Claude Haiku 4.5 vs Gemini 2.5 Flash

Side-by-side comparison of Claude Haiku 4.5 (Anthropic) and Gemini 2.5 Flash (Google). Exact API pricing per million tokens, context windows, output speed, and total cost on real-world prompts.

Specifications

Spec Claude Haiku 4.5 Gemini 2.5 Flash
Provider Anthropic Google
Model id claude-haiku-4.5 gemini-2.5-flash
Input price (per 1M tokens) $1.00 $0.30
Output price (per 1M tokens) $5.00 $2.50
Context window 200,000 1,048,576
Output speed (tokens/sec) ~150 ~200

Cost on real prompts

Total cost = (input tokens × input price) + (output tokens × output price). Numbers below use the exact pricing tables published by each provider.

Scenario Input Output Claude Haiku 4.5 Gemini 2.5 Flash Cheaper
Short question + answer 50 150 $0.0008 $0.00039 Gemini 2.5 Flash
Code review on one file 500 1,500 $0.008000 $0.003900 Gemini 2.5 Flash
Long document summary 5,000 500 $0.007500 $0.002750 Gemini 2.5 Flash
Heavy reasoning task 2,000 8,000 $0.042000 $0.020600 Gemini 2.5 Flash
Full codebase analysis 50,000 10,000 $0.100000 $0.040000 Gemini 2.5 Flash

Want the exact cost for your prompt instead of these examples? Open the cost calculator pre-loaded with both models →

When to pick which

Heuristics derived from the spec table above. Always validate on your own prompts before committing — these are starting points, not verdicts.

Pick Claude Haiku 4.5 for

No clear advantage on the data points we measure. Compare on your actual prompts.

Pick Gemini 2.5 Flash for

  • output-heavy workloads — gemini-2.5-flash is meaningfully cheaper per output token
  • input-heavy workloads — gemini-2.5-flash is cheaper per input token
  • tasks needing a larger context window — gemini-2.5-flash fits 5x more tokens than claude-haiku-4.5
  • latency-sensitive UX — gemini-2.5-flash streams faster (~200 vs ~150 tok/s)

Switching between them

For most use cases, switching providers means updating the model id and the request shape if the providers differ. Within the same provider, it's usually a single-line change.

From Claude Haiku 4.5 to Gemini 2.5 Flash

# Before
model = "claude-haiku-4.5"

# After
model = "gemini-2.5-flash"

If the providers differ (Anthropic vs Google), you'll also need to swap the SDK / endpoint URL. Cross-provider migrations usually take 30 minutes to a few hours depending on how many features (streaming, function calling, tool use) you depend on.

Calculate cost on your own prompt

The examples above use generic input/output ratios. For an exact comparison, paste your real prompt into the calculator — it counts tokens with the right tokenizer for each model and shows side-by-side cost.

Open the calculator with both models →