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Données au 2026-09-06

Laboratoire de classements IA

Au 2026-09-06 · 21 thèmes · top 20 · GitHub · Skills · X · Reddit · App Store · Play · leaders · labs · papers · PH · index lié
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21Thèmes
420Items
90Sources / API publiques
7Langue
Langue
Porte qualité OK Anti-hallucination: catalog map
Thèmes — Données au 2026-09-06

Fondations LLM (2026-07)

Modèles de base frontier en production · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
Claude Fable 5 / Opus 4.8 class
Priorité carte: 100
Primary long-horizon control-plane class; still top-tier on agent/SWE boards
2
GPT-5.6-Sol / GPT-5.5 Pro class
Priorité carte: 99
Coding/STEM flagship; default executor in Codex and ChatGPT product surface
3
Gemini 3.1 / 3.x class
Priorité carte: 98
Long-context science/multimodal surface tightly tied to Google stack
4
Grok 4.5 / xAI
Priorité carte: 97
Realtime + X-native retrieval; cost-effective cross-check route
5
DeepSeek-V3 / R1 class
Priorité carte: 96
Open-weight reasoning cost leader for private/local deploy
6
Qwen3 / Qwen 3.7 class (Alibaba)
Priorité carte: 95
Active bilingual + contest-math line; open and cloud dual track
7
Llama 4 class (Meta)
Priorité carte: 94
Default open ecosystem base; wide fine-tune and private deploy
8
Mistral Large / Mixtral line
Priorité carte: 93
EU-positioned open/API line favored in enterprise procurement
9
Kimi K3 / Moonshot long-context
Priorité carte: 92
Long-context + strong frontend-code arena presence; CN document workflows
10
GLM-5.x / Zhipu
Priorité carte: 91
CN API + open dual track; frequent open-weight Arena contender
11
Amazon Nova class
Priorité carte: 90
Bedrock-native tiered models default inside AWS accounts
12
Claude Sonnet 5 / writing tier
Priorité carte: 89
Writing/instruction-following product default; cost-efficient daily writing tier
13
o-series / deliberative reasoners
Priorité carte: 88
Explicit multi-step reasoning route for hard second-pass work
14
Claude Haiku / fast tier
Priorité carte: 87
Low-latency triage tier used as cheap front filter
15
Phi-4 / small strong on-device
Priorité carte: 86
On-device/edge small models for privacy and offline
16
Cohere Command / Embed / Rerank
Priorité carte: 85
Still common specialized components for enterprise RAG stacks
17
xAI image/video generation stack
Priorité carte: 84
Same-vendor multimodal gen stack beside Grok chat
18
OpenAI Images 2.0 / GPT Image 2
Priorité carte: 83
High-res controllable product-image path used in delivery
19
Local GGUF 70B-class (llama.cpp)
Priorité carte: 82
Fully offline private inference baseline for air-gapped envs
20
Command R+ / retrieval-first LLMs
Priorité carte: 81
Retrieval-first enterprise QA family still on buy lists

Frameworks et runtimes d'agents

Orchestration qui part en production · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
LangGraph
Adoption: 100
Stateful recoverable graphs; a de-facto complex-agent standard
2
Claude Agent SDK / Claude Code harness
Adoption: 99
Native coding-agent harness with hooks/skills
3
OpenAI Agents SDK
Adoption: 98
Hosted tool-loop with MCP integration path
4
MCP (Model Context Protocol)
Adoption: 97
Tool protocol standard across IDEs/runtimes
5
CrewAI
Adoption: 96
Role-based multi-agent team templates
6
AutoGen / AG2
Adoption: 95
Multi-agent conversational collaboration patterns
7
Semantic Kernel
Adoption: 94
Enterprise plugin orchestration (.NET/Python)
8
LlamaIndex Workflows
Adoption: 93
Data/index-centric agent pipelines
9
Dify
Adoption: 92
Low-code agent app build and publish
10
n8n + AI nodes
Adoption: 91
Workflow automation with embedded LLM steps
11
Temporal + LLM workers
Adoption: 90
Durable long-running agent jobs
12
Mastra
Adoption: 89
TypeScript-native agent framework
13
PydanticAI
Adoption: 88
Typed Python agent tooling
14
Cursor Agent mode
Adoption: 87
In-IDE multi-file agent UX default
15
Codex CLI
Adoption: 86
Terminal-side OpenAI coding agent
16
Aider
Adoption: 85
Git-diff-aware CLI pair programmer
17
Browser-use / computer-use stacks
Adoption: 84
GUI/browser action agents
18
Haystack
Adoption: 83
Composable NLP/RAG/agent pipelines
19
OpenClaw / Hermes-class harnesses
Adoption: 82
Personal multi-tool agent OS direction
20
Smolagents
Adoption: 81
Minimal Hugging Face agent runtime

Agents de code et IDE

Surfaces utilisées pour shipper au quotidien · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
Claude Code
Fréquence: 100
Deep-repo agent with hooks/skills; strong multi-file reasoning
2
Codex CLI / VS Code agent
Fréquence: 99
Terminal-first autonomous coding; top Terminal-Bench surface
3
Cursor
Fréquence: 98
Mainstream AI IDE default; highest daily multi-file edit polish
4
GitHub Copilot Workspace / agent
Fréquence: 97
PR-native agent with CI; common enterprise procurement default
5
Windsurf / Devin Desktop
Fréquence: 96
Cognition-consolidated agent IDE surface; async ticket-style work
6
Grok Build
Fréquence: 95
xAI coding CLI/build surface; fastest-rising newcomer
7
OpenCode
Fréquence: 94
Open multi-provider coding agent; leading MIT/star open entry
8
Gemini CLI
Fréquence: 93
Google terminal coding agent; free frontier-model entry
9
Aider
Fréquence: 92
Pure CLI + git workflow camp
10
Continue.dev
Fréquence: 91
Open IDE extension hub
11
Zed AI
Fréquence: 90
Performance-first editor AI
12
JetBrains AI Assistant
Fréquence: 89
Embedded in JetBrains ecosystem
13
Amazon Q Developer
Fréquence: 88
AWS-centric code agent
14
Cline / Roo Code
Fréquence: 87
Open VS Code agent fork family
15
Replit Agent
Fréquence: 86
Cloud IDE full-stack agent
16
v0 / Lovable class
Fréquence: 85
UI generation to runnable frontends
17
Bolt / StackBlitz agent
Fréquence: 84
In-browser full-stack generation
18
Devin-class autonomous eng agents
Fréquence: 83
Highly autonomous async eng-agent category
19
SWE-agent patterns
Fréquence: 82
Research-to-prod coding loop patterns
20
Sourcegraph Cody
Fréquence: 81
Code-graph-aware assistant

RAG, mémoire et connaissance

Retrieval et mémoire cross-session · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
LlamaIndex
Maturité: 100
A default data framework for RAG apps
2
LangChain / LangGraph retrievers
Maturité: 99
Broadest connector and chain retrieval ecosystem
3
Pinecone
Maturité: 98
Managed vector DB common buy default
4
Qdrant
Maturité: 97
Open high-performance vector store
5
Weaviate
Maturité: 96
Hybrid search with modules
6
pgvector
Maturité: 95
Vectors inside Postgres for existing PG stacks
7
Chroma
Maturité: 94
Local-first vector store for prototypes
8
Elasticsearch vector
Maturité: 93
Search+vector hybrid upgrade path
9
Voyage / Cohere embeddings
Maturité: 92
High-quality embedding APIs
10
Docling / Unstructured
Maturité: 91
Document parse-to-chunk entry
11
Firecrawl / web extract
Maturité: 90
Web to clean markdown extraction
12
GraphRAG patterns
Maturité: 89
Entity-graph retrieval patterns
13
Mem0 / agent memory libs
Maturité: 88
Cross-session agent memory libraries
14
Azure AI Search
Maturité: 87
Microsoft enterprise hybrid search
15
Vertex AI Search
Maturité: 86
GCP enterprise RAG
16
NotebookLM class
Maturité: 85
Source-grounded notebooks
17
Obsidian + AI plugins
Maturité: 84
Personal knowledge base + AI
18
Zep / conversation memory
Maturité: 83
Conversation long-term memory services
19
Code graphs (Tree-sitter / codegraph)
Maturité: 82
Structural code retrieval vs pure vectors
20
Haystack pipelines
Maturité: 81
Production NLP/RAG pipelines

Image (actuel)

Voies principales 2026 · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
ChatGPT Images 2.0 / GPT Image 2
Utilisabilité: 100
Delivery-oriented high-res controllable images; stronger readable text
2
Grok / Imagine
Utilisabilité: 99
xAI image gen; usable style-reference edits
3
Flux family
Utilisabilité: 98
Open-weight photoreal main line
4
Midjourney v7 class
Utilisabilité: 97
Aesthetic still default
5
Ideogram
Utilisabilité: 96
Strong text-in-image layout
6
Imagen 3/4
Utilisabilité: 95
Google product image stack
7
Stable Diffusion 3.x
Utilisabilité: 94
Open ecosystem baseline
8
Adobe Firefly
Utilisabilité: 93
Brand-safe commercial licensing narrative
9
Recraft
Utilisabilité: 92
Design-system / vector-ish outputs
10
Leonardo
Utilisabilité: 91
Game/asset-oriented generation
11
ControlNet stacks
Utilisabilité: 90
Pose/depth/edge control
12
IP-Adapter / identity ref
Utilisabilité: 89
Character identity consistency
13
Kolors / CN diffusion
Utilisabilité: 88
Chinese aesthetic open routes
14
Playground class
Utilisabilité: 87
Design-friendly UI generation
15
Civitai community models
Utilisabilité: 86
Community fine-tune marketplace
16
SDXL Lightning / turbo
Utilisabilité: 85
Fast preview generation
17
Topaz / RealESRGAN upscalers
Utilisabilité: 84
Post-gen upscale finish
18
Background removal models
Utilisabilité: 83
E-commerce cutout necessity
19
Inpaint/outpaint toolchains
Utilisabilité: 82
Local repaint workflows
20
DALL·E lineage integrations
Utilisabilité: 81
Legacy integrations still inside many products

Vidéo et motion

T2V/I2V et talking-head · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
Google Veo 3.x
Voie utilisable: 100
Google cinematic T2V/I2V main line; unified multimodal stack
2
Sora class
Voie utilisable: 99
High-end narrative T2V category (product entry still shifting)
3
Kling
Voie utilisable: 98
Common CN-market video generation
4
Runway Gen-3/4
Voie utilisable: 97
Creator video tool stack
5
Luma Dream Machine
Voie utilisable: 96
Accessible cinematic T2V
6
Pika
Voie utilisable: 95
Social short-form oriented
7
Hailuo / MiniMax video
Voie utilisable: 94
CN product video models
8
Seedance / ByteDance video
Voie utilisable: 93
ByteDance motion/video pipelines
9
Vidu class
Voie utilisable: 92
Multi-subject video
10
HeyGen
Voie utilisable: 91
Avatar presenter videos
11
Synthesia
Voie utilisable: 90
Enterprise training avatars
12
ElevenLabs + lipsync stacks
Voie utilisable: 89
Voice-driven lipsync stacks
13
Hedra / talking-head
Voie utilisable: 88
Portrait talking-head video
14
CapCut AI suite
Voie utilisable: 87
Mass-market edit + gen
15
Descript
Voie utilisable: 86
Transcript-first video edit
16
Remotion + AI assets
Voie utilisable: 85
Code-driven video
17
HyperFrames / card video
Voie utilisable: 84
Card short-video templates
18
Adobe Firefly Video
Voie utilisable: 83
Adobe brand-safe motion
19
Viggle / character motion
Voie utilisable: 82
Character motion transfer
20
Open-Sora / CogVideo class
Voie utilisable: 81
Open video research routes

Voix et audio

TTS / STT / musique / agents vocaux · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
ElevenLabs
Adoption prod: 100
High-quality TTS/clone default
2
OpenAI Realtime / TTS
Adoption prod: 99
Low-latency voice-agent path
3
Whisper family
Adoption prod: 98
Open STT baseline
4
Deepgram
Adoption prod: 97
Production STT APIs
5
AssemblyAI
Adoption prod: 96
STT plus speech understanding
6
Cartesia
Adoption prod: 95
Realtime voice generation
7
Azure Speech
Adoption prod: 94
Enterprise STT/TTS
8
Google Cloud Speech
Adoption prod: 93
GCP speech stack
9
Amazon Polly / Transcribe
Adoption prod: 92
AWS default speech
10
Suno
Adoption prod: 91
Mass-market music generation
11
Udio
Adoption prod: 90
Music generation competitor
12
Play.ht / PlayAI
Adoption prod: 89
Voice product stack
13
Resemble AI
Adoption prod: 88
Enterprise voice clone
14
Descript Studio Sound
Adoption prod: 87
Podcast denoise
15
FunASR / SenseVoice
Adoption prod: 86
Chinese open STT
16
Fish Audio / CN TTS
Adoption prod: 85
Chinese natural TTS
17
Coqui / open TTS
Adoption prod: 84
Open voice models
18
WebRTC realtime voice bots
Adoption prod: 83
Telephony-grade voice bots
19
Podcast AI digests
Adoption prod: 82
Audio-to-summary pipelines
20
Audo / cleanup tools
Adoption prod: 81
Audio cleanup tools

Eval, observabilité et garde-fous

Mesurer, tracer, contraindre · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
LangSmith
Prêt ops: 100
LangChain-family tracing and evals
2
Langfuse
Prêt ops: 99
Open LLM observability
3
Phoenix / Arize
Prêt ops: 98
ML+LLM monitoring
4
Braintrust
Prêt ops: 97
Eval and logging platform
5
Promptfoo
Prêt ops: 96
Prompt/regression testing
6
DeepEval
Prêt ops: 95
Python eval framework
7
RAGAS
Prêt ops: 94
RAG quality metrics
8
Helicone
Prêt ops: 93
Gateway-layer observability
9
Weights & Biases Weave
Prêt ops: 92
Experiment + LLM traces
10
OpenTelemetry GenAI
Prêt ops: 91
Standardized tracing
11
Guardrails AI
Prêt ops: 90
Output validators
12
NeMo Guardrails
Prêt ops: 89
Dialog policy rails
13
Llama Guard (Meta)
Prêt ops: 88
Safety classifier models
14
Presidio / PII redaction
Prêt ops: 87
Privacy redaction
15
LiteLLM
Prêt ops: 86
Unified model proxy
16
Portkey
Prêt ops: 85
Gateway and fallback routing
17
Humanloop
Prêt ops: 84
Prompt management
18
Sentry
Prêt ops: 83
App+error observability (incl. AI integrations)
19
Garak (NVIDIA)
Prêt ops: 82
LLM adversarial/red-team testing
20
OpenAI Evals
Prêt ops: 81
Custom task eval patterns

Infra d'inférence

Où ça tourne vraiment · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
vLLM
Réalité deploy: 100
Default open high-throughput serving
2
TensorRT-LLM
Réalité deploy: 99
NVIDIA-optimized inference
3
Ollama
Réalité deploy: 98
Local model UX default
4
llama.cpp / GGUF
Réalité deploy: 97
CPU/GPU local quantization
5
MLX
Réalité deploy: 96
Apple Silicon inference
6
Fireworks AI
Réalité deploy: 95
Fast hosted open models
7
Together AI
Réalité deploy: 94
Open-model cloud
8
Groq
Réalité deploy: 93
Ultra-low-latency LPU inference
9
AWS Bedrock
Réalité deploy: 92
Enterprise multi-model hosted API
10
Azure OpenAI / AI Foundry
Réalité deploy: 91
Microsoft enterprise model platform
11
Vertex AI
Réalité deploy: 90
GCP model platform
12
Hugging Face TGI / Inference
Réalité deploy: 89
HF serving path
13
Modal
Réalité deploy: 88
Serverless GPU jobs
14
Replicate
Réalité deploy: 87
Model-as-API marketplace
15
Cloudflare Workers AI
Réalité deploy: 86
Edge inference
16
NVIDIA NIM
Réalité deploy: 85
Packaged enterprise inference microservices
17
SGLang
Réalité deploy: 84
Fast open serving
18
Kubernetes
Réalité deploy: 83
DIY production orchestration baseline
19
SkyPilot
Réalité deploy: 82
Multi-cloud GPU cluster orchestration
20
Anyscale / Ray
Réalité deploy: 81
Distributed train and serving

Carte des leaders IA (2026)

Ceux qui fixent l'agenda, pas le vanity followers · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
Demis Hassabis (Google DeepMind)
Poids d'agenda: 100
Science+product dual narrative; Alpha lineage + Gemini control plane
2
Dario Amodei (Anthropic)
Poids d'agenda: 99
Safety/interpretability commercial flagship; Claude line
3
Sam Altman (OpenAI)
Poids d'agenda: 98
Platform distribution + capital narrative center; ChatGPT default
4
Yann LeCun (Meta FAIR / AMI Labs)
Poids d'agenda: 97
Open-source + world-model public debate bridge academia↔industry
5
Jensen Huang (NVIDIA)
Poids d'agenda: 96
De-facto tax rate of the compute supply chain
6
Ilya Sutskever (SSI)
Poids d'agenda: 95
Scaling+alignment legacy and next-gen SSI narrative
7
Mustafa Suleyman (Microsoft AI)
Poids d'agenda: 94
Consumer+enterprise dual stack; Copilot execution authority
8
Fei-Fei Li
Poids d'agenda: 93
Human-centered AI + vision foundations public voice
9
Geoffrey Hinton
Poids d'agenda: 92
Godfather-layer public risk voice; high policy weight
10
Yoshua Bengio
Poids d'agenda: 91
Safety/governance academic agenda-setting
11
Andrej Karpathy
Poids d'agenda: 90
Engineering education + product intuition mass amplifier
12
Satya Nadella (Microsoft)
Poids d'agenda: 89
CEO who ships frontier models into enterprise distribution
13
Mark Zuckerberg (Meta)
Poids d'agenda: 88
Open-weight + social distribution free-tier strategy
14
Elon Musk (xAI)
Poids d'agenda: 87
Realtime X data + Grok product alternate narrative center
15
Noam Shazeer
Poids d'agenda: 86
Transformer co-author → consumer-agent product path
16
Jared Kaplan (Anthropic)
Poids d'agenda: 85
Scaling-laws→alignment productization research leadership
17
Jim Fan (NVIDIA)
Poids d'agenda: 84
Public flagship for embodied/game agents research
18
Percy Liang (Stanford CRFM)
Poids d'agenda: 83
HELM-class measurable-trust eval infrastructure
19
Andrew Ng
Poids d'agenda: 82
Education + applied-AI global distribution layer
20
Oriol Vinyals (DeepMind)
Poids d'agenda: 81
Sequence models + multi-agent research leadership

Top labs / orgs frontier

Modèles, papers, stacks — avec X officiel · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
Google DeepMind
Influence système: 100
Science breakthrough + Gemini; Search/Cloud distribution
2
OpenAI
Influence système: 99
ChatGPT default entry; API + agent platform center
3
Anthropic
Influence système: 98
Claude long-horizon/safety stack; enterprise coding narrative
4
Meta FAIR / Superintelligence Labs
Influence système: 97
Llama open-weight default base; research→community flywheel
5
Microsoft Research / Microsoft AI
Influence système: 96
Copilot distribution + Azure hosting; enterprise buy path
6
xAI
Influence système: 95
Grok + X realtime surface; Imagine multimodal
7
NVIDIA Research / AI
Influence système: 94
Compute + NIM inference; supply choke point
8
Amazon Science / AWS AI
Influence système: 93
Bedrock multi-model shelf; default-visible in AWS accounts
9
Mistral AI
Influence système: 92
EU-compliance open/API dual track
10
DeepSeek
Influence système: 91
Open reasoning cost shock; private-deploy reference
11
Alibaba Qwen / Tongyi
Influence système: 90
Bilingual + tool-use ecosystem; open and cloud
12
Moonshot / Kimi
Influence système: 89
Strong Chinese long-context product
13
Cohere
Influence système: 88
Enterprise RAG/retrieval + Command line
14
Hugging Face
Influence système: 87
Model/dataset/Spaces distribution hub
15
Allen Institute for AI (AI2)
Influence système: 86
Open science path incl. OLMo-class models
16
Stanford CRFM
Influence système: 85
Eval×policy academic hub (HELM)
17
Stability AI
Influence système: 84
Image-gen open-weight and API product node
18
Black Forest Labs (FLUX)
Influence système: 83
FLUX image-gen research/product line
19
Perplexity
Influence système: 82
Retrieval-native chat product; active public eng narrative
20
Runway Research
Influence système: 81
Video-gen research+product; Gen-series public reference

Papers jalons / ancres d'idée

Chaque ligne lie le paper canonique · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
Attention Is All You Need (Vaswani et al.)
Héritage d'idée: 100
Origin of the default Transformer architecture
2
Scaling Laws / Kaplan et al.
Héritage d'idée: 99
Start of predictable compute-data-params narrative
3
GPT-3 / few-shot learners
Héritage d'idée: 98
Public proof that large pretrain yields general ability
4
InstructGPT / RLHF
Héritage d'idée: 97
Productization path aligning to human preference
5
Constitutional AI (Anthropic)
Héritage d'idée: 96
Discussable blueprint for principle-based alignment
6
Chain-of-Thought prompting
Héritage d'idée: 95
Made reasoning an explicit controllable interface
7
ReAct (reason + act)
Héritage d'idée: 94
Default mental model for tool-using agents
8
LLaMA (Meta)
Héritage d'idée: 93
Turn where open weights became a default base
9
Chinchilla compute-optimal
Héritage d'idée: 92
Efficiency correction: data vs parameters
10
Diffusion / DDPM family
Héritage d'idée: 91
Image-gen main path shift GAN→diffusion
11
CLIP (OpenAI)
Héritage d'idée: 90
Vision-language shared representation into products
12
AlphaFold (DeepMind)
Héritage d'idée: 89
Undeniable science-AI achievement sample
13
FlashAttention
Héritage d'idée: 88
Feasibility jump for long-context train/serve
14
Mixture-of-Experts / Switch Transformers
Héritage d'idée: 87
Sparse activation scaling became mainstream
15
DPO (Direct Preference Optimization)
Héritage d'idée: 86
Widely adopted simplified alignment training path
16
Toolformer
Héritage d'idée: 85
Early clear demo of models learning to call APIs
17
Segment Anything (Meta)
Héritage d'idée: 84
Vision foundation model train-once multi-downstream template
18
Whisper (OpenAI)
Héritage d'idée: 83
One default open baseline for speech recognition
19
BERT (Devlin et al.)
Héritage d'idée: 82
Prior-gen turn: bidirectional pretrain as NLP industrial default
20
LoRA / PEFT family
Héritage d'idée: 81
Cheap adapters made private fine-tune a default move

Benchmarks que les acheteurs citent

Chaque ligne lie board/repo officiel · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
LM Arena / Chatbot Arena Elo
Taux de citation décision: 100
Public arena perceived quality; often cited in sales (arena.ai)
2
SWE-bench / SWE-bench Verified
Taux de citation décision: 99
Real software tasks; coding-agent purchase yardstick
3
HumanEval
Taux de citation décision: 98
Classic code-gen yardstick (OpenAI)
4
LiveCodeBench
Taux de citation décision: 97
Continuously updated code-gen board
5
MMLU
Taux de citation décision: 96
Multi-subject knowledge default (watch saturation)
6
GPQA
Taux de citation décision: 95
Hard science QA; real-reasoning cross-check
7
MATH dataset
Taux de citation décision: 94
Math-reasoning strength cross-check
8
HELM (Stanford CRFM)
Taux de citation décision: 93
Multi-scenario reproducible academic eval framework
9
Artificial Analysis
Taux de citation décision: 92
Quality×speed×price three-axis purchase view
10
Open LLM Leaderboard (HF)
Taux de citation décision: 91
Open-weight public comparison entry
11
τ-bench (tool-agent)
Taux de citation décision: 90
Tool-use reliability; critical for agent products
12W
WebArena
Taux de citation décision: 89
Browser-agent task completion
13
MMMU benchmark
Taux de citation décision: 88
Multimodal understanding purchase view
14V
VBench
Taux de citation décision: 87
Video-gen perception and consistency
15
Common Voice (ASR data)
Taux de citation décision: 86
Public ASR corpus/entry point
16
RAGAS
Taux de citation décision: 85
RAG faithfulness and retrieval quality
17
AgentBoard
Taux de citation décision: 84
Multi-agent task composite board
18
BIG-bench
Taux de citation décision: 83
Prior-gen composite ability (legacy yardstick)
19
MLPerf Inference
Taux de citation décision: 82
Hardware/serving throughput industry yardstick
20
LMSYS Chatbot Arena paper
Taux de citation décision: 81
Arena methodology paper (how to read Elo)

Product Hunt · index produits IA

Produits IA sur les surfaces de launch — chaque ligne lie home · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
ChatGPT
Chaleur distribution: 100
Default chat entry; launch-narrative center
2
Claude
Chaleur distribution: 99
Long-form/coding chat product surface
3
Cursor
Chaleur distribution: 98
AI IDE path from launch to mainstream
4
Perplexity
Chaleur distribution: 97
Retrieval-native answer engine; strong distribution narrative
5
v0 (Vercel)
Chaleur distribution: 96
UI-gen→deployable launch product template
6
Lovable
Chaleur distribution: 95
NL→full-stack app PH-hot product shape
7
Bolt.new
Chaleur distribution: 94
In-browser one-shot full-stack prototypes
8
Gamma
Chaleur distribution: 93
AI decks/docs launch tool
9
Notion AI
Chaleur distribution: 92
Workspace-native writing/Q&A
10
Raycast AI
Chaleur distribution: 91
Launcher-native AI command layer
11
Linear
Chaleur distribution: 90
Eng project management + AI assist
12
ElevenLabs
Chaleur distribution: 89
Voice gen/clone product surface
13
Suno
Chaleur distribution: 88
Mass-market music-gen launch breakout shape
14
Runway
Chaleur distribution: 87
Creator video-gen tool stack
15
Ideogram
Chaleur distribution: 86
Text-in-image friendly image product
16
Replicate
Chaleur distribution: 85
Model-as-API marketplace; dev distribution
17
Hugging Face
Chaleur distribution: 84
Model/Spaces community distribution hub
18
Descript
Chaleur distribution: 83
Transcript-first A/V product
19
Midjourney
Chaleur distribution: 82
Aesthetic still-gen mass entry (main site often bot-walled)
20
Product Hunt AI topic
Chaleur distribution: 81
Master index of AI launches (topic page)

Apple App Store · index apps IA

Entrées IA iOS — chaque ligne lie App Store · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
ChatGPT
Visibilité store: 100
Default consumer chat entry
2
Claude by Anthropic
Visibilité store: 99
Long-form/coding assistant on iOS
3
Google Gemini
Visibilité store: 98
Google multimodal assistant entry
4
Microsoft Copilot
Visibilité store: 97
Microsoft assistant + OS integration narrative
5
Grok
Visibilité store: 96
xAI assistant; X-ecosystem distribution
6
Perplexity
Visibilité store: 95
Retrieval-native Q&A mobile entry
7
Character.AI
Visibilité store: 94
Character-chat consumer breakout shape
8
PhotoRoom AI Photo Editor
Visibilité store: 93
E-commerce/cutout AI photo edit
9
Remini – AI Photo Enhancer
Visibilité store: 92
Photo upscale/enhance breakout
10
Lensa: AI Photo & Video Editor
Visibilité store: 91
Portrait stylization AI editor
11
FaceApp: Face Editor
Visibilité store: 90
Face-transform AI filters
12
CapCut – Video Editor
Visibilité store: 89
Short-video edit + AI features
13
Canva: AI Photo & Video Editor
Visibilité store: 88
Design templates + generative features
14
Grammarly Keyboard
Visibilité store: 87
Writing-assistant keyboard layer
15
Duolingo
Visibilité store: 86
Language learning + AI conversation
16
Speak: Language Learning
Visibilité store: 85
Speaking-practice AI coach
17
Notion
Visibilité store: 84
Notes/wiki + Notion AI
18
starryai – AI Art Generator
Visibilité store: 83
Text-to-image consumer entry
19
Wondershare Wonder AI Art
Visibilité store: 82
AI art generation consumer tool
20
Microsoft 365 (Copilot surface)
Visibilité store: 81
Office suite Copilot distribution surface

Google Play · index apps IA

Entrées IA Android — chaque ligne lie Play · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
ChatGPT
Visibilité store: 100
Default consumer chat entry
2
Claude by Anthropic
Visibilité store: 99
Long-form/coding assistant on Android
3
Google Gemini
Visibilité store: 98
Google multimodal assistant entry
4
Microsoft Copilot
Visibilité store: 97
Microsoft assistant Android entry
5
Grok
Visibilité store: 96
xAI assistant; X-ecosystem distribution
6
Perplexity
Visibilité store: 95
Retrieval-native Q&A mobile entry
7
Character.AI
Visibilité store: 94
Character-chat consumer breakout shape
8
PhotoRoom
Visibilité store: 93
E-commerce/cutout AI photo edit
9
Remini
Visibilité store: 92
Photo upscale/enhance breakout
10
Lensa
Visibilité store: 91
Portrait stylization AI editor
11
FaceApp
Visibilité store: 90
Face-transform AI filters
12
CapCut
Visibilité store: 89
Short-video edit + AI features
13
Canva
Visibilité store: 88
Design templates + generative features
14
Grammarly Keyboard
Visibilité store: 87
Writing-assistant keyboard layer
15
Duolingo
Visibilité store: 86
Language learning + AI conversation
16
Notion
Visibilité store: 85
Notes/wiki + Notion AI
17
Microsoft 365 (Office)
Visibilité store: 84
Office suite Copilot distribution surface
18
Background Eraser / remove.bg class
Visibilité store: 83
Background-removal AI tools
19
starryai (Play search)
Visibilité store: 82
Text-to-image consumer entry (search index)
20
Speak-class language AI (Play search)
Visibilité store: 81
Speaking AI coach category index

X sujets chauds · IA

Sujets IA fréquents sur X — chaque ligne search/hashtag · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
AI Agents
Chaleur d'agenda: 100
Autonomous agents / tool-use as main narrative
2
Claude / Anthropic
Chaleur d'agenda: 99
Long-form, coding, and safety narrative center
3
ChatGPT / OpenAI
Chaleur d'agenda: 98
Default chat entry and release-cadence talk
4
Grok / xAI
Chaleur d'agenda: 97
X-native assistant and model-release talk
5
Gemini / Google AI
Chaleur d'agenda: 96
Multimodal and search-integration agenda
6
DeepSeek
Chaleur d'agenda: 95
Open-weight / efficient-training contrast narrative
7
Open-weight LLMs
Chaleur d'agenda: 94
Qwen / Kimi / Mistral open-weight wave
8
MCP (Model Context Protocol)
Chaleur d'agenda: 93
Tool-interop standard as infrastructure talk
9
Cursor / AI IDE
Chaleur d'agenda: 92
In-editor coding-agent product surface
10
AI Video Generation
Chaleur d'agenda: 91
Sora / Kling / Seedance-class video gen
11
Image Gen / Flux
Chaleur d'agenda: 90
T2I aesthetics and local-model discussion
12
Voice AI / Realtime
Chaleur d'agenda: 89
Realtime voice assistants and call automation
13
AI Memory / Personalization
Chaleur d'agenda: 88
Memory and personalization as product competition
14
Local / On-device AI
Chaleur d'agenda: 87
On-device and local inference feasibility
15
AI Jobs / Automation
Chaleur d'agenda: 86
Jobs and knowledge-labor automation agenda
16
AI Safety (near-term)
Chaleur d'agenda: 85
Near-term safety / bio / cyber risk talk
17
Evals / Arena
Chaleur d'agenda: 84
Public arena and purchase-eval yardsticks
18
RAG / Knowledge
Chaleur d'agenda: 83
RAG and enterprise knowledge bases
19
AI Regulation
Chaleur d'agenda: 82
Policy, copyright, and deployment compliance
20
Multimodal / World Models
Chaleur d'agenda: 81
Multimodal and world-model frontier narrative

Reddit · sujets IA chauds

Sujets IA fréquents — subreddit/recherche hot · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
r/MachineLearning · hot
Chaleur communauté: 100
Papers, methods, and review-culture main community
2
r/LocalLLaMA · hot
Chaleur communauté: 99
Local models / quant / hardware practice
3
r/OpenAI · hot
Chaleur communauté: 98
ChatGPT/API product and policy talk
4
r/ClaudeAI · hot
Chaleur communauté: 97
Claude product use and comparisons
5
r/ChatGPT · hot
Chaleur communauté: 96
Mass-market chat product experience feedback
6
r/singularity · hot
Chaleur communauté: 95
Long-run capability curve and social-impact narrative
7
r/artificial · hot
Chaleur communauté: 94
General AI news and discussion
8
r/StableDiffusion · hot
Chaleur communauté: 93
Open image-gen workflows
9
r/midjourney · hot
Chaleur communauté: 92
Aesthetic stills and prompt culture
10
r/LangChain · hot
Chaleur communauté: 91
Orchestration / tool-chain engineering practice
11
r/Oobabooga · hot
Chaleur communauté: 90
Local WebUI inference stack
12
r/LocalAI · hot
Chaleur communauté: 89
Self-hosted inference and API-compat layers
13
r/PromptEngineering · hot
Chaleur communauté: 88
Prompt and system-instruction craft
14
r/MLOps · hot
Chaleur communauté: 87
Train/deploy/monitor productionization
15
r/computervision · hot
Chaleur communauté: 86
Vision models and applications
16
Coding agents (Reddit search)
Chaleur communauté: 85
Cursor/Copilot/agent coding heat
17
AI video gen (Reddit search)
Chaleur communauté: 84
Video-gen models and tools discussion
18
RAG / memory (Reddit search)
Chaleur communauté: 83
RAG and long-term memory practice
19
Open-weight models (Reddit search)
Chaleur communauté: 82
Open-weight releases and benchmark contrast
20
AI jobs / automation (Reddit search)
Chaleur communauté: 81
Jobs and workflow-replacement talk

GitHub · index dépôts IA

Dépôts IA open-source fréquents — chaque ligne lie GitHub · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
ollama/ollama
Visibilité écosystème: 100
Local model runtime; Docker-like one-shot pull
2
ggml-org/llama.cpp
Visibilité écosystème: 99
CPU/GPU local quantized inference base
3
huggingface/transformers
Visibilité écosystème: 98
Default model load/train library
4
vllm-project/vllm
Visibilité écosystème: 97
High-throughput open serving
5
sgl-project/sglang
Visibilité écosystème: 96
Fast structured-generation serving
6
langchain-ai/langchain
Visibilité écosystème: 95
Default app orchestration ecosystem
7
langchain-ai/langgraph
Visibilité écosystème: 94
Stateful agent-graph runtime
8
openai/codex
Visibilité écosystème: 93
Terminal/repo coding-agent reference
9
Aider-AI/aider
Visibilité écosystème: 92
Git-native pair-programming agent
10
All-Hands-AI/OpenHands
Visibilité écosystème: 91
Open software-engineering agent platform
11
cline/cline
Visibilité écosystème: 90
IDE-side autonomous coding agent
12
continuedev/continue
Visibilité écosystème: 89
Open IDE autocomplete/agent extension
13
modelcontextprotocol/servers
Visibilité écosystème: 88
MCP official/community server collection
14
comfyanonymous/ComfyUI
Visibilité écosystème: 87
Node-based image/video gen workflows
15
open-webui/open-webui
Visibilité écosystème: 86
Self-hosted ChatGPT-style frontend
16
langgenius/dify
Visibilité écosystème: 85
Visual LLM app/workflow platform
17
n8n-io/n8n
Visibilité écosystème: 84
Workflow automation + AI nodes
18
deepseek-ai/DeepSeek-V3
Visibilité écosystème: 83
Open-weight frontier model release anchor
19
QwenLM/Qwen3
Visibilité écosystème: 82
Qwen open-model series entry
20
microsoft/autogen
Visibilité écosystème: 81
Multi-agent conversation framework

AI Skills · index écosystème

Skills Agent/Claude et surfaces de distribution — docs/dépôts · top 20 · as_of 2026-09-06

Sources / API publiques
#NomPourquoi sur la carte
1
Anthropic Agent Skills (docs)
Visibilité distribution: 100
Official skill format and usage contract
2
anthropics/skills
Visibilité distribution: 99
Official public skill sample repo
3
vercel-labs/agent-skills
Visibilité distribution: 98
Engineering-oriented agent skills pack (Vercel)
4
awesome-claude-skills
Visibilité distribution: 97
Curated Claude skills list
5
AgentSkill.sh
Visibilité distribution: 96
Third-party skill discovery directory
6
ClawHub
Visibilité distribution: 95
OpenClaw-family skill distribution surface
7
modelcontextprotocol/servers
Visibilité distribution: 94
MCP servers as pluggable tool-skill layer
8
GitHub Skills
Visibilité distribution: 93
Official GitHub interactive learning skills
9
openai/codex
Visibilité distribution: 92
Codex runtime + extension/skill surface
10
Aider-AI/aider
Visibilité distribution: 91
In-repo coding-skill habit reference
11
cline/cline
Visibilité distribution: 90
IDE agent skill/tool composition surface
12
continuedev/continue
Visibilité distribution: 89
Open IDE extension skill ecosystem
13
crewAIInc/crewAI
Visibilité distribution: 88
Multi-role agent skill orchestration
14
microsoft/autogen
Visibilité distribution: 87
Conversational multi-agent skill composition
15
langchain-ai/langgraph
Visibilité distribution: 86
Graph state machine for reusable sub-skills
16
All-Hands-AI/OpenHands
Visibilité distribution: 85
Software-engineering agent skill platform
17
firecrawl/firecrawl
Visibilité distribution: 84
Web-crawl skill (agent data ingress)
18
BerriAI/litellm
Visibilité distribution: 83
Multi-model routing skill middleware
19
langgenius/dify
Visibilité distribution: 82
Visual workflow as composable skill canvas
20
n8n-io/n8n
Visibilité distribution: 81
Automation node skill library
Live secondary evidence (GitHub · not editorial rank)

snapshot 2026-09-05T16:23:54.306738+00:00 · secondary only