Your machine. Your models.

AI without
the token bill.

Explore 136 local models, see what might fit your hardware and compare the cost of a hosted API. Start small. Test on a task you know.

Independent guide · reviewed 12 October 2026

RUN ON YOUR HARDWARE
$0provider charge
per million local tokens
136models in this snapshot
60exact hosted price matches
4-bitmemory estimates to compare
$ / 1Mseparate input & output prices
Find your model

The local AI model list.

All 136 entries in the CanIRun.ai snapshot, ordered by estimated memory.

Source catalogue ↗

136 models · 60 hosted price matches

USD / 1 million tokens · checked 11 November 2026 at 08:52
Local model catalogue. Memory values are CanIRun.ai estimates. Hosted prices are OpenRouter list prices per million tokens.
Model / licenceUse / sizeMemory estimateLocal token feeAPI input / 1MAPI output / 1M
LayaConvai Innovations · Apache 2.0
decision0.42B parameters ~0.7 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3 0.6BAlibaba · Apache 2.0
ChatSmall device0.6B parameters ~0.8 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3.5 0.8BAlibaba · Apache 2.0
ChatSmall device0.8B parameters ~0.9 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Gemma 3 1BGoogle · Gemma
ChatSmall device1B parameters ~1 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Llama 3.2 1BMeta · Llama 3.2
ChatSmall device1B parameters ~1 GBQ4_K_M $0Input & output No verified quoteNo verified quote
DeepSeek R1 1.5BDeepSeek · MIT
Reasoning1.5B parameters ~1.3 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 2.5 Coder 1.5BAlibaba · Apache 2.0
Coding1.5B parameters ~1.3 GBQ4_K_M $0Input & output No verified quoteNo verified quote
LFM3 1.7BLiquid AI · Custom licence
ChatSmall device1.7B parameters ~1.4 GBQ4_K_M $0Input & output $0.08OpenRouter$0.2Standard route
Qwen 3 1.7BAlibaba · Apache 2.0
ChatLanguages1.7B parameters ~1.4 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3.5 2BAlibaba · Apache 2.0
ChatLanguages2B parameters ~1.5 GBQ4_K_M $0Input & output No verified quoteNo verified quote
d1 2BLiquid AI · Custom licence
decisionVision1.9B parameters ~1.5 GBQ4_K_M $0Input & output No verified quoteNo verified quote
d1 Omni 2BLiquid AI · Custom licence
decisionVision2.2B parameters ~1.6 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Granite 4.1 3BIBM · Apache 2.0
ChatCodingDocuments3B parameters ~2 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Llama 3.2 3BMeta · Llama 3.2
ChatCoding3B parameters ~2 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Ministral 3 3BMistral AI · Apache 2.0
ChatSmall device3B parameters ~2 GBQ4_K_M $0Input & output $0.1OpenRouter$0.1Standard route
SmolLM3 3BHuggingFace · Apache 2.0
ChatReasoning3B parameters ~2 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Phi-4 Mini ReasoningMicrosoft · MIT
Reasoning3.8B parameters ~2.4 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Gemma 3 4BGoogle · Gemma
ChatVision4B parameters ~2.5 GBQ4_K_M $0Input & output $0.05OpenRouter$0.1Standard route
Qwen 3.5 4BAlibaba · Apache 2.0
ChatLanguages4B parameters ~2.5 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen3-VL 4BAlibaba · Apache 2.0
ChatVision4.4B parameters ~2.8 GBQ4_K_M $0Input & output No verified quoteNo verified quote
pplx-decider Flash v1.2Perplexity · Apache 2.0
decisionVision4.5B parameters ~2.8 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Gemma 4 E2B ITGoogle · Apache 2.0
ChatVision5B parameters ~3.1 GBQ4_K_M $0Input & output No verified quoteNo verified quote
DeepSeek R1 Distill 7BDeepSeek · MIT
Reasoning7B parameters ~4.1 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 2.5 Coder 7BAlibaba · Apache 2.0
Coding7B parameters ~4.1 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Gemma 4 E4B ITGoogle · Apache 2.0
ChatVision8B parameters ~4.6 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Granite 4.1 8BIBM · Apache 2.0
ChatCodingDocuments8B parameters ~4.6 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Llama 3.1 8BMeta · Llama 3.1
ChatCodingReasoning8B parameters ~4.6 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Ministral 8BMistral AI · Custom licence
Chat8B parameters ~4.6 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Nemotron 3.5 Bolt E4BNVIDIA · Custom licence
ChatSmall device8B parameters ~4.6 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3 8BAlibaba · Apache 2.0
ChatCodingReasoning8B parameters ~4.6 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen3-VL 8BAlibaba · Apache 2.0
ChatVision8.8B parameters ~5 GBQ4_K_M $0Input & output $0.25OpenRouter$0.75Standard route
GLM-4 9BZhipu AI · Custom licence
ChatLanguagesCoding9B parameters ~5.1 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Nemotron Nano 9B v2NVIDIA · Custom licence
Reasoning9B parameters ~5.1 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Ornith 1.0 9BDeepReinforce · MIT
CodingReasoning9B parameters ~5.1 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3.5 9BAlibaba · Apache 2.0
ChatVision9B parameters ~5.1 GBQ4_K_M $0Input & output $0.17OpenRouter$0.25Standard route
Clef FlashCloudflare · Apache 2.0
decisionVision9.4B parameters ~5.3 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Ornith 1.5 9BDeepReinforce · MIT
CodingReasoning9.7B parameters ~5.5 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Gemma 3 12BGoogle · Gemma
ChatVisionReasoning12B parameters ~6.6 GBQ4_K_M $0Input & output $0.05OpenRouter$0.15Standard route
Gemma 4 12B ITGoogle · Apache 2.0
ChatVisionReasoning12B parameters ~6.6 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Mellum 2.1 12B-A2.5BJetBrains · Apache 2.0
CodingReasoning12B parameters ~6.6 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Mistral Nemo 12BMistral AI · Apache 2.0
ChatLanguages12B parameters ~6.6 GBQ4_K_M $0Input & output $0.029OpenRouter$0.03Standard route
Reasoning14B parameters ~7.7 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Ministral 3 14BMistral AI · Apache 2.0
ChatCodingReasoning14B parameters ~7.7 GBQ4_K_M $0Input & output $0.2OpenRouter$0.2Standard route
Phi-4 14BMicrosoft · MIT
ReasoningCoding14B parameters ~7.7 GBQ4_K_M $0Input & output $0.07OpenRouter$0.14Standard route
Qwen 3 14BAlibaba · Apache 2.0
ChatCodingReasoning14B parameters ~7.7 GBQ4_K_M $0Input & output $0.1OpenRouter$0.22Standard route
GPT-OSS 20BOpenAI · Apache 2.0
ChatReasoningCoding21B parameters ~11.3 GBQ4_K_M $0Input & output $0.03OpenRouter$0.13Standard route
Devstral Small 2 24BMistral AI · Apache 2.0
Coding24B parameters ~12.8 GBQ4_K_M $0Input & output No verified quoteNo verified quote
LFM2 24BLiquid AI · Custom licence
ChatSmall deviceDocuments24B parameters ~12.8 GBQ4_K_M $0Input & output No verified quoteNo verified quote
LFM2.5 24B-A2BLiquid AI · Custom licence
ChatSmall deviceReasoning24B parameters ~12.8 GBQ4_K_M $0Input & output $0.05OpenRouter$0.7Standard route
Mistral Small 3.1 24BMistral AI · Apache 2.0
ChatVisionCoding24B parameters ~12.8 GBQ4_K_M $0Input & output $0.351OpenRouter$0.555Standard route
HunyuanVideo 1.5Tencent · Custom licence
Video8.3B parameters ~13.7 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
DiffusionGemma 26B-A4B ITGoogle · Apache 2.0
ChatVisionReasoning26B parameters ~13.8 GBQ4_K_M $0Input & output No verified quoteNo verified quote
pplx-decider v1.2Perplexity · Apache 2.0
decisionVision26.1B parameters ~13.9 GBQ4_K_M $0Input & output No verified quoteNo verified quote
LTX 2.3Lightricks · Custom licence
Video19B parameters ~14.1 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
GLM-ImageZ.ai · MIT
Image16B parameters ~14.3 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Gemma 4 26B-A4B ITGoogle · Apache 2.0
ChatVisionReasoning27B parameters ~14.3 GBQ4_K_M $0Input & output $0.08OpenRouter$0.1Standard route
Qwen 3.8 27BAlibaba · Apache 2.0
ChatVisionReasoning27B parameters ~14.3 GBQ4_K_M $0Input & output $0.15OpenRouter$1.875Standard route
ClefCloudflare · Apache 2.0
decisionVision27.4B parameters ~14.5 GBQ4_K_M $0Input & output No verified quoteNo verified quote
FLUX.2 Klein 4BBlack Forest Labs · Apache 2.0
Image4B parameters ~14.6 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
JEV-27B-VLAutoTrust · Apache 2.0
decisionVision27.8B parameters ~14.7 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3.5 27BAlibaba · Apache 2.0
ChatVisionReasoning27.8B parameters ~14.7 GBQ4_K_M $0Input & output $0.26OpenRouter$2.6Standard route
Qwen 3.6 27BAlibaba · Apache 2.0
ChatVisionReasoning27.8B parameters ~14.7 GBQ4_K_M $0Input & output $0.32OpenRouter$3.2Standard route
Z-Image TurboAlibaba · Apache 2.0
Image6B parameters ~15.7 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Granite 4.1 30BIBM · Apache 2.0
ChatCodingDocuments30B parameters ~15.9 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Muse Glimmer 30BMeta · Apache 2.0
ChatVisionReasoning30B parameters ~15.9 GBQ4_K_M $0Input & output $0.3OpenRouter$1.2Standard route
Nemotron 3 Nano 30BNVIDIA · Custom licence
ChatReasoning30B parameters ~15.9 GBQ4_K_M $0Input & output $0.06OpenRouter$0.24Standard route
Nemotron 3.5 Lightning 30B-A3BNVIDIA · Custom licence
ChatReasoningCoding30B parameters ~15.9 GBQ4_K_M $0Input & output $0.07OpenRouter$0.2Standard route
North Mini CodeCohere · Apache 2.0
CodingReasoning30B parameters ~15.9 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3 30B-A3BAlibaba · Apache 2.0
ChatReasoning30B parameters ~15.9 GBQ4_K_M $0Input & output $0.12OpenRouter$0.5Standard route
Qwen 3 Coder 30B-A3BAlibaba · Apache 2.0
Coding30B parameters ~15.9 GBQ4_K_M $0Input & output $0.15OpenRouter$0.6Standard route
ERNIE-Image TurboBaidu · Apache 2.0
Image8B parameters ~16.4 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Qwen3-VL 30B-A3BAlibaba · Apache 2.0
ChatVision31B parameters ~16.4 GBQ4_K_M $0Input & output $0.15OpenRouter$0.6Standard route
Reasoning32B parameters ~16.9 GBQ4_K_M $0Input & output No verified quoteNo verified quote
OLMo 2 32BAllen AI · Apache 2.0
ChatReasoning32B parameters ~16.9 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3 32BAlibaba · Apache 2.0
ChatCodingReasoning32B parameters ~16.9 GBQ4_K_M $0Input & output $0.08OpenRouter$0.28Standard route
Wan 2.1 T2V 1.3BAlibaba · Apache 2.0
Video1.3B parameters ~17 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Gemma 4 31BGoogle · Apache 2.0
VisionReasoning33B parameters ~17.4 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Gemma 4 31B ITGoogle · Apache 2.0
ChatVisionReasoning33B parameters ~17.4 GBQ4_K_M $0Input & output $0.2OpenRouter$0.4Standard route
Agents-A1 35B-A3BInternScience · Apache 2.0
ChatVisionReasoning35B parameters ~18.4 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Clef OmniCloudflare · Apache 2.0
decisionVision35B parameters ~18.4 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Command R 35BCohere · CC BY-NC 4.0
ChatDocuments35B parameters ~18.4 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Ornith 1.0 35B-A3BDeepReinforce · MIT
CodingReasoning35B parameters ~18.4 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3.5 35B-A3BAlibaba · Apache 2.0
ChatVision35B parameters ~18.4 GBQ4_K_M $0Input & output $0.14OpenRouter$1Standard route
JEV-35BAutoTrust · Apache 2.0
decisionVision36B parameters ~18.9 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Ornith 1.5 35B-A3BDeepReinforce · MIT
CodingReasoning36B parameters ~18.9 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3.6 35B-A3BAlibaba · Apache 2.0
ChatVisionReasoning36B parameters ~18.9 GBQ4_K_M $0Input & output $0.1OpenRouter$0.9Standard route
Krea 2 TurboKrea · Custom licence
Image12.8B parameters ~20.1 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Wan 2.2 TI2V 5BAlibaba · Apache 2.0
Video5B parameters ~21.2 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Ideogram 4Ideogram · Custom licence
Image9.3B parameters ~22.9 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
LongCat-ImageMeituan · Apache 2.0
Image6.3B parameters ~24.4 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Mixtral 8x7BMistral AI · Apache 2.0
ChatCoding47B parameters ~24.6 GBQ4_K_M $0Input & output No verified quoteNo verified quote
FLUX.2 Klein 9BBlack Forest Labs · Custom licence
Image9B parameters ~25.6 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Qwen Image 2.1Alibaba · Custom licence
Image7.1B parameters ~26.2 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Wan 2.2 T2V A14BAlibaba · Apache 2.0
Video27B parameters ~30.1 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Qwen Image 2512Alibaba · Apache 2.0
Image20B parameters ~31.5 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
MiniMax H3MiniMax · Custom licence
Video33B parameters ~31.7 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Llama 3.3 70BMeta · Llama 3.3
ChatReasoningCoding70B parameters ~36.4 GBQ4_K_M $0Input & output $0.71OpenRouter$0.71Standard route
Nemotron 3.5 Bolt 74B-A9BNVIDIA · Custom licence
ChatVisionReasoning74B parameters ~38.4 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3 Coder Next 80B-A3BAlibaba · Apache 2.0
Coding80B parameters ~41.5 GBQ4_K_M $0Input & output $0.12OpenRouter$0.8Standard route
Qwen 3 Next 80B-A3BAlibaba · Apache 2.0
ChatReasoningCoding80B parameters ~41.5 GBQ4_K_M $0Input & output $0.09OpenRouter$1.1Standard route
HunyuanImage 3.0Tencent · Custom licence
Image80B parameters ~45.4 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
HunyuanImage 3.0 InstructTencent · Custom licence
Image80B parameters ~45.4 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
GLM-4.5 AirZ.ai · MIT
ChatReasoningCoding106B parameters ~54.8 GBQ4_K_M $0Input & output $0.2OpenRouter$1.1Standard route
Llama 4 Scout 17BMeta · Custom licence
ChatVisionReasoning109B parameters ~56.3 GBQ4_K_M $0Input & output $0.1OpenRouter$0.3Standard route
GPT-OSS 120BOpenAI · Apache 2.0
ChatReasoningCoding117B parameters ~60.4 GBQ4_K_M $0Input & output $0.15OpenRouter$0.6Standard route
Mistral Small 4 119BMistral AI · Apache 2.0
ChatVisionCoding119B parameters ~61.5 GBQ4_K_M $0Input & output $0.15OpenRouter$0.6Standard route
Ornith 1.5 122BDeepReinforce · MIT
CodingReasoning122B parameters ~63 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3.5 122B-A10BAlibaba · Apache 2.0
ChatVisionReasoning122B parameters ~63 GBQ4_K_M $0Input & output $0.26OpenRouter$2.08Standard route
FLUX.2 DevBlack Forest Labs · Custom licence
Image32B parameters ~69.1 GBQ4_K_M No token feeOwn hardware Not comparableImage / video billing
Qwen 3.8 Flash NextAlibaba · Custom licence
ChatVisionReasoning180B parameters ~92.7 GBQ4_K_M $0Input & output $0.15OpenRouter$0.47Standard route
Qwen 3 235B-A22BAlibaba · Apache 2.0
ChatCodingReasoning235B parameters ~120.9 GBQ4_K_M $0Input & output No verified quoteNo verified quote
Qwen 3 VL 235B-A22BAlibaba · Apache 2.0
ChatVisionReasoning235B parameters ~120.9 GBQ4_K_M $0Input & output $0.21OpenRouter$1.9Standard route
DeepSeek V4 FlashDeepSeek · MIT
ChatCodingReasoning284B parameters ~146 GBQ4_K_M $0Input & output $0.09OpenRouter$0.18Standard route
Hy3Tencent · Apache 2.0
ChatReasoningCoding295B parameters ~151.6 GBQ4_K_M $0Input & output $0.132OpenRouter · variable terms$0.528Standard route
MiMo V2.6 FlashXiaomi · MIT
ChatVisionReasoning309B parameters ~158.8 GBQ4_K_M $0Input & output $0.14OpenRouter$0.28Standard route
GLM-5.3 FlashZ.ai · MIT
ChatVisionReasoning320B parameters ~164.4 GBQ4_K_M $0Input & output $0.0399OpenRouter$0.0784Standard route
GLM-4.6Z.ai · MIT
ChatCodingReasoning357B parameters ~183.4 GBQ4_K_M $0Input & output $0.5OpenRouter$2Standard route
Qwen 3.5 397B-A17BAlibaba · Apache 2.0
ChatVisionReasoning397B parameters ~203.9 GBQ4_K_M $0Input & output $0.6OpenRouter$3.6Standard route
Llama 4 Maverick 17B-128EMeta · Custom licence
ChatVisionReasoning400B parameters ~205.4 GBQ4_K_M $0Input & output $0.35OpenRouter$1Standard route
MiniMax M3MiniMax · Custom licence
ChatVisionReasoning428B parameters ~219.7 GBQ4_K_M $0Input & output $0.3OpenRouter$1.2Standard route
MiniMax M3.1 FlashMiniMax · Custom licence
ChatVisionReasoning428B parameters ~219.7 GBQ4_K_M $0Input & output $0.15OpenRouter · variable terms$0.6Standard route
Qwen 3 Coder 480BAlibaba · Apache 2.0
Coding480B parameters ~246.4 GBQ4_K_M $0Input & output $0.3OpenRouter$1Standard route
DeepSeek R1DeepSeek · MIT
Reasoning671B parameters ~344.2 GBQ4_K_M $0Input & output No verified quoteNo verified quote
DeepSeek V3.2DeepSeek · MIT
ChatCodingReasoning685B parameters ~351.4 GBQ4_K_M $0Input & output $0.26OpenRouter$0.38Standard route
GLM-5Zhipu AI · MIT
ChatReasoningCoding744B parameters ~381.6 GBQ4_K_M $0Input & output $1OpenRouter$3.2Standard route
GLM-5.2Z.ai · MIT
ChatCodingReasoning753B parameters ~386.2 GBQ4_K_M $0Input & output $0.007OpenRouter$6.8Standard route
GLM-5.3Z.ai · Custom licence
ChatCodingReasoning753B parameters ~386.2 GBQ4_K_M $0Input & output $0.0699OpenRouter$1.4Standard route
GLM-5.1Zhipu AI · MIT
ChatReasoningCoding754B parameters ~386.7 GBQ4_K_M $0Input & output $1.33OpenRouter$4.18Standard route
DeepSeek V4.1 FlashDeepSeek · MIT
ChatVisionReasoning763B parameters ~391.3 GBQ4_K_M $0Input & output $0.006OpenRouter$0.5Standard route
Muse Spark Open 816B-A42BMeta · Custom licence
ChatVisionReasoning816B parameters ~418.5 GBQ4_K_M $0Input & output $1.25OpenRouter$4.25Standard route
Mistral Large 4Mistral AI · Custom licence
ChatVisionReasoning1,000B parameters ~512.7 GBQ4_K_M $0Input & output $0.7OpenRouter$2.1Standard route
Kimi K2.6Moonshot AI · Custom licence
ChatVisionReasoning1,058B parameters ~542.4 GBQ4_K_M $0Input & output $0.65OpenRouter$3.41Standard route
DeepSeek V4 ProDeepSeek · MIT
ChatCodingReasoning1,600B parameters ~820.1 GBQ4_K_M $0Input & output $0.95526OpenRouter$1.91052Standard route
LongCat 2.0Meituan · MIT
ChatCodingReasoning1,600B parameters ~820.1 GBQ4_K_M $0Input & output $0.3OpenRouter$1.2Standard route
Qwen 3.8 2.4T-A95BAlibaba · Custom licence
ChatReasoningCoding2,400B parameters ~1,229.8 GBQ4_K_M $0Input & output $2OpenRouter$6Standard route
Kimi K3Moonshot AI · Custom licence
ChatVisionReasoning2,780B parameters ~1,424.5 GBQ4_K_M $0Input & output $0.192OpenRouter$16Standard route
How to read memory, prices and licences

Memory is an estimate. Values come from CanIRun.ai for the named 4-bit quantisation. They are not tested requirements or confirmation that a compatible download exists. Leave room for context, the runtime and other apps. Image/video workflows may also need encoders and other components.

Local $0 means no provider token charge. Electricity, hardware, storage, app fees and licence terms still matter. Image/video generation is not directly comparable to text-token billing.

Hosted API prices are separate. Quotes come from the OpenRouter catalogue, matched to the same base-model repository, excluding free/batch variants. They may differ by provider, context, time and route; additional fees, caching and taxes are not calculated. Local quantisation can change output compared with a hosted model. A missing match is unknown, not free.

Licence labels are a starting point. Follow each model’s link to its weight card and full terms. “Listing” means the licence or repository could not be confirmed from publisher metadata. Catalogue coverage is a dated source snapshot, not every AI model on the market.

Start here

Will a model fit your computer?

1 · Check

Record your actual hardware

On Windows, open Task Manager → Performance and note system RAM, GPU name and dedicated GPU memory. On a Mac, check About This Mac for the chip and unified memory. Also check free disk space.

Dedicated VRAM and system RAM are separate on a typical PC. Mac unified memory is shared with the rest of the system.

2 · Shortlist

Use CanIRun.ai as a starting point

The independent checker offers device-based model discovery for text, coding, images and video. Confirm its selected device and memory values match your machine, then explore its model and device comparisons.

A fit estimate is a shortlist, not a guaranteed speed or quality result. Open the model publisher’s own model card and your chosen app’s hardware requirements before downloading.

Explore the CanIRun.ai checker
3 · Leave room

Model size is only part of memory use

Quantisation compresses model weights, with potential quality tradeoffs. Long context, additional users and runtime overhead need memory too. A model download that nearly fills your VRAM may still fail to load.

CPU or partial GPU execution can widen your options, but responsiveness depends on the device and workload. Start with a smaller model and a short prompt.

Read llama.cpp runtime support
Choose your starting point

Local AI alternatives

The app runs the model; the model determines much of the answer quality. Choose these separately.

Desktop chat

LM Studio

A starting option for a visual chat interface, model downloads and document questions on Windows, macOS or Linux. It also provides a local API.

Download the model and required runtime first. Its offline documentation distinguishes local chat from online model search and downloads.

LM Studio features and setup · Offline operation
Local apps and scripts

Ollama

Consider this when you want a local model service for compatible apps or scripts. Check GPU compatibility before choosing a model.

Ollama also offers cloud features. For a local-only setup, its FAQ documents OLLAMA_NO_CLOUD=1 and a restart. Keep the service on its default loopback address for a single-machine trial.

Ollama configuration and local-only mode
Alternative desktop

Jan

A desktop alternative for local model chat. Review the current desktop guide and hardware support to see whether it fits your operating system.

Select a local model deliberately: connecting a remote provider makes that conversation a remote workflow.

Jan desktop guide
Browser interface

Open WebUI

A self-hosted interface for model backends such as Ollama. Useful if you want a browser workspace and are comfortable maintaining another service.

The interface does not itself make every backend local. Check the configured model endpoint and document-processing services before adding private files.

Open WebUI documentation
Advanced runtime

llama.cpp

For people who want direct control of GGUF model execution, hardware backends and a local server. Expect more setup decisions than a desktop chat app.

Use the official build or release instructions for your platform. A compatible file format does not guarantee every model architecture will work.

llama.cpp project and instructions
Images and video

ComfyUI

A separate route for visual generation workflows. Start with an official beginner workflow and its required models rather than a text-chat model.

Check requirements for that exact workflow. Image size, video length and workflow components affect the resources needed; text-model fit does not establish image or video fit.

ComfyUI official guides
A first practical trial

Try one offline task

Install, download, disconnect

  1. Choose a desktop app and read its system requirements.
  2. Download one supported instruction/chat model that leaves memory headroom. Record the exact model version and quantisation.
  3. Load the model and disable remote providers, web tools and cloud features.
  4. Disconnect from the internet and try a short, non-sensitive note.

Use LM Studio’s offline checklist for that app. An offline answer confirms this trial worked without a connection; it does not audit every extension or future setting.

A prompt you can check

Illustrative input: “Meeting moved to Thursday at 10:00. Mia will send the revised drawing on Wednesday. Budget approval is still pending.”

Extract only the actions, owners and dates stated in this note. Return a table. Use “not stated” for missing details. Do not infer a calendar date.

Check that Mia’s drawing action stays on Wednesday and that no owner or deadline is invented for budget approval. Then test a slightly longer note and record waiting time, memory use and mistakes.

If it is slow or fails to load

  • Close memory-heavy apps and reduce context length.
  • Try a smaller supported model or a different quantisation.
  • Check the runtime’s GPU support and which processor it is using.
  • Compare the output on your actual task before considering an upgrade.

For Ollama, ollama ps reports CPU/GPU placement. See its official FAQ.

What local AI changes

You can run downloaded weights without per-token cloud billing, but hardware, electricity, storage and maintenance still have costs. Answers still need checking, and model licences can restrict commercial use.

For confidential work, check the whole path: chat backend, embeddings, plugins, file storage and any synced folders. A locally installed app can still call remote services. Follow your organisation’s approved data rules.

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