GPU AI Infrastructure Vendors

Inference Platform Lead

Research: Tools

Dominant · SE Outbound Links ρ=0.400

AI recommendation signal analysis across 109 domains for the Inference Platform Lead persona in GPU AI Infrastructure Vendors.

Link authority data (PageRank, harmonic centrality) comes from the Common Crawl web graph.

Download this report (.xlsx)

109Domains Tracked

Inference Platform Lead_persona.report

DomainScore

linkedin.com

1.0

apxml.com

0.4

reddit.com

0.2

fireworks.ai

0.1

truefoundry.com

0.1

Domains rankedn = 25

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About This Report

How to use this page

Persona view: this page is scoped to this persona's queries alone.

Use Case

Get into the tool lists

The tools and tool roundups ranking in this space. Get your product added to the roundups that matter, or build a free tool where demand exists and nothing good ranks.

How It's Calculated

Where the numbers come from

We run tools queries for this industry through Google and aggregate every result: domains by rank-weighted score (higher positions count for more) and appearance count, exact URLs by appearance count, and the most common title phrases.

Overview

What's on this page

Domain and URL charts, the full result list, and title n-gram tables.

Research

Research: Tools

Domains appearing in Google results for Inference Platform Lead's Research: Tools queries. Score is a rank-weighted sum (higher-ranked appearances count for more); count is a plain appearance tally.

By Score

Top URLs

Individual pages (not just domains) ranked by the same rank-weighted score, labeled by page title.

By Appearance Count

All Results

Every result for Inference Platform Lead's Research: Tools queries, ranked by how many times each exact URL appeared (ties broken by average rank position, so appearing higher up wins), a different aggregation than the score-based charts above. Title and URL links open in a new tab.

Title	URL	Appearances	Domain PR	Domain HC	Host PR	Host HC

Scalable Inference Architectures for Compound AI Systems	https://arxiv.org/html/2604.25724v1	2	65	97	61	96
Run LLM batch inference on Anyscale	https://docs.anyscale.com/llm/batch-inference	2	33	96	13	95
Deploying Machine Learning models to production	https://medium.com/data-for-ai/deploying-machine-learning-models-to-production-inference-service-architecture-patterns-bc8051f70080	2	74	97	68	97
Effortlessly deploy and infer ML models - Nussknacker	https://nussknacker.io/product/ml-model-inference/	2	8	95	4	95
d-Matrix Corsair AI Inference Platform Enters Full ...	https://www.d-matrix.ai/announcements/d-matrix-corsair-ai-inference-platform-enters-full-production-to-meet-customer-demand/	2	15	95	2	94
Text Generation Inference	https://huggingface.co/docs/text-generation-inference/en/index	2	56	97	53	96
mani-kantap/llm-inference-solutions	https://github.com/mani-kantap/llm-inference-solutions	2	82	97	86	97
Inference	https://www.swebench.com/SWE-bench/reference/inference/	2	35	96	13	95
How to Analyze Inference Latency in LLMs - Newline	https://www.newline.co/@zaoyang/how-to-analyze-inference-latency-in-llms--711b42e2	2	25	95	3	94
Production Inference Economics	https://sohailmo.ai/book/calculator/	2	-	-	-	-
Kubernetes GPU Optimization for Real-Time AI Inference	https://scaleops.com/blog/ai-infra-for-production-why-gpu-resource-management-in-kubernetes-demands-a-new-approach/	2	17	95	7	94
Online LDA (Streaming Variational Inference) Calculator	https://metricgate.com/docs/online-lda-topic-streaming/	2	0	94	0	93
LLM Inference: Techniques for Optimized Deployment	https://labelyourdata.com/articles/llm-fine-tuning/llm-inference	2	20	95	13	95
LLM Inference GPU Calculator \| Siarhei Harlinski	https://www.linkedin.com/posts/sergey-gorlinsky_howmanygpusai-llm-inference-gpu-calculator-activity-7437393240951201792-dmFp	1	90	98	73	97
LLM Inference: VRAM & Performance Calculator	https://apxml.com/tools/vram-calculator	1	20	95	13	95
What is the best inference engine for a production ...	https://www.reddit.com/r/LocalLLaMA/comments/1f0txwc/what_is_the_best_inference_engine_for_a/	1	72	97	64	96
Fireworks AI - Fastest Inference for Generative AI	https://fireworks.ai/	1	37	96	28	95
LLM Inferencing: Optimize Speed, Cost & Scale AI	https://www.truefoundry.com/blog/llm-inferencing	1	24	95	6	94
LLM Inference Handbook	https://bentoml.com/llm/	1	37	96	13	95
Production AI Runs on Inference. Are You Ready for It?	https://www.coreweave.com/blog/production-ai-runs-on-inference-are-you-ready-for-it	1	31	95	15	95
10 AI Inference Platforms for Production Workloads in 2026	https://www.digitalocean.com/resources/articles/ai-inference-platforms	1	57	97	34	95
Explore NVIDIA AI Inference Tools and Technologies	https://developer.nvidia.com/topics/ai/ai-inference	1	58	97	46	96
alexziskind1/llm-inference-calculator	https://github.com/alexziskind1/llm-inference-calculator	1	82	97	86	97
Machine Learning Engineer (Inference Optimization)	https://www.deeprec.ai/jobs/machine-learning-engineer-inference-optimization-35125867/	1	1	94	1	93
AI Inference Server Observability in Kubernetes - ARMO	https://www.armosec.io/blog/observability-for-ai-inference-servers/	1	25	95	4	94
LLM Inference Performance Engineering: Best Practices	https://www.databricks.com/blog/llm-inference-performance-engineering-best-practices	1	50	97	32	95
Software Engineer, Model Inference	https://openai.com/careers/software-engineer-model-inference-san-francisco/	1	64	97	57	96
ZML: A High-Performance AI Inference Stack Built for ...	https://archive.fosdem.org/2025/schedule/event/fosdem-2025-5923-zml-a-high-performance-ai-inference-stack-built-for-production-and-multi-accelerator-deployment/	1	49	97	32	95
Software engineer, GPU inference	https://soniox.com/careers/software-engineer-gpu-inference	1	22	96	13	95
Manager, Software Engineering, ML Inference - Snap Careers	https://careers.snap.com/job?id=R0046026	1	48	96	18	94
Senior Software Engineer, Deep Learning Inference	https://nvidia.wd5.myworkdayjobs.com/en-US/NVIDIAExternalCareerSite/job/Senior-Software-Engineer--Deep-Learning-Inference_JR2016753	1	-	-	14	95
The Challenges of Online Inference (Deployment Series	https://mlinproduction.com/the-challenges-of-online-inference-deployment-series-04/	1	8	95	2	95
What is LLM Inference? \| IBM	https://www.ibm.com/think/topics/llm-inference	1	66	97	38	95
Best LLM Inference Engines 2026: vLLM vs SGLang vs TGI vs ...	https://deploybase.ai/articles/best-llm-inference-engine	1	6	95	4	95
How To Scale ML Inference to Improve Reliability, Speed, and ...	https://nicolas.brousse.info/blog/scaling-machine-learning-inference/	1	-	-	5	94
Nebius and Eigen AI partner to accelerate frontier open- ...	https://nebius.com/blog/posts/nebius-and-eigen-ai-partner-to-accelerate-frontier-open-source-ai-inference	1	36	95	24	95
Large Model Inference Systems (Multimodal/LLM/VLM)	https://lifeattiktok.com/search/7651899647627807029	1	32	95	23	95
LLM Inference GPU Sizing: How to Choose the Right ...	https://flex.ai/blog/llm-inference-gpu-sizing	1	14	95	2	94
7 Best Local LLM Inference Tools in 2026	https://fungies.io/best-local-llm-inference-tools-2026/	1	13	95	10	94
Inference Platform: Deploy AI models in production \| Baseten	https://www.baseten.co/	1	39	96	15	95
ONNX Runtime for Production ML: Optimize Model ...	https://reintech.io/blog/onnx-runtime-production-ml-optimizing-model-inference-speed	1	18	95	8	94
large-scale production inference of LLMs	https://ceur-ws.org/Vol-4123/paper_31.pdf	1	40	96	39	95
Senior Machine Learning Engineer - Model Inference	https://jobs.apple.com/en-ca/details/200670871-0836/senior-machine-learning-engineer-model-inference?team=SFTWR	1	85	98	27	95
Optimizing inference for voice models in production - Philip ...	https://www.youtube.com/watch?v=gmTHs5T_YAE	1	91	99	75	97
AI inference: latency, GPU cost and production setup	https://www.kern-it.be/en/definitions/inference/	1	9	94	2	93
Baseten Review: AI Inference Platform for Production Model ...	https://aiidelist.com/ide/baseten	1	0	94	0	94
Get started with AI Inference	https://www.redhat.com/en/resources/get-started-with-ai-inference-ebook	1	59	97	33	95
What are good production calculation tools besides Excel?	https://www.facebook.com/groups/factoriogroup/posts/1570877629910423/	1	96	99	78	97
The inference platform PyTorch models love	https://lightning.ai/inference	1	29	95	26	95
Open source inference time compute example from ...	https://news.ycombinator.com/item?id=42435127	1	57	97	49	96
Advancing tools for simulation-based inference	https://inspirehep.net/literature/2838939	1	34	96	32	95
Batch inference and ML monitoring with Evidently and Prefect	https://www.evidentlyai.com/blog/batch-inference-monitoring	1	33	96	10	95
Production calculator (for excel) - Anno 1404	https://steamcommunity.com/sharedfiles/filedetails/?id=3283133937	1	57	97	53	96
Machine Learning Gpu Network Processing Production Deep ...	https://davidpressleyschool.com/?c=20756722041920	1	2	94	4	94
How to Build a Machine Learning Model Performance ...	https://www.youtube.com/watch?v=Ge17mZe54dY	1	91	99	75	97
Build Production-Scale AI Inference Systems on Amazon ...	https://builder.aws.com/content/30wiaBCETvReEyrrPSROi0FkaUG/build-production-scale-ai-inference-systems-on-amazon-bedrock	1	37	96	25	95
Model Inference in Machine Learning	https://encord.com/blog/model-inference-in-machine-learning/	1	37	96	19	95
A zero-shot prediction method based on causal inference ...	https://www.sciencedirect.com/science/article/abs/pii/S0736584522000448	1	65	97	25	95
I went from 2s to <100ms on a production ML endpoint. Here ...	https://www.instagram.com/reel/DVWVr0SiGN0/	1	93	99	81	97
ship agents that run in production	https://inference.sh/agents	1	12	95	5	94
The Seven Tools of Causal Inference, with Reflections on ...	https://cacm.acm.org/research/the-seven-tools-of-causal-inference-with-reflections-on-machine-learning/	1	63	97	36	95
What is batch inference? How does it work?	https://cloud.google.com/discover/what-is-batch-inference	1	99	99	62	96
Optimizing Self-Hosted Gemma for Production Inference	https://www.callstack.com/blog/optimizing-self-hosted-gemma-for-production-inference	1	34	96	20	95
AI-Driven Performance Modeling for AI Inference Workloads	https://www.mdpi.com/2079-9292/11/15/2316	1	59	97	18	95
How to Use the Production Calculator	https://static.virtuallabschool.org/assets/food-service/summer/calc/How-to-Use-the-Production-Calculator.docx	1	19	95	0	94
Basic Calculator-Template (.XLS)	https://www.epa.gov/sites/default/files/2015-09/basic_calculator_-template.xls	1	59	97	30	95
Machine Learning Inference - Amazon SageMaker Model ...	https://aws.amazon.com/sagemaker/ai/deploy/	1	77	97	61	96
NVIDIA On-Demand Inference Performance	https://resources.nvidia.com/en-us-inference-contact-us/playlist-a95948fc-76	1	58	97	27	95
Inference in Production — PyTorch Lightning 1.6.3 ...	https://lightning.ai/docs/pytorch/1.6.3/common/production_inference.html	1	29	95	26	95
instinct or inference? while agentic text/code/logic oriented ...	https://www.instagram.com/p/DVwI2hOikbl/	1	93	99	81	97
How to calculate the optimal production batch using ...	https://www.youtube.com/watch?v=oX0xI5clOY0	1	91	99	75	97
13 Open-Source Tools for Foundation Model Deployment	https://www.turingpost.com/p/tools-for-model-deployment	1	17	95	0	93
AI Inference Cost Calculator \| API vs Managed vs GPU	https://runplacement.com/tools/ai-inference-cost-calculator	1	0	93	0	93
The New Economics of AI: Balancing Training Costs and ...	https://www.finout.io/blog/the-new-economics-of-ai-balancing-training-costs-and-inference-spend	1	23	95	8	95
Best GPU Hardware for AI Inference: Full Comparison	https://www.gmicloud.ai/en/blog/best-gpu-hardware-for-ai-inference-full-comparison	1	22	96	6	95
the Cerebras ecosystem is scaling access	https://www.cerebras.ai/blog/ecosystem	1	40	96	22	95
SUTRADHARA : An Intelligent Orchestrator-Engine Co- ...	https://www.microsoft.com/en-us/research/publication/sutradhara-an-intelligent-orchestrator-engine-co-design-for-tool-based-agentic-inference/	1	80	97	48	96
Local AI Inference with RTX Spark: What Changes When ...	https://www.mindstudio.ai/blog/local-ai-inference-rtx-spark-llm-on-device	1	27	95	11	94
Together AI \| The AI Native Cloud	https://www.together.ai/	1	40	96	24	95
Inside the LLM Inference Engine: Architecture, Optimizations ...	https://ranjankumar.in/large-language-models-llms-inference-and-serving	1	1	93	5	93
Modal: High-performance AI infrastructure	https://modal.com/	1	36	95	29	95
MLOps On-prem Without Kubernetes	https://www.ai.se/sites/default/files/2025-12/MLOps%20on-prem%20without%20Kubernetes%20-%20A%20Faster%20Path%20to%20AI%20Inference%20in%20Production.pdf	1	28	96	3	94
Ai Production Calculator	https://jamesprola.com/ai-production-calculator/	1	0	94	0	93
How to calculate available production time? (+ free excel ...	https://www.youtube.com/watch?v=Qu73Q-Lk-X0	1	91	99	75	97
HPE Machine Learning Inference Software	https://www.hpe.com/psnow/doc/a00140789enw	1	50	97	22	95
Open Source AI Inference Benchmark \| InferenceX by ...	https://inferencex.semianalysis.com/	1	34	95	12	94

Phrase Frequency

Title N-Grams

Most common word phrases (2 to 7 words) across every result title for these queries.

2-grams

17	ai inference
14	llm inference
9	machine learning
8	how to
5	inference platform
4	for production
4	batch inference
4	model inference
4	in production
4	production inference
3	what is
3	inference calculator
3	software engineer
3	learning inference
3	inference latency
3	open source
3	production calculator
2	inference gpu
2	inference engine
2	a production
2	inference for
2	scale ai
2	in 2026
2	scalable inference
2	inference architectures

3-grams

3	ai inference platform
2	llm inference gpu
2	scalable inference architectures
2	inference architectures for
2	architectures for compound
2	for compound ai
2	compound ai systems
2	machine learning engineer
2	deploying machine learning
2	machine learning models
2	learning models to
2	models to production
2	run llm batch
2	llm batch inference
2	batch inference on
2	inference on anyscale
2	effortlessly deploy and
2	deploy and infer
2	and infer ml
2	infer ml models
2	ml models nussknacker
2	engineer model inference
2	high performance ai
2	models in production
2	d matrix corsair

4-grams

2	scalable inference architectures for
2	inference architectures for compound
2	architectures for compound ai
2	for compound ai systems
2	deploying machine learning models
2	machine learning models to
2	learning models to production
2	run llm batch inference
2	llm batch inference on
2	batch inference on anyscale
2	effortlessly deploy and infer
2	deploy and infer ml
2	and infer ml models
2	infer ml models nussknacker
2	d matrix corsair ai
2	matrix corsair ai inference
2	corsair ai inference platform
2	ai inference platform enters
2	inference platform enters full
2	mani kantap llm inference
2	kantap llm inference solutions
2	how to analyze inference
2	to analyze inference latency
2	analyze inference latency in
2	inference latency in llms

5-grams

2	scalable inference architectures for compound
2	inference architectures for compound ai
2	architectures for compound ai systems
2	deploying machine learning models to
2	machine learning models to production
2	run llm batch inference on
2	llm batch inference on anyscale
2	effortlessly deploy and infer ml
2	deploy and infer ml models
2	and infer ml models nussknacker
2	d matrix corsair ai inference
2	matrix corsair ai inference platform
2	corsair ai inference platform enters
2	ai inference platform enters full
2	mani kantap llm inference solutions
2	how to analyze inference latency
2	to analyze inference latency in
2	analyze inference latency in llms
2	inference latency in llms newline
2	online lda streaming variational inference
2	lda streaming variational inference calculator
2	llm inference techniques for optimized
2	inference techniques for optimized deployment
2	kubernetes gpu optimization for real
2	gpu optimization for real time

6-grams

2	scalable inference architectures for compound ai
2	inference architectures for compound ai systems
2	deploying machine learning models to production
2	run llm batch inference on anyscale
2	effortlessly deploy and infer ml models
2	deploy and infer ml models nussknacker
2	d matrix corsair ai inference platform
2	matrix corsair ai inference platform enters
2	corsair ai inference platform enters full
2	how to analyze inference latency in
2	to analyze inference latency in llms
2	analyze inference latency in llms newline
2	online lda streaming variational inference calculator
2	llm inference techniques for optimized deployment
2	kubernetes gpu optimization for real time
2	gpu optimization for real time ai
2	optimization for real time ai inference
1	llm inference gpu calculator siarhei harlinski
1	what is the best inference engine
1	is the best inference engine for
1	the best inference engine for a
1	best inference engine for a production
1	fireworks ai fastest inference for generative
1	ai fastest inference for generative ai
1	llm inferencing optimize speed cost scale

7-grams

2	scalable inference architectures for compound ai systems
2	effortlessly deploy and infer ml models nussknacker
2	d matrix corsair ai inference platform enters
2	matrix corsair ai inference platform enters full
2	how to analyze inference latency in llms
2	to analyze inference latency in llms newline
2	kubernetes gpu optimization for real time ai
2	gpu optimization for real time ai inference
1	what is the best inference engine for
1	is the best inference engine for a
1	the best inference engine for a production
1	fireworks ai fastest inference for generative ai
1	llm inferencing optimize speed cost scale ai
1	production ai runs on inference are you
1	ai runs on inference are you ready
1	runs on inference are you ready for
1	on inference are you ready for it
1	10 ai inference platforms for production workloads
1	ai inference platforms for production workloads in
1	inference platforms for production workloads in 2026
1	explore nvidia ai inference tools and technologies
1	ai inference server observability in kubernetes armo
1	zml a high performance ai inference stack
1	a high performance ai inference stack built
1	high performance ai inference stack built for