Claude Haiku 4.5 vs Claude Haiku 5.5

Compare with other models

Haiku 5.5 is a great step forward from Haiku 4.5. It doesn't only raise the quality score from 69 to 84; it also comes at less than a fifth of the cost. It takes big steps on several of the dimensions we test: grounding goes from 67 to 96, and tool use from 72 to 86.

But maybe the biggest improvement is the share of conversations with no unsupported claims, which goes from 19% to 62%. That is an important and substantial improvement, and it makes Haiku 5.5 much more useful for CX agents.

Published benchmark results for selected models
Metric Anthropic Sep 8, 2026 Anthropic Oct 7, 2026
Overview
Quality score 69 #12 of 17 84 Best among selected models #4 of 17
Median reply 2.6s Served by Amazon Bedrock 2.6s Served by Claude Platform on AWS
Cost per conversation $0.043 $0.0076 Best among selected models
Quality scores
Tool use 72 86 Best among selected models
Task completion 72 84 Best among selected models
Context retention 82 Best among selected models 81
Grounding 67 96 Best among selected models
Safety 93 94 Best among selected models
Hallucinations % of conversations with no unsupported claims detected 19% 62% Best among selected models
Running stats
p95 reply 6.4s Best among selected models 7.2s
Consistency % of repeat runs ended the same way 64% 87% Best among selected models
Output per turn 178 tokens, median 338 tokens, median

Reply times cover the model call only. Cost estimates use token usage at list prices.

This whole report is one Voxli workspace: simulated customers, assertion checks, and a frozen, versioned test set that reruns when new models ship.

Test set v3f-2026-09 · edition 2026-09-08