AI Desk · AI Fingerprinting · Compare
Google: Gemini 2.5 Pro Preview 06-05 · Google: Nano Banana 2.1
Identity similarity: highExact tokenizer agreement · 50/50Exact agreement across every measured string is one strong signal of shared tokenizer lineage. The published settings differ, so the second signal the methodology needs for very high is absent here; the table below shows where they part.
Google: Gemini 2.5 Pro Preview 06-05 recordGoogle: Nano Banana 2.1 recordOpen in the interactive bench
Tokenizer fingerprint
50 of 50 mutually clean strings agree| Test string | Google: Gemini 2.5 Pro Preview 06-05 | Google: Nano Banana 2.1 | Verdict |
|---|---|---|---|
| en-prose | 14 | 14 | match |
| en-long | 16 | 16 | match |
| spaces-20 | 3 | 3 | match |
| spaces-60 | 4 | 4 | match |
| tabs-20 | 3 | 3 | match |
| newlines-20 | 3 | 3 | match |
| mixed-ws | 9 | 9 | match |
| digits-9 | 9 | 9 | match |
| digits-12 | 12 | 12 | match |
| digits-30 | 30 | 30 | match |
| digits-sep | 12 | 12 | match |
| float-long | 22 | 22 | match |
| zh-common | 10 | 10 | match |
| zh-long | 12 | 12 | match |
| zh-rare | 25 | 25 | match |
| ja-kana | 7 | 7 | match |
| ja-kanji | 9 | 9 | match |
| ko | 11 | 11 | match |
| ru | 12 | 12 | match |
| ar | 10 | 10 | match |
| he | 13 | 13 | match |
| hi | 8 | 8 | match |
| th | 10 | 10 | match |
| el | 13 | 13 | match |
| emoji-basic | 5 | 5 | match |
| emoji-skin | 10 | 10 | match |
| emoji-zwj-family | 7 | 7 | match |
| emoji-zwj-x3 | 21 | 21 | match |
| emoji-flags | 8 | 8 | match |
| emoji-prof | 11 | 11 | match |
| math | 26 | 26 | match |
| boxdraw | 17 | 17 | match |
| combining | 10 | 10 | match |
| cjk-ext-b | 16 | 16 | match |
| surrogates | 27 | 27 | match |
| zalgo | 22 | 22 | match |
| rtl-mix | 5 | 5 | match |
| py-code | 28 | 28 | match |
| py-indent | 18 | 18 | match |
| json | 28 | 28 | match |
| html | 14 | 14 | match |
| regex | 44 | 44 | match |
| camel | 6 | 6 | match |
| snake | 11 | 11 | match |
| rare-word-x5 | 25 | 25 | match |
| repeat-tok | 21 | 21 | match |
| base64 | 34 | 34 | match |
| hex | 16 | 16 | match |
| url | 23 | 23 | match |
| uuid | 36 | 36 | match |
Values are the marginal prompt-token cost of each string with the model's fixed overhead subtracted. An x marks a row excluded as corrupt for that model.
API surface
The declared serving contracts differ| Field | Google: Gemini 2.5 Pro Preview 06-05 | Google: Nano Banana 2.1 | Verdict |
|---|---|---|---|
| Context length | 1048576 | 65536 | × differs |
| Max output tokens | 65536 | – | × differs |
| Supported parameters | include_reasoning, max_tokens, reasoning, response_format, seed, stop, structured_outputs, temperature, tool_choice, tools, top_p | include_reasoning, max_tokens, reasoning, reasoning_effort, response_format, seed, structured_outputs, temperature, tool_choice, tools, top_p | × differs |
| Defaults | {} | {} | ✓ match |
| Reasoning contract | {"mandatory":true} | {"mandatory":false,"default_enabled":true,"supported_efforts":["high","minimal"],"default_effort":"minimal"} | × differs |
| Modalities | text+image+file+audio->text | text+image->text+image | × differs |
Google: Nano Banana 2.1: OpenRouter's listing shows 58,982 output tokens, which is 90% of the context window, the figure it carries where the provider declares no maximum.
Method: tokenizer fingerprinting, v1, 50 strings. This page is static and dated; the interactive bench compares any two of the 337 measured models.