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Gemma 3 27B
◆ OPEN
by Google
OPEN WEIGHTSLOCALAPIPAIDSMALLUS-MADE
RANKED #156 OF 242 ASSISTANTS · OVERALL #256 OF 6,401 · VIBE SCORE 5.6 · 94 VOICES
Gemma 3 introduces multimodality, supporting vision-language input and text outputs. It handles context windows up to 128k tokens, understands over 140 languages, and offers improved math, reasoning, and chat capabilities,...
HAPPY8.2
14 mentions
SAD6.8
7 mentions
VIBE TRAJECTORY
26 weeks · 59 voices
QUIETLY DEGRADING
Recent vibe and chatter are both sliding.
HOW TO USE IT
Open weights. You can use a hosted service, or download it and run it yourself, free.
RUN IT ON YOUR OWN MACHINE
Open weights: download Gemma 3 27B once and it's yours. No subscription, no rate limits, works offline.
27B parameters, a Q4 file is about 16 to 17 GB
- BARE MINIMUM
NVIDIA GeForce RTX 3060 12GB plus 32GB system RAM
12 GB VRAM + 32 GB RAM
~$220 USEDQ4_K_M partial GPU offload, ~3 tok/s, 8k context
- SWEET SPOT
NVIDIA GeForce RTX 3090 24GB
24 GB VRAM
~$650 USEDQ4_K_M fully in VRAM, ~18 tok/s, 16k context
- FULL POWER
Apple Mac Studio M2 Ultra (64GB)
64 GB UNIFIED MEMORY
~$2999 NEWQ8_0 or full precision FP16, ~22 tok/s, 128k context
LEARN HOW TO SET IT UP
WILL MY BOX RUN GEMMA 3 27B?
The three cards above are researched picks. Search the machine you actually have — we only say yes if it should reply at a usable speed, not just load the weights and crawl.
HARDWARE PICKS & PRICES ARE RESEARCHED FROM THE LIVE WEB AND REFRESHED AUTOMATICALLY. TREAT THEM AS BALLPARK, NOT GOSPEL.
WHAT CAN YOU ACTUALLY DO WITH IT?
Everyday jobs on each of those rigs: how long Gemma 3 27B takes, and how good the crowd says it is at that kind of work.
| THE JOB | BARE MINIMUMNVIDIA GeForce RTX 3060 12GB plus 32GB system RAM | SWEET SPOTNVIDIA GeForce RTX 3090 24GB | FULL POWERApple Mac Studio M2 Ultra (64GB) |
|---|---|---|---|
| Write an emaila paragraph or two, drafted from a one-line brief | ~2.8 MIN★★★★★ | ~28 S★★★★★ | ~23 S★★★★★ |
| Summarize a documenta long report boiled down to the points that matter | ~8.3 MIN★★★★★ | ~83 S★★★★★ | ~68 S★★★★★ |
| Build a websitea small landing page, markup and styles together | ~44 MIN★★★★★ | ~7.4 MIN★★★★★ | ~6.1 MIN★★★★★ |
| Build a backendan API with routes, storage and tests | ~2.3 HR★★★★★ | ~23 MIN★★★★★ | ~19 MIN★★★★★ |
| Build a gamea playable browser game in one file | ~83 MIN★★★★★ | ~14 MIN★★★★★ | ~11 MIN★★★★★ |
STARS ARE THE COMMUNITY SCORE FOR THAT KIND OF WORK, DOCKED FOR HOW SQUASHED THE WEIGHTS GET AT EACH TIER. TIMES ARE COMPUTED FROM RESEARCHED SPEEDS. BALLPARK, NOT GOSPEL.
WHAT THE INTERNET SAYS
The internet is split on Gemma 3 27B. Biggest praise: speed. Biggest gripe: price.
75 POSTS · 19 COMMENTS · GITHUB · X · REDDIT · DEV FORUMS · OTHER FORUMS · HACKER NEWS · LEMMY · BLOG
PEOPLE LOVE
- Answers come back fast (3 mentions)
PEOPLE COMPLAIN ABOUT
- People find it expensive (3 mentions)
TOPIC BY TOPIC
- SpeedPEOPLE LOVE THIS
3 thumbs up · 0 thumbs down
- PriceA SORE SPOT
0 thumbs up · 3 thumbs down
IN THEIR OWN WORDS
- FROM BLOG >
“Mistral Small 3.1 Mistral Small 3.1 24B , which was released in March shortly after Gemma 3, is noteworthy for outperforming Gemma 3 27B on several benchmarks (except for math) while being faster.”
LOOKING FOR AN ALTERNATIVE?
Other models the crowd has fully reviewed, starting with multimodal models like this one.
Grok 4.6
Qwen3.8 27B> SOURCES (12)
- REDDIT · 2025-08-07 · 124 UPVOTESBest models under 16GB
Best models under 16GB
- REDDIT · 2025-07-11 · 44 UPVOTESCosmos Predict 2 & Chroma v42 (feat. Gemma-3)
Cosmos Predict 2 & Chroma v42 (feat. Gemma-3)
- REDDIT · 2026-04-18 · 38 UPVOTESWe ran a predator's playbook on an AI - it folded using the same dynamics described in social psychology
We ran a predator's playbook on an AI - it folded using the same dynamics described in social psychology
- LEMMY · 2025-11-14 · 35 UPVOTESollama 0.12.11 Brings Vulkan Acceleration
ollama 0.12.11 Brings Vulkan Acceleration
- BLOG · 2026-03-22 · 32 UPVOTESA Visual Guide to Attention Variants in Modern LLMs
I had originally planned to write about DeepSeek V4. Since it still hasn’t been released, I used the time to work on something that had been on my list for a while, namely, collecting, organizing, and refining the different LLM architectures I have covered…
- BLOG · 2025-11-04 · 32 UPVOTESBeyond Standard LLMs
From DeepSeek R1 to MiniMax-M2, the largest and most capable open-weight LLMs today remain autoregressive decoder-style transformers, which are built on flavors of the original multi-head attention mechanism. However, we have also seen alternatives to…
- BLOG · 2025-08-09 · 32 UPVOTESFrom GPT-2 to gpt-oss: Analyzing the Architectural Advances
OpenAI just released their new open-weight LLMs this week: gpt-oss-120b and gpt-oss-20b, their first open-weight models since GPT-2 in 2019. And yes, thanks to some clever optimizations, they can run locally (but more about this later). This is the first time…
- BLOG · 2025-07-19 · 32 UPVOTESThe Big LLM Architecture Comparison
Last updated: Apr 2, 2026 (added Gemma 4 in section 23) It has been seven years since the original GPT architecture was developed. At first glance, looking back at GPT-2 (2019) and forward to DeepSeek V3 and Llama 4 (2024-2025), one might be surprised at how…
- REDDIT · 2025-04-07 · 21 UPVOTESOptimize Gemma 3 Inference: vLLM on GKE 🏎️💨
Optimize Gemma 3 Inference: vLLM on GKE 🏎️💨
- REDDIT · 2026-07-22 · 19 UPVOTESWhen a translation model starts solving the problem instead of translating it (small rant)
When a translation model starts solving the problem instead of translating it (small rant)
- REDDIT · 2026-07-20 · 12 UPVOTESThe Claude D&D thing I've posted about here is on the App Store now
The Claude D&D thing I've posted about here is on the App Store now
- REDDIT · 2026-07-11 · 0 UPVOTESNew Political Leaning Benchmark shows Grok 4.5 ranks as the most neutral model overall while MiniMax M3 leads for Open-Source
New Political Leaning Benchmark shows Grok 4.5 ranks as the most neutral model overall while MiniMax M3 leads for Open-Source