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EmbeddingGemma 2 vs GPT-6.1 Sol: which delivered after 7 days?
EmbeddingGemma 2 got the stronger stamp (Delivered) against GPT-6.1 Sol (Partly), based on the user reports linked on each receipt.
| EmbeddingGemma 2 | GPT-6.1 Sol | |
|---|---|---|
| Verdict | Delivered | Partly |
| Claims held | 4 | 0 |
| Claims mixed | 1 | 3 |
| Claims failed | 0 | 0 |
| Claims unclear | 0 | 2 |
| User reports | 14 | 5 |
| Launched | 6 Oct 2026 | 29 Sept 2026 |
| Last stamped | 25 Oct 2026 | 22 Oct 2026 |
No. 009 · Google
EmbeddingGemma 2
The open weights, the shared text-image-audio space and the code gains check out in independent tests; text-only users get no boost, as Google said.
- Launched
- 6 Oct 2026
- Stamped
- 25 Oct 2026
- Claims
- ✓4 held · ~1 mixed · ✗0 failed · ?0 unclear
- Reports
- 14 (6 praise · 5 problem · 3 mixed)
What they claimed
“Today, we’re launching EmbeddingGemma 2, expanding beyond text to unify code, images, video, and audio in a shared embedding space.”✓ Holds
“Built on the Gemma 4 architecture and released under a commercially permissive Apache 2.0 license, EmbeddingGemma 2 has 740 million parameters, making it optimal for on-device inference.”✓ Holds
“Using Matryoshka Representation Learning (MRL), developers can dynamically truncate output vectors from 768 dimensions down to 512, 256, or 128 dimensions.”✓ Holds
“EmbeddingGemma 2 matches the strong multilingual text performance of EmbeddingGemma while delivering a significant 9.92-point improvement on code performance (in MTEB Code, from 68.76 to 78.68), making it well-suited for local codebase indexing, semantic code search, and coding agent retrieval.”✓ Holds
“We worked closely with the following partners to ensure EmbeddingGemma 2 works immediately where you build:”~ Mixed
No. 004 · OpenAI
GPT-6.1 Sol
It arrived and Ultrafast followed, but 'available today' took app updates for many users, Ultrafast is limited to top plans, and some users report over-refusals.
- Launched
- 29 Sept 2026
- Stamped
- 22 Oct 2026
- Claims
- ✓0 held · ~3 mixed · ✗0 failed · ?2 unclear
- Reports
- 5 (0 praise · 3 problem · 2 mixed)
What they claimed
“GPT-6.1 Sol is available starting today to all Plus, Pro, Business, Enterprise, and Edu users in ChatGPT Work and Codex.”~ Mixed
“In the coming days, we’ll also offer GPT-6.1 Sol Ultrafast, with up to 8x faster token generation compared to its standard speed in Codex.”~ Mixed
“GPT-6.1 Sol is more transparent about its limitations and more reliable at respecting user intent and safety constraints.”~ Mixed
“We’re introducing GPT-6.1 Sol, an upgrade to GPT-6 Sol that nearly matches GPT-6 Astra’s intelligence on agentic coding, computer use, and professional work at one-fifth of Astra’s standard input and output token prices.”? Unclear
“Its standard API prices are $2 per million input tokens, $0.10 per million cached input tokens, and $10 per million output tokens.”? Unclear
Both stamps come from the public user reports linked on each receipt, under the same method. Verdicts are opinion and are never paid for.
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