Claude Haiku 4.5 vs GPT-6 Sol: pricing and benchmarks
Claude Haiku 4.5 is 50% cheaper on input tokens ($1.00 vs $2.00 per 1M). Claude Haiku 4.5 is 50% cheaper on output tokens ($5.00 vs $10.00 per 1M). On our document Q&A workload (50,000 questions a month), Claude Haiku 4.5 costs $550.00 a month versus $1,100 for GPT-6 Sol, 50% less. GPT-6 Sol scores 162.6 on the Epoch Capabilities Index vs 142.4 for Claude Haiku 4.5.
Which should you choose?
GPT-6 Sol scores 162.6 on the Epoch Capabilities Index vs 142.4 for Claude Haiku 4.5.
Claude Haiku 4.5 costs $2.00 per 1M tokens (3:1 input-to-output mix) vs $4.00 for GPT-6 Sol, 50% less.
A trade-off: GPT-6 Sol is 20.2 ECI points more capable but costs 2.0x as much as Claude Haiku 4.5.
Pricing and specs
| Claude Haiku 4.5 | GPT-6 Sol | |
|---|---|---|
| Provider | Anthropic | OpenAI |
| API model ID | claude-haiku-4-5-20251001 | gpt-6-sol |
| Input / 1M tokens | $1.00 | $2.00 |
| Cached input / 1M tokens | $0.10 | $0.20 |
| Output / 1M tokens | $5.00 | $10.00 |
| Long-context rates | — | $4.00 in / $15.00 out on long-context requests |
| Context window | 200K tokens | 1.05M tokens |
| Max output | 64K tokens | 128K tokens |
| Batch discount | 50% off | 50% off |
Benchmarks
| Claude Haiku 4.5 | GPT-6 Sol | |
|---|---|---|
| Epoch Capabilities Index | 142.4 | 162.6 |
| GPQA Diamond· Science reasoning | 71.2% | 94.3% |
| FrontierMath (Tiers 1–3)· Advanced math | — | 89.8% |
| SimpleQA Verified· Factual accuracy | 13.2% | 60.7% |
| ARC-AGI-2· Abstract reasoning | 4.0% | 89.6% |
| DeepSWE· Coding | — | — |
| APEX-Agents· Agentic work | — | 54.3% |
Source: Epoch AI, best recorded result per model (CC BY 4.0). A dash means no published score. See all benchmarks
Monthly cost for real workloads
| Workload | Claude Haiku 4.5 | GPT-6 Sol | Difference |
|---|---|---|---|
Support chatbot 100,000 replies a month, ~1,500 input tokens (system prompt + history) and ~400 output tokens each. | $350.00 | $700.00 | Claude Haiku 4.5 50% cheaper |
Document Q&A (RAG) 50,000 questions a month with ~8,000 tokens of retrieved context and ~600 output tokens each. | $550.00 | $1,100 | Claude Haiku 4.5 50% cheaper |
Coding agent 10,000 agent steps a month, ~40,000 input tokens each (70% read from the prompt cache) and ~2,000 output tokens. | $248.00 | $496.00 | Claude Haiku 4.5 50% cheaper |
Cached chatbot The same 100,000-reply support chatbot, but 60% of each prompt (system prompt + conversation history) is served from the prompt cache. | $269.00 | $538.00 | Claude Haiku 4.5 50% cheaper |
Meeting notes 10,000 meetings a month summarized from ~12,000-token transcripts, ~1,000 output tokens each. | $170.00 | $340.00 | Claude Haiku 4.5 50% cheaper |
Bulk translation 200,000 short translations a month, ~800 input and ~800 output tokens each. | $960.00 | $1,920 | Claude Haiku 4.5 50% cheaper |
Content moderation 1,000,000 classifications a month, ~400 input tokens and ~80 output tokens each. | $800.00 | $1,600 | Claude Haiku 4.5 50% cheaper |
Article drafting 300 long-form articles a month written from a ~4,000-token brief and outline, ~5,000 output tokens each. | $8.70 | $17.40 | Claude Haiku 4.5 50% cheaper |
Code review bot 30,000 pull-request reviews a month, ~5,000 input tokens each (30% cached repository context) and ~700 output tokens. | $214.50 | $429.00 | Claude Haiku 4.5 50% cheaper |
Invoice extraction 100,000 documents a month parsed into structured JSON, ~1,200 input and ~250 output tokens each. | $245.00 | $490.00 | Claude Haiku 4.5 50% cheaper |
Estimates use standard list prices and ignore cache-write surcharges. Different tokenizers can count the same text differently, so test with your own prompts.
Claude Haiku 4.5 vs GPT-6 Sol cost calculator
- $550.00/mo$0.01 / req
- GPT-6 SolOpenAI$1,100/mo$0.02 / req
Standard-tier list prices. Long-context rates apply automatically where the provider publishes a threshold. Excludes cache-write surcharges, taxes, batch and volume discounts.
Claude Haiku 4.5 pricing notes
Anthropic’s previous-generation Haiku model, with a 200K-token context window.
- Cache writes cost $1.25 (5-minute cache) or $2 (1-hour cache) per 1M tokens.
- Uses Anthropic’s previous tokenizer.
GPT-6 Sol pricing notes
OpenAI’s GPT-6 model built to power complex coding and agentic workflows.
- Cache writes are billed at $2.50 per 1M tokens.
- Fast mode costs 2x the standard rate; Flex costs half.
- Regional (data residency) endpoints add a 10% uplift, and EU data residency is available only with standard processing.
Frequently asked questions
- Is Claude Haiku 4.5 cheaper than GPT-6 Sol?
- Claude Haiku 4.5 is 50% cheaper on input tokens ($1.00 vs $2.00 per 1M). Claude Haiku 4.5 is 50% cheaper on output tokens ($5.00 vs $10.00 per 1M). On our document Q&A workload (50,000 questions a month), Claude Haiku 4.5 costs $550.00 a month versus $1,100 for GPT-6 Sol, 50% less.
- Which is more capable, Claude Haiku 4.5 or GPT-6 Sol?
- GPT-6 Sol scores 162.6 on the Epoch Capabilities Index vs 142.4 for Claude Haiku 4.5.
- How much does Claude Haiku 4.5 cost per 1M tokens?
- Claude Haiku 4.5 costs $1.00 per 1M input tokens and $5.00 per 1M output tokens, and $0.10 per 1M cached input tokens on Anthropic’s standard tier.
- How much does GPT-6 Sol cost per 1M tokens?
- GPT-6 Sol costs $2.00 per 1M input tokens and $10.00 per 1M output tokens, and $0.20 per 1M cached input tokens on OpenAI’s standard tier.
- Which has the larger context window, Claude Haiku 4.5 or GPT-6 Sol?
- GPT-6 Sol has the larger context window: 1.05M tokens versus 200K for Claude Haiku 4.5.