported | Humanity's Last Exam% of questions | 42.9% | 21.1% |
| Artificial Analysisreported | IFBench% of instructions | 71.2% | 64.6% |
| Artificial Analysisreported | Long-context reasoning (AA-LCR)% of questions | 83.0% | 50.0% |
| Artificial Analysisreported | Terminal-Bench Hard% of tasks | 62.9% | 27.3% |
| Artificial Analysisreported | Τ²-bench telecom% of tasks | 86.3% | 94.4% |
| UGI Leaderboardreported | Requested-length error% off the requested word count | 22.0% | 42.0% |
| UGI Leaderboardreported | Style adherencescore from 0 to 1 | 0.39 | 0.37 |
| UGI Leaderboardreported | Writing scorescore out of 100 | 60.4 | 45.9 |
Bold green marks the better value on that metric. Where a source reports ranges that overlap, the difference may not be meaningful; see the benchmark page for ranges.
Quick answers
Is GPT-5.6 Terra better than Step 3.5 Flash?
It depends on the task. Among models available today, on our benchmarks and licensed sources, GPT-5.6 Terra ranks higher for reasoning and knowledge, writing and sticking to the facts.
Which is cheaper, GPT-5.6 Terra or Step 3.5 Flash?
Step 3.5 Flash costs $0.15 per million tokens (three input to one output), against $4.50 for GPT-5.6 Terra.
Run GPT-5.6 Terra and Step 3.5 Flash on your own prompt
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