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Claude Opus 5.5 (max) vs Claude Opus 4.8 (high)

Results updated 3 November 2026 · Both in Claude Code · How we benchmark

Verdict

Claude Opus 5.5 (max)Not yet rankedGeospatial Agent Index
Claude Opus 4.8 (high)76Geospatial Agent Index · rank 12 of 78

Not comparable yet: Claude Opus 5.5 (max) is not yet ranked.

Cost per task
$0.83 vs $0.26
Time per task
4.5 min (estimated) vs 0.9 min
Tokens per attempt
530k vs 128k
Image input
Yes vs Yes

Claude Opus 5.5 (max), Claude Code scores higher on GeoBenchX, GS-QA2 and Vision agents; they are level on Earth-Bench V2. Claude Opus 4.8 (high), Claude Code is cheaper and faster: $0.26 against $0.83 per task, and 0.9 min against 4.5 min.

Not yet ranked. Claude Opus 5.5 (max), Claude Code. Not in the Agent Index, cost and time charts until it has a score on every index evaluation. Results so far are in the side-by-side table.

Where they differ most

By kind of work, share of tasks passed, 0 to 100 · Higher is better

Kind of workClaude Opus 5.5 (max)Claude Opus 4.8 (high)
GIS analysis9380
Climate and time series6073
Spatial statistics5038
Recognising infeasible requests7972
World map of the places the tasks are setWhere the tasks are set: each kind of work links to its tasks and scores
Leaderboard

Charts for each: Claude Opus 5.5 (max), Claude Code · Claude Opus 4.8 (high), Claude Code.

Side by side

Claude Opus 5.5 (max), Claude Code vs. Claude Opus 4.8 (high), Claude Code
MetricClaude Opus 5.5 (max), Claude CodeClaude Opus 4.8 (high), Claude Code
Geospatial Agent Index: Text only7976
Geospatial Agent Index: Text + visionNo data75
Earth-Bench V2 score7171
GeoBenchX score7473
GS-QA2 score9284
Vision agents score9873
GeoAgentBench score (Guided workflows; not in the Agent Index)10096
GeoAnalystBench score (Guided workflows; not in the Agent Index)100100
OGD4All score (standalone; in no index)9597
GeoNatureAgent score (standalone; in no index)100100
MultiGlobeQA score (standalone; in no index)7675
GeoAgentEval score (standalone; in no index)10092
Remote sensing and raster analysis score8882
GIS analysis score9380
Climate and time series score6073
Spatial statistics score5038
Making maps score7782
Recognising infeasible requests score7972
Cost per task$0.83$0.26
Time per task (at 100 output tokens/s)4.5 min (estimated)0.9 min
Tokens per attempt530k128k
Turns per attempt12.06.0
Input price per 1M tokens$4.00$5.00
Output price per 1M tokens$20.00$25.00
Context window1,000,0001,000,000
Image inputYesYes
DeveloperAnthropicAnthropic

Frequently asked questions

Which scores higher on the Geospatial Agent Index, Claude Opus 5.5 (max), Claude Code or Claude Opus 4.8 (high), Claude Code?
Not comparable yet: Claude Opus 5.5 (max), Claude Code is not yet ranked.
Which is cheaper per task, Claude Opus 5.5 (max), Claude Code or Claude Opus 4.8 (high), Claude Code?
Claude Opus 4.8 (high), Claude Code, $0.26 to $0.83.
Which writes fewer output tokens per task, Claude Opus 5.5 (max), Claude Code or Claude Opus 4.8 (high), Claude Code?
Claude Opus 4.8 (high), Claude Code, 4k to 23k.
Which has the larger context window, Claude Opus 5.5 (max), Claude Code or Claude Opus 4.8 (high), Claude Code?
They are level, at 1,000,000 tokens.