TokenTally

Claude Haiku 4.5 vs Gemini 3.8 Flash: which API costs less?

Averaged across three realistic workloads, Gemini 3.8 Flash is about 25% cheaper than Claude Haiku 4.5. Below: raw rates and side-by-side monthly costs, computed from prices verified 2026-10-17 (we track what you are billed today, promos included).

Rates per 1M tokens

ModelInputOutputCached input
Claude Haiku 4.5Anthropic$1$5$0.100
Gemini 3.8 FlashGoogle$0.750$3.75$0.075

Claude Haiku 4.5: Previous generation; Haiku 5.5 is 10x cheaper. Gemini 3.8 Flash: Launch price until Dec 31, 2026; $1.50/$7.50 announced from Jan 1, 2027.

Monthly cost, side by side

WorkloadClaude Haiku 4.5Gemini 3.8 FlashDifference

Customer-support chatbot

2M input + 0.5M output tokens/month, 60% of input served from prompt cache

$3.42$2.56Gemini 3.8 Flash −25%

RAG / document Q&A

20M input + 1M output tokens/month, 70% cached (shared context)

$12.40$9.30Gemini 3.8 Flash −25%

Agentic coding assistant

50M input + 5M output tokens/month, 80% cached (long sessions)

$39.00$29.25Gemini 3.8 Flash −25%

Your traffic looks different? Run your own numbers in the calculator.

FAQ

Which is cheaper: Claude Haiku 4.5 or Gemini 3.8 Flash?

Across three realistic workloads (chatbot, RAG, agent), Gemini 3.8 Flash works out about 25% cheaper than Claude Haiku 4.5 on average. Raw rates: Claude Haiku 4.5 $1/$5 per 1M tokens vs Gemini 3.8 Flash $0.750/$3.75. Verified 2026-10-17.

Does prompt caching change the comparison?

Yes — cached input costs $0.100 on Claude Haiku 4.5 and $0.075 on Gemini 3.8 Flash. Our scenario numbers already include realistic cache hit rates.

Is cheaper always better?

No. Price is one axis — model capability, context window and latency differ. This page answers only the cost question; benchmark quality on your own tasks before switching.