Model Profile

deepseek-v3

Name: deepseek-v3
Author: deepseek-ai

External Benchmark Shadowexternal_benchmark_shadowpublic

4,096 ctx

Use this page to decide where this model is a strong fit. Rankings below are benchmark-backed by use case, with explicit confidence and contributor metrics.

Identity

ID: external/deepseek-ai/deepseek-v3

Author: deepseek-ai

Origin: external_benchmark_shadow

Arch: unknown

Benchmark Coverage

Scored use cases: 12

Avg confidence: 17.5%

Evidence points: 76

Raw rows: 154

Weighted rows: 30

Catalog Metadata

Parameters: unknown

Context window: 4096

Downloads: 0

Some fit rows have limited benchmark evidence.

12 of 12 scored use cases have low confidence or thin contributor coverage.

Coverage Diagnostics

actively scored

Use-Case Scores

112

Total Measurements

154

Weighted Measurements

Weighted Sources

Raw Source Coverage

ugi_main 60galileo_agent_v2 34vectara_hhem_leaderboard 21artifactsbenchmark_leaderboard 11baxbench_leaderboard 9icelandic_llm_leaderboard 7

Weighted Source Coverage

vectara_hhem_leaderboard 12galileo_agent_v2 10ugi_main 3baxbench_leaderboard 1bird_critic 1icelandic_llm_leaderboard 1

Best Use Cases for This Model

Use Case	Vertical	Score	Confidence	Evidence	Top Contributor
Social post generation use_case.mkt.social_post_generation	marketing_sales	11.6%	18.6%	6	Galileo Agent Leaderboard v2: Avg TSQ
Product positioning and messaging use_case.mkt.product_positioning	marketing_sales	11.6%	18.6%	6	Galileo Agent Leaderboard v2: Avg TSQ
Campaign brief use_case.mkt.campaign_brief	marketing_sales	11.6%	18.6%	6	Galileo Agent Leaderboard v2: Avg TSQ
Litigation risk memo use_case.ins.litigation_risk_memo	insurance	11.5%	17.4%	7	Vectara HHEM Leaderboard: overall_hallucination_error_pct
Thesis red teaming use_case.fin.thesis_red_team	finance	11.5%	17.7%	10	Vectara HHEM Leaderboard: overall_hallucination_error_pct
Claims summary use_case.ins.claims_summary	insurance	10.8%	18.8%	7	Galileo Agent Leaderboard v2: Insurance AC
Runbook step assistant use_case.sre.runbook_steps	devops_sre	10.5%	15.3%	5	Vectara HHEM Leaderboard: overall_hallucination_error_pct
Knowledge base Q&A (fast, no citations) use_case.business.kb_qna_fast	business_productivity	10.5%	13.9%	7	Vectara HHEM Leaderboard: overall_hallucination_error_pct
Kubernetes manifest generation use_case.sre.iac_k8s	devops_sre	10.5%	18.1%	5	Galileo Agent Leaderboard v2: Avg AC
Terraform generation use_case.sre.iac_terraform	devops_sre	10.5%	18.1%	5	Galileo Agent Leaderboard v2: Avg AC
Config debugging use_case.sre.config_debugging	devops_sre	10.5%	18.1%	5	Galileo Agent Leaderboard v2: Avg AC
Poetry and lyrics use_case.creative.poetry_lyrics	creative	10.5%	17.1%	7	UGI Leaderboard: Writing ✍️

Deployment Fit Calculator

Model

deepseek-v3

external/deepseek-ai/deepseek-v3

Hardware

Quantization: 4-bit

2-bit8-bit

Insufficient

Unknown parameter count. Cannot estimate deployment fit.

Required VRAM

~0.0GB

Est. Throughput

0.00 tok/s

Deployment Fit Matrix

GPU	4-bit	6-bit	8-bit
RTX 3060 12GB	Insufficient	Insufficient	Insufficient
RTX 3090 24GB	Insufficient	Insufficient	Insufficient
RTX 4090 24GB	Insufficient	Insufficient	Insufficient
Mac Studio M2 Ultra 192GB	Insufficient	Insufficient	Insufficient