AI Visibility Index · July 2026

AI Infra: Langfuse, LiteLLM, Cohere Embed 4 lead the AI rankings

How visibly ChatGPT, Claude, Gemini & Grok recommend each ai infra brand, across 19continuously re-polled “best X” leaderboards. Grades use the same A+–D scale as the brand checker; every ranking links to its full audit trail.

#	Brand	Grade	#1s	Podiums	Boards	Models	Best result
1	Langfuse	A+	3	4	4	4/4	#1 · LLM observability / LLMOps platform
2	LiteLLM	A+	3	3	3	4/4	#1 · LLM API gateway / router
3	CCohere Embed 4	A+	2	2	2	4/4	#1 · multilingual embedding API for semantic search
4	LangSmith	A+	1	2	5	4/4	#1 · framework for building AI agents
5	Modal	A+	1	2	2	4/4	#1 · serverless GPU cloud for bursty inference
6	RunPod	A+	1	2	2	4/4	#1 · GPU cloud for inference
7	vLLM	A+	1	2	2	4/4	#1 · LLM inference server for high-throughput serving
8	AWS Inferentia2	A+	1	1	4	4/4	#1 · LLM fine-tuning platform for regulated enterprises
9	Datadog LLM Observability	A	1	1	1	3/4	#1 · enterprise LLM observability platform
10	Firecrawl	A+	1	1	1	4/4	#1 · AI web scraping API
11	Groq LPU	A+	1	1	1	4/4	#1 · AI inference chip
12	OOpenAI Batch API	A+	1	1	1	4/4	#1 · batch inference API for large-scale LLM processing
13	OpenPipe	A	1	1	1	3/4	#1 · no-code LLM fine-tuning platform for small teams
14	Qdrant	A	1	1	1	3/4	#1 · vector database for production AI apps
15	Arize	B	—	4	4	4/4	#2 · self-hosted LLM observability tool
16	Portkey	B	—	3	4	4/4	#2 · multi-provider LLM router for production failover
17	Helicone	B	—	2	5	4/4	#2 · LLM observability tool for startups
18	LMDeploy	B	—	2	4	4/4	#2 · no-code LLM fine-tuning platform for small teams
19	OpenRouter	B	—	2	3	4/4	#2 · LLM API gateway / router
20	Gemini Embedding 2	B	—	2	2	3/4	#2 · multilingual embedding API for semantic search
21	Bifrost	B	—	1	3	2/4	#3 · multi-provider LLM router for production failover
22	Google TPU	B	—	1	3	3/4	#3 · AI inference chip
23	NVIDIA NeMo	B	—	1	3	4/4	#3 · LLM inference server for high-throughput serving
24	OpenAI Agents SDK	B	—	1	2	3/4	#2 · framework for building AI agents
25	SGLang	B	—	1	2	4/4	#2 · LLM inference server for high-throughput serving
26	Baseten	B	—	1	2	3/4	#3 · serverless GPU cloud for bursty inference
27	Microsoft Agent Framework	B	—	1	2	4/4	#3 · LLM fine-tuning platform for regulated enterprises
28	Predibase	B	—	1	2	2/4	#3 · no-code LLM fine-tuning platform for small teams
29	AAnthropic Message Batches API	B	—	1	1	3/4	#2 · batch inference API for large-scale LLM processing
30	Apify	B	—	1	1	3/4	#2 · AI web scraping API

+ 71 more ranked brands below the top 30.

Method: brands are rolled up by homepage domain and ranked by #1 finishes, podiums, then board coverage across this industry's leaderboards — data updated 2026-07-19. All industries → · Source: modelsagree.com · CC BY 4.0