Day 7 · 2026-10-30
15 launches checked60 claims quoted word for word87 user reports linked10 verified fixes linked6 corrections publishedLive 7 days5 of 5 founding sponsor spots left
AI launches, checked against real usersLast re-stamped 30 Oct 2026

AI models / Compare

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 2GPT-6.1 Sol
VerdictDeliveredPartly
Claims held40
Claims mixed13
Claims failed00
Claims unclear02
User reports145
Launched6 Oct 202629 Sept 2026
Last stamped25 Oct 202622 Oct 2026

No. 009 · Google

EmbeddingGemma 2

DeliveredDay 7 verdict

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

Full receipt

No. 004 · OpenAI

GPT-6.1 Sol

PartlyDay 7 verdict

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

Full receipt

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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