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NorthWind northwind.co
last run 2026-09-14 21:48:28

Overview

How NorthWind shows up when people ask AI about your category.

Visibility ?The share of answers that name you. Branded prompts are left out, and an answer surface that did not render is left out entirely.
68%
474 of 692 answers ▲ 2.8 pts 3 days, 67 to 71%
Share of voice ?Your mentions divided by all tracked brands' mentions in the same answers. One answer naming you twice counts twice.
28%
of every tracked brand mention
Average position ?The mean rank of your brand in numbered or bulleted lists. Mentions in prose have no rank and are not averaged in.
2.8
where you appear in a ranked list
Citation share ?The share of all cited URLs that point at your own domains.
12%
of cited sources are yours

The race

7 of 22 brands · 3 measured days · 692 answers

How often each brand is named, by day. Values at the right edge are the last measured day. Hollow dots rest on fewer than 20 answers. Shaded spans had no run. The 15 brands below the top seven are in the table further down.

answers per day2026-08-06: 236 answers2026-08-15: 236 answers2026-09-14: 220 answersNVIDIA, 2026-08-06: 63% of 236 answersNVIDIA, 2026-08-15: 64% of 236 answersNVIDIA, 2026-09-14: 60% of 220 answersvCluster, 2026-08-06: 30% of 236 answersvCluster, 2026-08-15: 29% of 236 answersvCluster, 2026-09-14: 30% of 220 answersCoreWeave, 2026-08-06: 28% of 236 answersCoreWeave, 2026-08-15: 31% of 236 answersCoreWeave, 2026-09-14: 35% of 220 answersLambda, 2026-08-06: 25% of 236 answersLambda, 2026-08-15: 28% of 236 answersLambda, 2026-09-14: 25% of 220 answersNebius, 2026-08-06: 22% of 236 answersNebius, 2026-08-15: 22% of 236 answersNebius, 2026-09-14: 20% of 220 answersMirantis, 2026-08-06: 19% of 236 answersMirantis, 2026-08-15: 18% of 236 answersMirantis, 2026-09-14: 16% of 220 answersNorthWind, 2026-08-06: 67% of 236 answersNorthWind, 2026-08-15: 68% of 236 answersNorthWind, 2026-09-14: 71% of 220 answers71%NorthWind60%NVIDIA30%vCluster35%CoreWeave25%Lambda20%Nebius16%Mirantis
  • NorthWind you 71%
  • NVIDIA 60%
  • vCluster 30%
  • CoreWeave 35%
  • Lambda 25%
  • Nebius 20%
  • Mirantis 16%

Share of voice

Of every time a tracked brand was named in this window, how much was you.

NorthWind: 28% of all tracked-brand mentionsNVIDIA: 17% of all tracked-brand mentionsvCluster: 9.4% of all tracked-brand mentionsCoreWeave: 7.6% of all tracked-brand mentionsLambda: 7% of all tracked-brand mentionsNebius: 5.9% of all tracked-brand mentionsMirantis: 3.7% of all tracked-brand mentions15 other brands: 21% of all tracked-brand mentions28%your share2,917 of 10,306
  • NorthWind28%
  • NVIDIA17%
  • vCluster9.4%
  • CoreWeave7.6%
  • Lambda7%
  • Nebius5.9%
  • Mirantis3.7%
  • 15 other brands21%
    • vMetal3.1%
    • Red Hat2.9%
    • RunPod2.7%
    • Crusoe2.1%
    • Nscale2%
    • OpenNebula2%
    • DigitalOcean1.4%
    • Northflank1.2%
    • Spectro Cloud1%
    • Spheron0.7%
    • WhiteFiber0.6%
    • Introl0.5%
    • WWT0.3%
    • NeuReality0.2%
    • BuzzHPC0.1%

By engine

Where each brand stands on each engine. Your dot is the large one; the number on the right is your share of that engine's answers. Grey dots are the brands outside the top seven. Rows run from your strongest engine to your weakest.

Google AI Mode141 answersBuzzHPC on Google AI Mode: 3.5% of 141 answersCrusoe on Google AI Mode: 5.7% of 141 answersDigitalOcean on Google AI Mode: 14% of 141 answersIntrol on Google AI Mode: 9.2% of 141 answersNeuReality on Google AI Mode: 4.3% of 141 answersNorthflank on Google AI Mode: 11% of 141 answersNscale on Google AI Mode: 12% of 141 answersOpenNebula on Google AI Mode: 11% of 141 answersRed Hat on Google AI Mode: 23% of 141 answersRunPod on Google AI Mode: 11% of 141 answersSpectro Cloud on Google AI Mode: 12% of 141 answersSpheron on Google AI Mode: 13% of 141 answersWWT on Google AI Mode: 7.1% of 141 answersWhiteFiber on Google AI Mode: 13% of 141 answersvMetal on Google AI Mode: 23% of 141 answersCoreWeave on Google AI Mode: 43% of 141 answersLambda on Google AI Mode: 28% of 141 answersMirantis on Google AI Mode: 32% of 141 answersNVIDIA on Google AI Mode: 80% of 141 answersNebius on Google AI Mode: 35% of 141 answersvCluster on Google AI Mode: 49% of 141 answersNorthWind on Google AI Mode: 87% of 141 answers87%1st of 22Perplexity141 answersBuzzHPC on Perplexity: 0.7% of 141 answersCrusoe on Perplexity: 7.8% of 141 answersDigitalOcean on Perplexity: 6.4% of 141 answersIntrol on Perplexity: 1.4% of 141 answersNeuReality on Perplexity: 0.7% of 141 answersNorthflank on Perplexity: 7.1% of 141 answersNscale on Perplexity: 4.3% of 141 answersOpenNebula on Perplexity: 16% of 141 answersRed Hat on Perplexity: 6.4% of 141 answersRunPod on Perplexity: 7.8% of 141 answersSpectro Cloud on Perplexity: 8.5% of 141 answersSpheron on Perplexity: 2.1% of 141 answersWWT on Perplexity: 0.7% of 141 answersWhiteFiber on Perplexity: 0.7% of 141 answersvMetal on Perplexity: 21% of 141 answersCoreWeave on Perplexity: 9.9% of 141 answersLambda on Perplexity: 20% of 141 answersMirantis on Perplexity: 23% of 141 answersNVIDIA on Perplexity: 52% of 141 answersNebius on Perplexity: 18% of 141 answersvCluster on Perplexity: 34% of 141 answersNorthWind on Perplexity: 86% of 141 answers86%1st of 22Claude141 answersBuzzHPC on Claude: 2.1% of 141 answersCrusoe on Claude: 16% of 141 answersDigitalOcean on Claude: 7.8% of 141 answersIntrol on Claude: 2.8% of 141 answersNeuReality on Claude: 2.8% of 141 answersNorthflank on Claude: 11% of 141 answersNscale on Claude: 13% of 141 answersOpenNebula on Claude: 11% of 141 answersRed Hat on Claude: 14% of 141 answersRunPod on Claude: 19% of 141 answersSpectro Cloud on Claude: 3.5% of 141 answersSpheron on Claude: 6.4% of 141 answersWWT on Claude: 1.4% of 141 answersWhiteFiber on Claude: 0.7% of 141 answersvMetal on Claude: 27% of 141 answersCoreWeave on Claude: 40% of 141 answersLambda on Claude: 23% of 141 answersMirantis on Claude: 19% of 141 answersNVIDIA on Claude: 60% of 141 answersNebius on Claude: 23% of 141 answersvCluster on Claude: 42% of 141 answersNorthWind on Claude: 72% of 141 answers72%1st of 22Gemini141 answersBuzzHPC on Gemini: 0.7% of 141 answersCrusoe on Gemini: 4.3% of 141 answersDigitalOcean on Gemini: 15% of 141 answersIntrol on Gemini: 0.7% of 141 answersNeuReality on Gemini: 1.4% of 141 answersNorthflank on Gemini: 7.8% of 141 answersNscale on Gemini: 5% of 141 answersOpenNebula on Gemini: 5% of 141 answersRed Hat on Gemini: 11% of 141 answersRunPod on Gemini: 12% of 141 answersSpectro Cloud on Gemini: 2.8% of 141 answersSpheron on Gemini: 7.8% of 141 answersWWT on Gemini: 0.7% of 141 answersWhiteFiber on Gemini: 2.1% of 141 answersvMetal on Gemini: 12% of 141 answersCoreWeave on Gemini: 26% of 141 answersLambda on Gemini: 30% of 141 answersMirantis on Gemini: 11% of 141 answersNVIDIA on Gemini: 55% of 141 answersNebius on Gemini: 13% of 141 answersvCluster on Gemini: 19% of 141 answersNorthWind on Gemini: 65% of 141 answers65%1st of 22ChatGPT125 answersBuzzHPC on ChatGPT: 0% of 125 answersCrusoe on ChatGPT: 5.6% of 125 answersDigitalOcean on ChatGPT: 2.4% of 125 answersIntrol on ChatGPT: 0% of 125 answersNeuReality on ChatGPT: 0% of 125 answersNorthflank on ChatGPT: 0% of 125 answersNscale on ChatGPT: 8.8% of 125 answersOpenNebula on ChatGPT: 3.2% of 125 answersRed Hat on ChatGPT: 17% of 125 answersRunPod on ChatGPT: 6.4% of 125 answersSpectro Cloud on ChatGPT: 3.2% of 125 answersSpheron on ChatGPT: 0.8% of 125 answersWWT on ChatGPT: 0% of 125 answersWhiteFiber on ChatGPT: 0% of 125 answersvMetal on ChatGPT: 0% of 125 answersCoreWeave on ChatGPT: 37% of 125 answersLambda on ChatGPT: 30% of 125 answersMirantis on ChatGPT: 2.4% of 125 answersNVIDIA on ChatGPT: 66% of 125 answersNebius on ChatGPT: 18% of 125 answersvCluster on ChatGPT: 2.4% of 125 answersNorthWind on ChatGPT: 30% of 125 answersNVIDIA 66%30%3rd, NVIDIA 66%Google AI Overview3 answers, thinBuzzHPC on Google AI Overview: 0% of 3 answersCrusoe on Google AI Overview: 0% of 3 answersDigitalOcean on Google AI Overview: 100% of 3 answersIntrol on Google AI Overview: 0% of 3 answersNeuReality on Google AI Overview: 0% of 3 answersNorthflank on Google AI Overview: 100% of 3 answersNscale on Google AI Overview: 0% of 3 answersOpenNebula on Google AI Overview: 0% of 3 answersRed Hat on Google AI Overview: 0% of 3 answersRunPod on Google AI Overview: 0% of 3 answersSpectro Cloud on Google AI Overview: 0% of 3 answersSpheron on Google AI Overview: 0% of 3 answersWWT on Google AI Overview: 33% of 3 answersWhiteFiber on Google AI Overview: 0% of 3 answersvMetal on Google AI Overview: 0% of 3 answersCoreWeave on Google AI Overview: 0% of 3 answersLambda on Google AI Overview: 0% of 3 answersMirantis on Google AI Overview: 0% of 3 answersNVIDIA on Google AI Overview: 0% of 3 answersNebius on Google AI Overview: 0% of 3 answersvCluster on Google AI Overview: 0% of 3 answersNorthWind on Google AI Overview: 0% of 3 answersDigitalOcean 100%0%not named

Where you stand

22 brands
BrandSeen inShareAvg position
1 NorthWind you 2917 in 474 answers 68% 28% 2.8
2 NVIDIA 1774 in 432 answers 62% 17% 3.0
3 vCluster 972 in 206 answers 30% 9.4% 2.9
4 CoreWeave 786 in 213 answers 31% 7.6% 2.8
5 Lambda 720 in 180 answers 26% 7% 3.1
6 Nebius 612 in 148 answers 21% 5.9% 3.1
7 Mirantis 379 in 123 answers 18% 3.7% 3.1
8 vMetal 320 in 117 answers 17% 3.1% 2.5
9 Red Hat 294 in 98 answers 14% 2.9% 3.0
10 RunPod 275 in 79 answers 11% 2.7% 3.0
11 Crusoe 219 in 55 answers 8% 2.1% 2.9
12 Nscale 211 in 60 answers 8.7% 2% 3.0
13 OpenNebula 202 in 63 answers 9.1% 2% 3.1
14 DigitalOcean 146 in 67 answers 9.7% 1.4% 3.4
15 Northflank 124 in 54 answers 7.8% 1.2% 3.5
16 Spectro Cloud 103 in 42 answers 6.1% 1% 3.3
17 Spheron 74 in 43 answers 6.2% 0.7% 3.8
18 WhiteFiber 57 in 23 answers 3.3% 0.6% 2.5
19 Introl 55 in 20 answers 2.9% 0.5% 3.3
20 WWT 30 in 15 answers 2.2% 0.3% 3.4
21 NeuReality 24 in 13 answers 1.9% 0.2% 3.6
22 BuzzHPC 12 in 10 answers 1.4% 0.1% 3.3

Every prompt, every engine

47 prompts × 6 engines

Worst first. Click any cell to read the answers behind it.

Prompt ChatGPT Perplexity Google AI Overview Gemini Claude Google AI Mode All
Show me GPU-first approaches to Baremetal GPU provisioning for AI infrastructure orchestration. GPU-first 0/2 0/3 - 0/3 0/3 1/3 #2.0 1/14
what is GPU as a Service 0/2 1/3 #3.0 0/3 1/3 #3.0 0/3 1/3 #4.0 3/17
Find a GPU-first platform for GPU-as-a-Service access. GPU-first 0/3 2/3 #2.4 - 0/3 0/3 1/3 #2.0 3/15
Show me GPU-first platforms offering Baremetal GPU provisioning with flexible scaling. GPU-first 0/3 2/3 #4.8 - 1/3 #6.0 0/3 1/3 #3.0 4/15
Why is sovereign-ready Kubernetes management critical for AI workloads in regulated industries? sovereign-ready 0/3 2/3 #5.0 - 0/3 1/3 #3.0 1/3 #2.0 4/15
Which platforms offer governed Kubernetes management for multi-tenant cloud environments? governed 1/3 1/3 #3.7 - 2/3 #3.4 1/3 0/3 5/15
Recommend a multi-tenant solution that supports Baremetal GPU provisioning for optimized resource use. multi-tenant 0/2 3/3 #2.4 - 1/3 #2.0 0/3 1/3 #2.0 5/14
Find a GPU-first service that offers GPU-as-a-Service to streamline AI workload management. GPU-first 1/2 #3.0 0/3 - 1/3 #7.5 1/3 3/3 #3.0 6/14
Why is it important for Baremetal GPU provisioning to be sovereign-ready in cloud governance frameworks? sovereign-ready 0/2 0/3 - 0/3 3/3 #3.0 3/3 #2.5 6/14
Which governed Kubernetes management solutions optimize GPU resource allocation for AI tasks? governed 0/2 2/3 #3.5 - 0/3 2/3 2/3 #3.1 6/14
Recommend a GPU-first SLURM-as-a-Service solution for optimizing AI resource management. GPU-first 0/3 2/3 #1.4 - 1/3 #2.0 1/3 #2.0 3/3 #2.9 7/15
Which governed Kubernetes management solutions support AI workload orchestration? governed 0/3 2/3 #3.0 - 0/3 3/3 3/3 #2.6 8/15
Recommend governed orchestration solutions for baremetal GPU provisioning in AI workloads. governed 0/3 3/3 #1.2 - 2/3 #3.4 2/3 2/3 #2.5 9/15
Which Baremetal GPU provisioning services are sovereign-ready for enterprise use? sovereign-ready 0/3 3/3 #3.0 - 0/3 3/3 #3.3 3/3 #4.3 9/15
Show me self-service options for Kubernetes management with GPU-as-a-Service integration. self-service 1/3 #2.4 3/3 #1.6 - 1/3 #5.3 1/3 3/3 #3.0 9/15
Which GPU-as-a-Service platforms are sovereign-ready for deploying AI workloads in regulated industries? sovereign-ready 0/3 3/3 #5.7 - 1/3 #4.0 3/3 #1.0 3/3 #3.7 10/15
Show me self-service Baremetal GPU provisioning options. self-service 0/3 3/3 #2.1 - 2/3 #7.0 2/3 3/3 #2.4 10/15
Show me multi-tenant self-service compute platforms with advanced Kubernetes management capabilities. multi-tenant 2/3 #2.1 3/3 #2.3 - 2/3 #3.8 0/3 3/3 #3.4 10/15
Show me GPU-first SLURM-as-a-Service solutions that enhance AI workload efficiency. GPU-first 1/3 #4.0 2/3 #1.0 - 3/3 #2.4 1/3 3/3 #3.0 10/15
Find self-service GPU-as-a-Service solutions for AI workloads. self-service 0/2 3/3 #2.0 - 1/3 #13.0 3/3 #2.0 3/3 #2.8 10/14
Recommend governed baremetal GPU provisioning services for secure AI model training. governed 0/2 3/3 #2.1 - 1/3 #3.0 3/3 3/3 #2.9 10/14
Find self-service GPU-as-a-Service solutions for AI workloads. self-service 0/2 3/3 #3.1 - 1/3 #3.0 3/3 #1.3 3/3 #3.9 10/14
Which GPU-first platforms offer SLURM-as-a-Service for efficient workload management? GPU-first 1/3 #1.1 3/3 #1.9 - 2/3 #3.7 2/3 #1.0 3/3 #2.5 11/15
Are there multi-tenant Baremetal GPU provisioning platforms? multi-tenant 1/3 #1.0 3/3 #2.5 - 3/3 #1.8 1/3 #3.0 3/3 #3.0 11/15
Are there sovereign-ready options for Baremetal GPU provisioning that ensure robust governance? sovereign-ready 0/2 3/3 #3.8 - 2/3 #6.9 3/3 3/3 #2.7 11/14
Which self-service compute platforms emphasize GPU-first strategies and support Baremetal GPU provisioning? GPU-first 0/2 3/3 #1.4 - 3/3 #2.8 3/3 2/3 #2.8 11/14
Which GPU-as-a-Service platforms offer sovereign-ready orchestration for AI workloads? sovereign-ready 0/3 3/3 #4.4 - 3/3 #6.5 3/3 3/3 #2.4 12/15
Find a multi-tenant GPU-as-a-Service solution for efficient AI workload management in enterprises. multi-tenant 0/3 3/3 #3.0 - 3/3 #2.4 3/3 3/3 #3.0 12/15
Recommend a sovereign-ready SLURM-as-a-Service platform for AI workload orchestration. sovereign-ready 0/3 3/3 #2.1 - 3/3 #1.8 3/3 #3.3 3/3 #2.6 12/15
Why is a self-service model important for GPU-as-a-Service platforms in enhancing productivity for platform engineering teams? self-service 0/3 3/3 #2.2 - 3/3 #3.0 3/3 #2.6 3/3 #3.2 12/15
Find SLURM-as-a-Service solutions for multi-tenant GPU workloads. multi-tenant 1/2 #2.8 3/3 #1.4 - 2/3 #1.8 3/3 #1.4 3/3 #3.4 12/14
Find self-service platforms for Baremetal GPU provisioning. self-service 0/2 3/3 #2.2 - 3/3 #2.0 3/3 #2.0 3/3 #2.9 12/14
Recommend governed SLURM-as-a-Service platforms for AI workload scheduling in enterprises. governed 1/2 #3.7 3/3 #2.8 - 3/3 #4.3 2/3 3/3 #2.0 12/14
Which sovereign-ready platforms offer SLURM-as-a-Service for bare metal GPU provisioning? sovereign-ready 2/3 #1.9 3/3 #1.9 - 2/3 #1.3 3/3 3/3 #3.1 13/15
Why choose self-service Token Factory for managing GPU resources? self-service 1/3 #4.2 3/3 #2.0 - 3/3 #3.8 3/3 #2.9 3/3 #4.9 13/15
Why is Token Factory a crucial component in self-service compute platforms for AI infrastructure? self-service 1/3 #3.6 3/3 #2.5 - 3/3 #4.0 3/3 #2.6 3/3 #3.1 13/15
Recommend a self-service GPU-as-a-Service platform that supports compliance in cloud governance. self-service 1/3 3/3 #1.8 - 3/3 #2.9 3/3 #2.7 3/3 #2.7 13/15
Find self-service SLURM-as-a-Service options for AI workloads. self-service 1/3 #3.0 3/3 #1.9 - 3/3 #4.5 3/3 3/3 #2.5 13/15
Show me self-service options for SLURM-as-a-Service with baremetal GPU provisioning for AI. self-service 2/2 #4.1 3/3 #1.9 - 3/3 #4.0 2/3 3/3 #3.0 13/14
Recommend governed Token Factory solutions for AI workloads. governed 1/2 #2.7 3/3 #2.6 - 3/3 #3.7 3/3 3/3 #4.9 13/14
Show me multi-tenant SLURM-as-a-Service platforms that support AI infrastructure. multi-tenant 2/3 #1.7 3/3 #2.0 - 3/3 #1.0 3/3 #1.0 3/3 #1.6 14/15
Find self-service solutions for Kubernetes management that support AI workload orchestration across multiple clouds. self-service 3/3 #2.2 3/3 #1.7 - 2/3 #3.4 3/3 3/3 #2.5 14/15
Which governed SLURM-as-a-Service platforms support efficient AI workload management? governed 3/3 #2.7 3/3 #2.2 - 3/3 #3.0 2/3 3/3 #2.7 14/15
Which governed GPU-as-a-Service platforms offer SLURM-as-a-Service for workload management? governed 2/3 #3.5 3/3 #3.1 - 3/3 #3.6 3/3 #2.0 3/3 #2.2 14/15
Which SLURM-as-a-Service solutions support multi-tenant AI environments? multi-tenant 2/3 #2.2 3/3 #1.4 - 3/3 #1.0 3/3 3/3 #2.0 14/15
Find a self-service SLURM-as-a-Service platform for AI workload management. self-service 3/3 #2.5 3/3 #2.0 - 3/3 #1.4 3/3 #3.5 3/3 #2.0 15/15
Can you recommend a governed self-service compute platform that offers SLURM-as-a-Service for efficient workload management? governed 3/3 #3.0 3/3 #2.2 - 3/3 #1.6 3/3 #2.6 3/3 #3.5 15/15
Every prompt 37/125121/1410/391/141102/141123/141

Each cell is how many of that engine's answers named you, over how many were asked. A dash means that prompt has not been asked of that engine.

Who gets cited

Each bar is one day's citations, split by what kind of site they point at. The number on top is your share; the number under the date is how many citations that day had.

2026-08-06, own: 298 of 2757 citations2026-08-06, competitor: 862 of 2757 citations2026-08-06, informational: 53 of 2757 citations2026-08-06, social: 302 of 2757 citations2026-08-06, other: 1242 of 2757 citations11%27572026-08-15, own: 318 of 2692 citations2026-08-15, competitor: 897 of 2692 citations2026-08-15, informational: 24 of 2692 citations2026-08-15, social: 230 of 2692 citations2026-08-15, other: 1223 of 2692 citations12%26922026-09-14, own: 313 of 2159 citations2026-09-14, competitor: 736 of 2159 citations2026-09-14, informational: 18 of 2159 citations2026-09-14, social: 104 of 2159 citations2026-09-14, other: 988 of 2159 citations14%2159Aug 6Aug 15Sep 14
  • own929 · 12%
  • competitor2495 · 33%
  • informational95 · 1.2%
  • social636 · 8.4%
  • other3453 · 45%

What the engines searched for

The words in the searches engines ran on the way to their answers. Bigger is more often. This is often not the vocabulary you used.

None of the engines reported their searches yet.

By question type

A question naming a rival lists rivals by construction. Discovery is the one that measures unprompted reach.

  • self-service 82%
    157 of 191 answers
  • governed 73%
    106 of 146 answers
  • sovereign-ready 65%
    77 of 118 answers
  • GPU-first 45%
    53 of 117 answers
  • multi-tenant 76%
    78 of 103 answers
  • uncategorised 18%
    3 of 17 answers

Top cited sites

All sources →
  • northwind.co own 929
  • vcluster.com competitor 544
  • nvidia.com competitor 331
  • youtube.com social 285
  • nebius.com competitor 210
  • mirantis.com competitor 186
  • lambda.ai competitor 157
  • coreweave.com competitor 156