Claude Haiku 4.5 vs Claude Opus 4.7 for Creative Problem Solving
Winner: Claude Opus 4.7. In our Creative Problem Solving benchmark Opus 4.7 scores 5 versus Claude Haiku 4.5's 4. Opus's edge reflects stronger constrained rewriting (4 vs 3) and safer refusals (safety calibration 3 vs 2) while both models tie on tool calling, agentic planning and faithfulness. The tradeoff is cost: Haiku is much cheaper ($1 input / $5 output per million tokens) and described as faster and more efficient, while Opus costs $5 input / $25 output per million tokens and offers a larger context window for very large briefs.
anthropic
Claude Haiku 4.5
Benchmark Scores
External Benchmarks
Pricing
Input
$1.00/MTok
Output
$5.00/MTok
modelpicker.net
anthropic
Claude Opus 4.7
Benchmark Scores
External Benchmarks
Pricing
Input
$5.00/MTok
Output
$25.00/MTok
modelpicker.net
Task Analysis
Creative Problem Solving (defined on our site as producing non-obvious, specific, feasible ideas) requires divergent idea generation, concrete feasibility checks, concise packaging of concepts, iterative refinement, and safe refusal of inappropriate prompts. Because no external benchmark is provided for this task, our internal creative problem solving score is the primary signal: Opus 4.7 = 5, Haiku 4.5 = 4 in our tests. Supporting proxies explain the difference: Opus's higher constrained rewriting (4 vs 3) helps it compress and present ideas within strict limits; its slightly higher safety calibration (3 vs 2) reduces risky or disallowed suggestions during ideation. Both models tie at 5 for tool calling, agentic planning, faithfulness, and long-context handling, so both can decompose goals, call functions accurately, and use large context windows effectively. Haiku's product description highlights efficiency and lower latency, which matters for high-volume, iterative workflows.
Practical Examples
Scenario A — Tight, publishable concept pitches under length limits: Opus 4.7 (creative 5, constrained rewriting 4) will more consistently produce non-obvious, tightly worded pitches that meet hard character constraints. Haiku 4.5 (creative 4, constrained rewriting 3) will produce solid, workable ideas but may need extra prompting to compress them. Scenario B — Large-corpus ideation (feed long research notes): Opus's 1,000,000-token context window and top creative score favor projects that require cross-referencing thousands of pages; Haiku's 200,000-token window still handles big briefs but is better when you prioritize latency and cost. Scenario C — Rapid A/B creative iterations for product teams: Haiku 4.5 is far cheaper ($1 input / $5 output per million tokens) and described as fastest and most efficient, making it better for high-throughput experimentation. Scenario D — Safety-sensitive innovation (regulated domains): Opus's safety calibration 3 vs Haiku's 2 makes Opus less likely to surface problematic suggestions in our tests while ideating.
Bottom Line
For Creative Problem Solving, choose Claude Haiku 4.5 if you need lower cost, lower latency, and rapid iteration (Haiku: $1 per million input tokens, $5 per million output tokens; 200k context window). Choose Claude Opus 4.7 if you need the best Creative Problem Solving performance in our tests (Opus scored 5 vs Haiku's 4), stronger constrained rewriting and slightly better safety behavior, and a much larger context window (Opus: $5 input / $25 output per million tokens; 1,000,000 token window).
How We Test
We test every model against our 12-benchmark suite covering tool calling, agentic planning, creative problem solving, safety calibration, and more. Each test is scored 1–5 by an LLM judge. Read our full methodology.