A DEVICETERRA PRODUCT

Technology for emerging-market businesses and institutions.

Explore Deviceterra ↗
EVIDENCE-FIRST LOCAL AI BY DEVICETERRA

One reliable answer
from 28 curated
model profiles.

LocalLens is Deviceterra's local AI decision tool. It filters proven models against your real hardware so businesses and institutions can adopt useful technology with less cost, risk and guesswork.

See the safety rules
D
THE DEVICETERRA MISSION

Use technology today. Compete globally tomorrow.

Deviceterra helps small businesses and institutions in emerging countries increase profit using technology today, and build for the global market tomorrow. LocalLens delivers one part of that mission: practical, private and affordable AI adoption.

00 · LOCAL AI LAUNCH PLANNER

Leave with a deployment plan, not just a model name.

Define the job first. LocalLens turns it into a small, testable and safer first deployment.

YOUR SAFE STARTING PLAN

Local model + retrieval + source citations

Begin with 10 approved documents and five questions with known answers.

Scope

Keep the first setup single-user and record the exact model, runtime and settings.

Pass these tests
  • Retrieves the correct passage
  • Cites the source file
  • Says when evidence is missing
Security floor
  • Keep inference, files, index and logs local
  • Disable cloud features unless explicitly needed
  • Do not expose the model API to the public internet
01 · SAFE MATCH ENGINE

Describe the machine honestly.

No hardware data leaves this page until you choose to request help.

MEDconfidence
RECOMMENDED STARTING POINT

Qwen 3 8B

It fits our memory rule, but performance must be confirmed on your device. This is a compatibility decision - not a speed guarantee.

Safety floormodel file + runtime headroomAccelerationnot assumedSpeedbenchmark required
02 · CURATED MODEL VAULT

28 evidence-backed profiles

Not a mirror of Hugging Face. A shortlist people can actually use.

Q

Qwen 3

Alibaba Cloud · 8B

Safe to test

A widely used hybrid reasoning family with tool support and multilingual strength.

GeneralCodingReasoningTools
OLLAMA FILE~5.2 GB
SAFE RAM FLOOR9 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
D

DeepSeek R1

DeepSeek · 8B

Safe to test

Distilled reasoning variants for step-by-step analysis and mathematics.

ReasoningMathResearch
OLLAMA FILE~5.2 GB
SAFE RAM FLOOR9 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
MIT / base-model termsOfficial source ↗
L

Llama 3.1

Meta · 8B

Safe to test

A broadly supported general model with a mature ecosystem and tool use.

GeneralWritingTools
OLLAMA FILE~4.9 GB
SAFE RAM FLOOR9 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
Llama 3.1 CommunityOfficial source ↗
D

DeepSeek R1

DeepSeek · 7B

Safe to test

Distilled reasoning variants for step-by-step analysis and mathematics.

ReasoningMathResearch
OLLAMA FILE~4.7 GB
SAFE RAM FLOOR8 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
MIT / base-model termsOfficial source ↗
Q

Qwen 2.5 Coder

Alibaba Cloud · 7B

Safe to test

Code-specific models for generation, fixing, explanation and code reasoning.

CodingTools
OLLAMA FILE~4.7 GB
SAFE RAM FLOOR8 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
M

Mistral

Mistral AI · 7B

Safe to test

A long-standing compact instruction model with a permissive commercial license.

GeneralWritingTools
OLLAMA FILE~4.1 GB
SAFE RAM FLOOR8 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
G

Gemma 3n

Google · E4B

Safe to test

A stronger efficient multimodal option for laptops and edge devices.

GeneralVisionMobile
OLLAMA FILE~3.8 GB
SAFE RAM FLOOR8 GB
INPUTText + Image
MATURITYProven
It fits our memory rule, but performance must be confirmed on your device.
G

Gemma 3

Google · 4B

Safe to test

Mature multimodal variants for question answering, summarization and image understanding.

GeneralWritingVisionReasoning
OLLAMA FILE~3.3 GB
SAFE RAM FLOOR7 GB
INPUTText + Image
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
L

Llama 3.2

Meta · 3B

Safe to test

Mature small models for summarization, rewriting and personal information tasks.

GeneralWritingTools
OLLAMA FILE~2 GB
SAFE RAM FLOOR6 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
Llama 3.2 CommunityOfficial source ↗
Q

Qwen 3

Alibaba Cloud · 4B

Safe to test

A widely used hybrid reasoning family with tool support and multilingual strength.

GeneralCodingReasoningTools
OLLAMA FILE~2.6 GB
SAFE RAM FLOOR6 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
P

Phi-4 Mini

Microsoft · 3.8B

Safe to test

Compact multilingual reasoning and mathematics with function calling.

GeneralReasoningMathTools
OLLAMA FILE~2.5 GB
SAFE RAM FLOOR6 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
G

Gemma 3n

Google · E2B

Safe to test

Designed for efficient execution on everyday and edge devices.

GeneralVisionMobile
OLLAMA FILE~2.1 GB
SAFE RAM FLOOR6 GB
INPUTText + Image
MATURITYProven
It fits our memory rule, but performance must be confirmed on your device.
G

Gemma 3

Google · 12B

Safe to test

Mature multimodal variants for question answering, summarization and image understanding.

GeneralWritingVisionReasoning
OLLAMA FILE~8.1 GB
SAFE RAM FLOOR13 GB
INPUTText + Image
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
L

Llama 3.2 Vision

Meta · 11B

Safe to test

Image reasoning, captioning and visual question answering.

VisionDocumentsGeneral
OLLAMA FILE~7.9 GB
SAFE RAM FLOOR13 GB
INPUTText + Image
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
Llama 3.2 CommunityOfficial source ↗
Q

Qwen 2.5 Coder

Alibaba Cloud · 3B

Safe to test

Code-specific models for generation, fixing, explanation and code reasoning.

CodingTools
OLLAMA FILE~1.9 GB
SAFE RAM FLOOR5 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
Q

Qwen 3

Alibaba Cloud · 14B

Safe to test

A widely used hybrid reasoning family with tool support and multilingual strength.

GeneralCodingReasoningTools
OLLAMA FILE~9.3 GB
SAFE RAM FLOOR14 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
D

DeepSeek R1

DeepSeek · 14B

Safe to test

Distilled reasoning variants for step-by-step analysis and mathematics.

ReasoningMathResearch
OLLAMA FILE~9 GB
SAFE RAM FLOOR14 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
MIT / base-model termsOfficial source ↗
Q

Qwen 2.5 Coder

Alibaba Cloud · 14B

Safe to test

Code-specific models for generation, fixing, explanation and code reasoning.

CodingTools
OLLAMA FILE~9 GB
SAFE RAM FLOOR14 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
L

Llama 3.2

Meta · 1B

Safe to test

Mature small models for summarization, rewriting and personal information tasks.

GeneralWritingTools
OLLAMA FILE~1.3 GB
SAFE RAM FLOOR4 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
Llama 3.2 CommunityOfficial source ↗
G

Gemma 3

Google · 1B

Safe to test

The text-only compact Gemma 3 variant for lightweight language tasks.

GeneralWritingReasoning
OLLAMA FILE~0.8 GB
SAFE RAM FLOOR4 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
D

DeepSeek R1

DeepSeek · 1.5B

Safe to test

Distilled reasoning variants for step-by-step analysis and mathematics.

ReasoningMathResearch
OLLAMA FILE~1.1 GB
SAFE RAM FLOOR4 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
MIT / base-model termsOfficial source ↗
Q

Qwen 2.5 Coder

Alibaba Cloud · 1.5B

Safe to test

Code-specific models for generation, fixing, explanation and code reasoning.

CodingTools
OLLAMA FILE~1 GB
SAFE RAM FLOOR4 GB
INPUTText
MATURITYEstablished
It fits our memory rule, but performance must be confirmed on your device.
G

GPT-OSS

OpenAI · 20B

Blocked

Open-weight reasoning and agentic model for capable local systems.

ReasoningCodingTools
OLLAMA FILE~14 GB
SAFE RAM FLOOR20 GB
INPUTText
MATURITYProven
Needs at least 20 GB system RAM under our conservative rule.
M

Mistral Small 3.2

Mistral AI · 24B

Blocked

Higher-quality instruction following, vision and robust function calling.

GeneralWritingVisionTools
OLLAMA FILE~15 GB
SAFE RAM FLOOR21 GB
INPUTText + Image
MATURITYProven
Needs at least 21 GB system RAM under our conservative rule.
G

Gemma 3

Google · 27B

Blocked

Mature multimodal variants for question answering, summarization and image understanding.

GeneralWritingVisionReasoning
OLLAMA FILE~17 GB
SAFE RAM FLOOR23 GB
INPUTText + Image
MATURITYEstablished
Needs at least 23 GB system RAM under our conservative rule.
Q

Qwen 3

Alibaba Cloud · 30B-A3B

Blocked

A widely used hybrid reasoning family with tool support and multilingual strength.

GeneralCodingReasoningTools
OLLAMA FILE~19 GB
SAFE RAM FLOOR24 GB
INPUTText
MATURITYEstablished
Needs at least 24 GB system RAM under our conservative rule.
D

DeepSeek R1

DeepSeek · 32B

Blocked

Distilled reasoning variants for step-by-step analysis and mathematics.

ReasoningMathResearch
OLLAMA FILE~20 GB
SAFE RAM FLOOR26 GB
INPUTText
MATURITYEstablished
Needs at least 26 GB system RAM under our conservative rule.
MIT / base-model termsOfficial source ↗
Q

Qwen 2.5 Coder

Alibaba Cloud · 32B

Blocked

Code-specific models for generation, fixing, explanation and code reasoning.

CodingTools
OLLAMA FILE~20 GB
SAFE RAM FLOOR26 GB
INPUTText
MATURITYEstablished
Needs at least 26 GB system RAM under our conservative rule.
03 · DECISION TABLE

Compare the shortlist

Add up to three models from the vault.
04 · COMMERCIAL PLANS

Start free. Pay when LocalLens saves real work.

Launch pricing for worldwide customers. Pro access is fulfilled manually until automated billing is connected, so no payment is taken on this page today.

FREE

$0

Reliable model discovery

  • 28 curated profiles
  • Conservative hardware matching
  • Verified Ollama commands
  • Official evidence links
BUSINESS

Custom

Private AI that performs a business job

  • Private document assistant
  • Workflow and data assessment
  • Team deployment
  • Ongoing support options
DEVICETERRA · PROJECT SOVEREIGN

Turn a compatible model
into a working system.

The model is only one component. Deviceterra installs the runtime, secures the data path, connects private knowledge and validates the workflow.

  • Worldwide remote installation
  • Private knowledge assistants
  • Local coding environments
  • School and SMB deployments
REVENUE PATH

One assessment. A clear outcome.

We first confirm that your hardware and use case are suitable. If local AI is the wrong answer, we say so before proposing a deployment.

Current recommended starting pointQwen 3 8B16 GB RAM · General · Windows
05 · LOCALLENS KNOWLEDGE BASE

Learn before you install.

Complete, evidence-first guides live here on LocalLens. Each one turns a technical decision into a practical next step.

Explore all guides
LOCAL CONTENT · GLOBAL AUTHORITY

LocalLens owns the full guides and internal search journey. Relevant articles link to Deviceterra for the wider technology and deployment perspective.

ACCURACY POLICY

What “works” means here.

1. Runnable, not necessarily fast

A model passes only when system RAM exceeds the Ollama file size with conservative runtime headroom. Speed still requires testing.

2. No VRAM assumption

If GPU memory is unknown, the engine never claims acceleration. CPU fallback may be slow but remains clearly labelled.

3. Official commands and sources

Every command maps to an Ollama library tag and every profile links back to its official listing.

4. Refusal is a valid result

When nothing satisfies the safety rule, LocalLens returns no recommendation rather than inventing one.

5. Context is not free

Published maximum context is displayed as a model specification, not a promise that full context fits the minimum RAM floor.

6. Human review for business use

Medical, legal, financial and operational deployments require task-specific evaluation before production use.