AI Index / LLM application development tools

Best LLM application development tools

What AI assistants actually recommend when buyers ask about llm application development tools — measured weekly across 3 engines, published as open data.

Updated 2026-08-01 · 49 sampled answers · rolling 4-week window · methodology

Rankings are measured from sampled AI answers — never editorial, never paid. Orbator builds AI-visibility tooling; when Orbator itself appears in any category, it is measured by the same rules as everyone else.

Updated weekly49 samples3 enginesmethodology

Sample: 49 AI answers · Window: Jul 4, 2026Aug 1, 2026 (4-week rolling) · trend vs prior 4 weeks (42 answers)

What is the best llm application development tools?

Across 49 sampled AI answers from 3 engines, LangChain is recommended most often — appearing in 79.6% of recommendations, followed by LlamaIndex (73.5%) and Haystack (57.1%).

This is a measurement of share of voice across 3 AI engines — not an editorial pick. See the full ranking below.

#ProductShareTrendEngines
1
LangChain

langchain.com

Best for: AI recommends LangChain most when buyers ask best frameworks and platforms for developing AI applications with large language models (100% of those answers)

79.6%

95% CI 66.488.5%

39 mentions · avg pos 4.6

first pick 33.3%

GEMINI 85.7%CLAUDE 57.1%PERPLEXITY 81%
Claim
2
LlamaIndex

llamaindex.ai

Best for: AI recommends LlamaIndex most when buyers ask LLM framework toolkits vs managed AI application development platforms (88.9% of those answers)

73.5%

95% CI 59.783.8%

36 mentions · avg pos 4

first pick 2.8%

GEMINI 76.2%CLAUDE 42.9%PERPLEXITY 81%
Claim
3
Haystack

Best for: AI recommends Haystack most when buyers ask which LLM orchestration framework is best for production-grade AI apps (100% of those answers)

57.1%

95% CI 43.370%

28 mentions · avg pos 5.2

first pick 0%

GEMINI 66.7%CLAUDE 28.6%PERPLEXITY 57.1%
Claim
4
LangGraph

Best for: AI recommends LangGraph most when buyers ask best frameworks and platforms for developing AI applications with large language models (88.9% of those answers)

38.8%

95% CI 26.452.8%

19 mentions · avg pos 3.9

first pick 47.4%

GEMINI 42.9%CLAUDE 28.6%PERPLEXITY 38.1%
Claim
5
Crew AI

Best for: AI recommends Crew AI most when buyers ask best frameworks and platforms for developing AI applications with large language models (88.9% of those answers)

34.7%

95% CI 22.948.7%

17 mentions · avg pos 5.5

first pick 5.9%

GEMINI 28.6%CLAUDE 14.3%PERPLEXITY 47.6%
Claim
6
Semantic Kernel

Best for: AI recommends Semantic Kernel most when buyers ask which LLM orchestration framework is best for production-grade AI apps (88.9% of those answers)

34.7%

95% CI 22.948.7%

17 mentions · avg pos 6.7

first pick 0%

GEMINI 47.6%PERPLEXITY 33.3%
Claim
7
Dify

Best for: AI recommends Dify most when buyers ask best frameworks and platforms for developing AI applications with large language models (77.8% of those answers)

32.7%

95% CI 21.246.6%

16 mentions · avg pos 8.2

first pick 0%

GEMINI 47.6%PERPLEXITY 28.6%
Claim
8
LangSmith

smith.langchain.com

Best for: AI recommends LangSmith most when buyers ask best tools for building LLM-powered applications (66.7% of those answers)

32.7%

95% CI 21.246.6%

16 mentions · avg pos 17.6

first pick 0%

GEMINI 42.9%PERPLEXITY 33.3%
Claim
9
vLLM

Best for: AI recommends vLLM most when buyers ask best tools for building LLM-powered applications (66.7% of those answers)

28.6%

95% CI 17.842.4%

14 mentions · avg pos 10.3

first pick 0%

GEMINI 28.6%PERPLEXITY 38.1%
Claim
10
GPT

Best for: AI recommends GPT most when buyers ask best tools for building LLM-powered applications (77.8% of those answers)

28.6%

95% CI 17.842.4%

14 mentions · avg pos 12.9

first pick 0%

GEMINI 47.6%CLAUDE 14.3%PERPLEXITY 14.3%
Claim
11
Ollama

ollama.com

Best for: AI recommends Ollama most when buyers ask open-source alternatives to managed LLM development platforms (88.9% of those answers)

26.5%

95% CI 16.240.3%

13 mentions · avg pos 8.1

first pick 23.1%

GEMINI 28.6%CLAUDE 14.3%PERPLEXITY 28.6%
Claim
12
Flowise

Best for: AI recommends Flowise most when buyers ask best frameworks and platforms for developing AI applications with large language models (66.7% of those answers)

26.5%

95% CI 16.240.3%

13 mentions · avg pos 10.8

first pick 0%

GEMINI 28.6%CLAUDE 14.3%PERPLEXITY 28.6%
Claim
13
Pinecone

pinecone.io

Best for: AI recommends Pinecone most when buyers ask what should I use to build a RAG pipeline for my enterprise documents (88.9% of those answers)

24.5%

95% CI 14.638.1%

12 mentions · avg pos 9.8

first pick 8.3%

GEMINI 33.3%CLAUDE 42.9%PERPLEXITY 9.5%
Claim
14
Langfuse

langfuse.com

Best for: AI recommends Langfuse most when buyers ask open-source alternatives to managed LLM development platforms (55.6% of those answers)

24.5%

95% CI 14.638.1%

12 mentions · avg pos 9.8

first pick 0%

GEMINI 28.6%PERPLEXITY 28.6%
Claim
15
Qdrant

qdrant.tech

Best for: AI recommends Qdrant most when buyers ask what should I use to build a RAG pipeline for my enterprise documents (55.6% of those answers)

22.4%

95% CI 1335.9%

11 mentions · avg pos 9.4

first pick 9.1%

GEMINI 23.8%CLAUDE 28.6%PERPLEXITY 19%
Claim
16
Llama

Best for: AI recommends Llama most when buyers ask open-source alternatives to managed LLM development platforms (55.6% of those answers)

22.4%

95% CI 1335.9%

11 mentions · avg pos 13.2

first pick 0%

GEMINI 23.8%CLAUDE 28.6%PERPLEXITY 19%
Claim
17
Helicone

helicone.ai

Best for: AI recommends Helicone most when buyers ask open-source alternatives to managed LLM development platforms (55.6% of those answers)

20.4%

95% CI 11.533.6%

10 mentions · avg pos 9.3

first pick 10%

GEMINI 19%CLAUDE 14.3%PERPLEXITY 23.8%
Claim
18
Unstructured

unstructured.io

Best for: AI recommends Unstructured most when buyers ask what should I use to build a RAG pipeline for my enterprise documents (77.8% of those answers)

18.4%

95% CI 1031.4%

9 mentions · avg pos 7.4

first pick 11.1%

GEMINI 28.6%PERPLEXITY 14.3%
Claim
19
Arize

arize.com

Best for: AI recommends Arize most when buyers ask how do I evaluate and compare LLM outputs for my AI application (55.6% of those answers)

18.4%

95% CI 1031.4%

9 mentions · avg pos 19

first pick 0%

GEMINI 23.8%PERPLEXITY 19%
Claim
20
Chroma

trychroma.com

Best for: AI recommends Chroma most when buyers ask what should I use to build a RAG pipeline for my enterprise documents (55.6% of those answers)

16.3%

95% CI 8.529%

8 mentions · avg pos 11.5

first pick 12.5%

GEMINI 23.8%CLAUDE 28.6%PERPLEXITY 4.8%
Claim
21
Weaviate

weaviate.io

Best for: AI recommends Weaviate most when buyers ask what should I use to build a RAG pipeline for my enterprise documents (55.6% of those answers)

16.3%

95% CI 8.529%

8 mentions · avg pos 12

first pick 12.5%

GEMINI 28.6%CLAUDE 14.3%PERPLEXITY 4.8%
Claim
22
Vercel

vercel.com

Best for: AI recommends Vercel most when buyers ask best frameworks and platforms for developing AI applications with large language models (33.3% of those answers)

16.3%

95% CI 8.529%

8 mentions · avg pos 17

first pick 0%

GEMINI 23.8%PERPLEXITY 14.3%
Claim
23
Hugging Face Transformers

huggingface.co

Best for: AI recommends Hugging Face Transformers most when buyers ask best frameworks and platforms for developing AI applications with large language models (66.7% of those answers)

16.3%

95% CI 8.529%

8 mentions · avg pos 20.5

first pick 0%

GEMINI 28.6%CLAUDE 14.3%PERPLEXITY 4.8%
Claim
24
Milvus

milvus.io

Best for: AI recommends Milvus most when buyers ask what should I use to build a RAG pipeline for my enterprise documents (55.6% of those answers)

14.3%

95% CI 7.126.7%

7 mentions · avg pos 13

first pick 14.3%

GEMINI 23.8%CLAUDE 14.3%PERPLEXITY 4.8%
Claim
25
MLflow

Best for: AI recommends MLflow most when buyers ask open-source alternatives to managed LLM development platforms (44.4% of those answers)

14.3%

95% CI 7.126.7%

7 mentions · avg pos 17

first pick 14.3%

GEMINI 28.6%CLAUDE 14.3%
Claim
26
DeepEval

Best for: AI recommends DeepEval most when buyers ask open-source alternatives to managed LLM development platforms (44.4% of those answers)

14.3%

95% CI 7.126.7%

7 mentions · avg pos 17.5

first pick 14.3%

GEMINI 19%PERPLEXITY 14.3%
Claim
27
BentoML

bentoml.com

Best for: AI recommends BentoML most when buyers ask best tools for building LLM-powered applications (44.4% of those answers)

14.3%

95% CI 7.126.7%

7 mentions · avg pos 18.3

first pick 0%

GEMINI 28.6%PERPLEXITY 4.8%
Claim
28
Arize Phoenix

Best for: AI recommends Arize Phoenix most when buyers ask best tools for building LLM-powered applications (44.4% of those answers)

14.3%

95% CI 7.126.7%

7 mentions · avg pos 19

first pick 0%

GEMINI 23.8%PERPLEXITY 9.5%
Claim
29
LM Studio

Best for: AI recommends LM Studio most when buyers ask open-source alternatives to managed LLM development platforms (55.6% of those answers)

12.2%

95% CI 5.724.2%

6 mentions · avg pos 9

first pick 0%

GEMINI 14.3%CLAUDE 14.3%PERPLEXITY 9.5%
Claim
30
DSPy

Best for: AI recommends DSPy most when buyers ask best frameworks and platforms for developing AI applications with large language models (44.4% of those answers)

12.2%

95% CI 5.724.2%

6 mentions · avg pos 10.5

first pick 0%

GEMINI 19%PERPLEXITY 9.5%
Claim
31
OpenLLM

Best for: AI recommends OpenLLM most when buyers ask open-source alternatives to managed LLM development platforms (33.3% of those answers)

12.2%

95% CI 5.724.2%

6 mentions · avg pos 15.6

first pick 0%

GEMINI 23.8%PERPLEXITY 4.8%
Claim
32
LocalAI

Best for: AI recommends LocalAI most when buyers ask open-source alternatives to managed LLM development platforms (55.6% of those answers)

10.2%

95% CI 4.421.8%

5 mentions · avg pos 4.8

first pick 0%

GEMINI 9.5%PERPLEXITY 14.3%
Claim
33
Ray

Best for: AI recommends Ray most when buyers ask best frameworks and platforms for developing AI applications with large language models (33.3% of those answers)

10.2%

95% CI 4.421.8%

5 mentions · avg pos 8.6

first pick 0%

GEMINI 14.3%PERPLEXITY 9.5%
Claim
34
Jan

Best for: AI recommends Jan most when buyers ask open-source alternatives to managed LLM development platforms (66.7% of those answers)

10.2%

95% CI 4.421.8%

5 mentions · avg pos 9.2

first pick 0%

GEMINI 9.5%PERPLEXITY 14.3%
Claim
35
pgvector

Best for: AI recommends pgvector most when buyers ask what should I use to build a RAG pipeline for my enterprise documents (44.4% of those answers)

10.2%

95% CI 4.421.8%

5 mentions · avg pos 11.2

first pick 0%

GEMINI 9.5%CLAUDE 14.3%PERPLEXITY 9.5%
Claim
36
Portkey

portkey.ai

Best for: AI recommends Portkey most when buyers ask which LLM orchestration framework is best for production-grade AI apps (33.3% of those answers)

10.2%

95% CI 4.421.8%

5 mentions · avg pos 15

first pick 0%

GEMINI 19%PERPLEXITY 4.8%
Claim
37
Mistral

mistral.ai

Best for: AI recommends Mistral most when buyers ask open-source alternatives to managed LLM development platforms (44.4% of those answers)

10.2%

95% CI 4.421.8%

5 mentions · avg pos 15.6

first pick 0%

GEMINI 19%PERPLEXITY 4.8%
Claim
38
RAGAS

Best for: AI recommends RAGAS most when buyers ask how do I evaluate and compare LLM outputs for my AI application (33.3% of those answers)

10.2%

95% CI 4.421.8%

5 mentions · avg pos 22.6

first pick 0%

GEMINI 19%PERPLEXITY 4.8%
Claim
39
Streamlit

Best for: AI recommends Streamlit most when buyers ask best tools for building LLM-powered applications (44.4% of those answers)

8.2%

95% CI 3.219.2%

4 mentions · avg pos 4

first pick 0%

PERPLEXITY 19%
Claim
40
AutoGen

Best for: AI recommends AutoGen most when buyers ask best frameworks and platforms for developing AI applications with large language models (33.3% of those answers)

8.2%

95% CI 3.219.2%

4 mentions · avg pos 4.5

first pick 0%

GEMINI 14.3%PERPLEXITY 4.8%
Claim
41
LiteLLM

litellm.ai

8.2%

95% CI 3.219.2%

4 mentions · avg pos 9.5

first pick 0%

GEMINI 14.3%PERPLEXITY 4.8%
Claim
42
SuperAgent

8.2%

95% CI 3.219.2%

4 mentions · avg pos 12.5

first pick 0%

GEMINI 19%
Claim
43
Open WebUI

Best for: AI recommends Open WebUI most when buyers ask open-source alternatives to managed LLM development platforms (55.6% of those answers)

8.2%

95% CI 3.219.2%

4 mentions · avg pos 13.3

first pick 25%

GEMINI 14.3%PERPLEXITY 4.8%
Claim
44
Botpress

botpress.com

8.2%

95% CI 3.219.2%

4 mentions · avg pos 14.5

first pick 0%

GEMINI 9.5%PERPLEXITY 9.5%
Claim
45
Llama 3

Best for: AI recommends Llama 3 most when buyers ask open-source alternatives to managed LLM development platforms (33.3% of those answers)

8.2%

95% CI 3.219.2%

4 mentions · avg pos 14.8

first pick 0%

GEMINI 14.3%PERPLEXITY 4.8%
Claim
46
Microsoft Agent Framework

Best for: AI recommends Microsoft Agent Framework most when buyers ask which LLM orchestration framework is best for production-grade AI apps (33.3% of those answers)

8.2%

95% CI 3.219.2%

4 mentions · avg pos 15.8

first pick 0%

GEMINI 19%
Claim
47
AWS

aws.amazon.com

8.2%

95% CI 3.219.2%

4 mentions · avg pos 16.3

first pick 0%

GEMINI 9.5%CLAUDE 14.3%PERPLEXITY 4.8%
Claim
48
OpenSearch

opensearch.org

Best for: AI recommends OpenSearch most when buyers ask what should I use to build a RAG pipeline for my enterprise documents (33.3% of those answers)

8.2%

95% CI 3.219.2%

4 mentions · avg pos 17.3

first pick 0%

GEMINI 19%
Claim
49
Docker

docker.com

8.2%

95% CI 3.219.2%

4 mentions · avg pos 20.3

first pick 0%

GEMINI 14.3%PERPLEXITY 4.8%
Claim
50
Weights & Biases

wandb.ai

Best for: AI recommends Weights & Biases most when buyers ask best tools for building LLM-powered applications (44.4% of those answers)

8.2%

95% CI 3.219.2%

4 mentions · avg pos 22

first pick 0%

GEMINI 14.3%PERPLEXITY 4.8%
Claim
51
Langflow

Best for: AI recommends Langflow most when buyers ask best frameworks and platforms for developing AI applications with large language models (33.3% of those answers)

8.2%

95% CI 3.219.2%

4 mentions · avg pos 23.5

first pick 0%

GEMINI 19%
Claim
52
Ray Serve

ray.io

6.1%

95% CI 2.116.5%

3 mentions · avg pos 8.7

first pick 0%

GEMINI 4.8%PERPLEXITY 9.5%
Claim
53
TruLens

trulens.org

6.1%

95% CI 2.116.5%

3 mentions · avg pos 9

first pick 0%

PERPLEXITY 14.3%
Claim
54
PostgreSQL

postgresql.org

Best for: AI recommends PostgreSQL most when buyers ask what should I use to build a RAG pipeline for my enterprise documents (33.3% of those answers)

6.1%

95% CI 2.116.5%

3 mentions · avg pos 10.3

first pick 0%

GEMINI 9.5%PERPLEXITY 4.8%
Claim
55
llama.cpp

6.1%

95% CI 2.116.5%

3 mentions · avg pos 10.3

first pick 0%

CLAUDE 14.3%PERPLEXITY 9.5%
Claim
56
Vercel AI SDK

sdk.vercel.ai

Best for: AI recommends Vercel AI SDK most when buyers ask best frameworks and platforms for developing AI applications with large language models (33.3% of those answers)

6.1%

95% CI 2.116.5%

3 mentions · avg pos 11

first pick 0%

GEMINI 4.8%PERPLEXITY 9.5%
Claim
57
GPT4All

Best for: AI recommends GPT4All most when buyers ask open-source alternatives to managed LLM development platforms (33.3% of those answers)

6.1%

95% CI 2.116.5%

3 mentions · avg pos 13.7

first pick 0%

PERPLEXITY 14.3%
Claim
58
TensorFlow

tensorflow.org

Best for: AI recommends TensorFlow most when buyers ask best frameworks and platforms for developing AI applications with large language models (44.4% of those answers)

6.1%

95% CI 2.116.5%

3 mentions · avg pos 14

first pick 0%

GEMINI 14.3%
Claim
59
PyTorch

pytorch.org

Best for: AI recommends PyTorch most when buyers ask best frameworks and platforms for developing AI applications with large language models (44.4% of those answers)

6.1%

95% CI 2.116.5%

3 mentions · avg pos 14.7

first pick 0%

GEMINI 14.3%
Claim
60
MMLU

Best for: AI recommends MMLU most when buyers ask how do I evaluate and compare LLM outputs for my AI application (33.3% of those answers)

6.1%

95% CI 2.116.5%

3 mentions · avg pos 16

first pick 0%

GEMINI 14.3%
Claim
61
AnythingLLM

Best for: AI recommends AnythingLLM most when buyers ask open-source alternatives to managed LLM development platforms (44.4% of those answers)

6.1%

95% CI 2.116.5%

3 mentions · avg pos 20.3

first pick 0%

GEMINI 9.5%PERPLEXITY 4.8%
Claim
62
Confident AI

confident-ai.com

Best for: AI recommends Confident AI most when buyers ask how do I evaluate and compare LLM outputs for my AI application (66.7% of those answers)

6.1%

95% CI 2.116.5%

3 mentions · avg pos 35.5

first pick 0%

GEMINI 9.5%PERPLEXITY 4.8%
Claim
63
Microsoft Semantic Kernel

4.1%

95% CI 1.113.7%

2 mentions · avg pos 4

first pick 0%

GEMINI 9.5%
Claim
64
Azure AI Search

4.1%

95% CI 1.113.7%

2 mentions · avg pos 6.5

first pick 50%

GEMINI 4.8%PERPLEXITY 4.8%
Claim
65
Helix

4.1%

95% CI 1.113.7%

2 mentions · avg pos 7

first pick 0%

PERPLEXITY 9.5%
Claim
66
Kubeflow

4.1%

95% CI 1.113.7%

2 mentions · avg pos 8

first pick 0%

GEMINI 9.5%
Claim
67
TGI

4.1%

95% CI 1.113.7%

2 mentions · avg pos 8.5

first pick 0%

GEMINI 9.5%
Claim
68
FastAPI

fastapi.tiangolo.com

4.1%

95% CI 1.113.7%

2 mentions · avg pos 9

first pick 0%

GEMINI 4.8%PERPLEXITY 4.8%
Claim
69
Bubble

bubble.io

4.1%

95% CI 1.113.7%

2 mentions · avg pos 10

first pick 0%

GEMINI 4.8%PERPLEXITY 4.8%
Claim
70
ZenML

zenml.io

Best for: AI recommends ZenML most when buyers ask which LLM orchestration framework is best for production-grade AI apps (33.3% of those answers)

4.1%

95% CI 1.113.7%

2 mentions · avg pos 10

first pick 0%

GEMINI 4.8%PERPLEXITY 4.8%
Claim
71
Azure API Management

azure.microsoft.com

4.1%

95% CI 1.113.7%

2 mentions · avg pos 11

first pick 0%

GEMINI 4.8%CLAUDE 14.3%
Claim
72
Databricks

databricks.com

Best for: AI recommends Databricks most when buyers ask how do I evaluate and compare LLM outputs for my AI application (33.3% of those answers)

4.1%

95% CI 1.113.7%

2 mentions · avg pos 11

first pick 0%

GEMINI 4.8%PERPLEXITY 4.8%
Claim
73
G-Eval

4.1%

95% CI 1.113.7%

2 mentions · avg pos 12.5

first pick 0%

GEMINI 9.5%
Claim
74
Bifrost

getmaxim.ai

Best for: AI recommends Bifrost most when buyers ask which LLM orchestration framework is best for production-grade AI apps (44.4% of those answers)

4.1%

95% CI 1.113.7%

2 mentions · avg pos 13

first pick 0%

GEMINI 9.5%
Claim
75
Vectara

vectara.com

4.1%

95% CI 1.113.7%

2 mentions · avg pos 16

first pick 0%

GEMINI 9.5%
Claim
76
PromptLayer

promptlayer.com

4.1%

95% CI 1.113.7%

2 mentions · avg pos 16.5

first pick 0%

GEMINI 9.5%
Claim
77
Fiddler AI

fiddler.ai

4.1%

95% CI 1.113.7%

2 mentions · avg pos 18

first pick 0%

GEMINI 9.5%
Claim
78
Elasticsearch

elastic.co

4.1%

95% CI 1.113.7%

2 mentions · avg pos 19

first pick 0%

GEMINI 9.5%
Claim
79
Gemma

Best for: AI recommends Gemma most when buyers ask open-source alternatives to managed LLM development platforms (33.3% of those answers)

4.1%

95% CI 1.113.7%

2 mentions · avg pos 19

first pick 0%

GEMINI 4.8%PERPLEXITY 4.8%
Claim
80
Qwen3

4.1%

95% CI 1.113.7%

2 mentions · avg pos 22.5

first pick 0%

GEMINI 9.5%
Claim
81
Falcon

4.1%

95% CI 1.113.7%

2 mentions · avg pos 23.5

first pick 0%

GEMINI 9.5%
Claim
82
DeepSeek R1

4.1%

95% CI 1.113.7%

2 mentions · avg pos 24

first pick 0%

GEMINI 9.5%
Claim
83
Apigee

cloud.google.com

4.1%

95% CI 1.113.7%

2 mentions · avg pos 26

first pick 0%

GEMINI 9.5%
Claim
84
LLM Comparator

Best for: AI recommends LLM Comparator most when buyers ask how do I evaluate and compare LLM outputs for my AI application (33.3% of those answers)

4.1%

95% CI 1.113.7%

2 mentions · avg pos 27

first pick 0%

GEMINI 9.5%
Claim
85
Replicate

replicate.com

Best for: AI recommends Replicate most when buyers ask best tools for building LLM-powered applications (33.3% of those answers)

4.1%

95% CI 1.113.7%

2 mentions · avg pos 28.5

first pick 0%

GEMINI 9.5%
Claim
86
Braintrust

braintrust.dev

4.1%

95% CI 1.113.7%

2 mentions · avg pos 34.5

first pick 0%

GEMINI 9.5%
Claim
87
Haystack by deepset

deepset.ai

4.1%

95% CI 1.113.7%

2 mentions

first pick 0%

CLAUDE 14.3%PERPLEXITY 4.8%
Claim
88
PyPDF2

2%

95% CI 0.410.7%

1 mentions · avg pos 2

first pick 0%

GEMINI 4.8%
Claim
89
NVIDIA NeMo Retriever

build.nvidia.com

Best for: AI recommends NVIDIA NeMo Retriever most when buyers ask what should I use to build a RAG pipeline for my enterprise documents (33.3% of those answers)

2%

95% CI 0.410.7%

1 mentions · avg pos 5

first pick 0%

PERPLEXITY 4.8%
Claim
90
OpenDevin

2%

95% CI 0.410.7%

1 mentions · avg pos 6

first pick 0%

GEMINI 4.8%
Claim
91
Dust

dust.tt

2%

95% CI 0.410.7%

1 mentions · avg pos 7

first pick 0%

PERPLEXITY 4.8%
Claim
92
Mirascope

mirascope.io

2%

95% CI 0.410.7%

1 mentions · avg pos 7

first pick 0%

GEMINI 4.8%
Claim
93
React

react.dev

2%

95% CI 0.410.7%

1 mentions · avg pos 7

first pick 0%

GEMINI 4.8%
Claim
94
Triton

2%

95% CI 0.410.7%

1 mentions · avg pos 8

first pick 0%

GEMINI 4.8%
Claim
95
Triton Inference Server

triton.nvidia.com

2%

95% CI 0.410.7%

1 mentions · avg pos 8

first pick 0%

GEMINI 4.8%
Claim
96
Zilliz

zilliz.com

Best for: AI recommends Zilliz most when buyers ask best frameworks and platforms for developing AI applications with large language models (33.3% of those answers)

2%

95% CI 0.410.7%

1 mentions · avg pos 8

first pick 0%

GEMINI 4.8%
Claim
97
Zilliz Cloud

2%

95% CI 0.410.7%

1 mentions · avg pos 8

first pick 0%

GEMINI 4.8%
Claim
98
IBM API Connect

ibm.com

2%

95% CI 0.410.7%

1 mentions · avg pos 11

first pick 0%

GEMINI 4.8%
Claim
99
LangGraph Cloud

2%

95% CI 0.410.7%

1 mentions · avg pos 11

first pick 0%

PERPLEXITY 4.8%
Claim
100
OutSystems

outsystems.com

2%

95% CI 0.410.7%

1 mentions · avg pos 11

first pick 0%

GEMINI 4.8%
Claim

Reading the numbers: Share is a point estimate on 49 sampled answers, so each row also shows its 95% CI — the Wilson score interval around that share. When two products' intervals overlap, the gap between them isn't statistically meaningful at this sample size. First pick is the share of a product's recommending answers where it was named first, which separates “always mentioned” from “usually the top recommendation”. Full methodology.

Independence: Orbator customers are badged for disclosure. Customer status does not affect prompts, sampling, extraction, or ranking — see the methodology. Your product on this list? Claim it to see the prompts behind your rank and track it weekly.

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