{
  "all_ais": {
    "Claude_Opus_4.6": {
      "type": "sovereign",
      "avg": 90,
      "icon": "🏆",
      "caps": {
        "combined": 90,
        "infra": 90,
        "ecosystem": 90
      },
      "used_in": "Reference (claude.ai)",
      "wired": true,
      "cost": "Souverain 0EUR",
      "usecase": "Stratégie complexe · Analyse code · Orchestration avancée",
      "url": "https://claude.ai"
    },
    "GPT_4o": {
      "type": "sovereign",
      "avg": 87,
      "icon": "🏆",
      "caps": {
        "combined": 87,
        "infra": 86,
        "ecosystem": 88
      },
      "used_in": "Reference",
      "wired": true,
      "cost": "Souverain 0EUR",
      "usecase": "Chat général · Vision · Multimodal",
      "url": "https://chat.openai.com"
    },
    "Gemini_2.5_Pro": {
      "type": "sovereign",
      "avg": 86,
      "icon": "🏆",
      "caps": {
        "combined": 86,
        "infra": 85,
        "ecosystem": 87
      },
      "used_in": "Reference",
      "wired": true,
      "cost": "Souverain 0EUR",
      "usecase": "Long context · Multimodal · Code",
      "url": "https://gemini.google.com"
    },
    "ChatGPT_4o": {
      "type": "sovereign",
      "avg": 85,
      "icon": "🏆",
      "caps": {
        "combined": 85,
        "infra": 86,
        "ecosystem": 84
      },
      "used_in": "Reference",
      "wired": true,
      "cost": "Souverain 0EUR",
      "usecase": "Chat consumer · Plugins · Vision",
      "url": "https://chat.openai.com"
    },
    "DeepSeek_V3": {
      "type": "sovereign",
      "avg": 84,
      "icon": "🏆",
      "caps": {
        "combined": 84,
        "infra": 83,
        "ecosystem": 85
      },
      "used_in": "Reference",
      "wired": true,
      "cost": "Souverain 0EUR",
      "usecase": "Reasoning · Math · Code open-source",
      "url": "https://chat.deepseek.com"
    },
    "Gemini_Pro": {
      "type": "sovereign",
      "avg": 83,
      "icon": "🏆",
      "caps": {
        "combined": 83,
        "infra": 84,
        "ecosystem": 82
      },
      "used_in": "Reference",
      "wired": true,
      "cost": "Souverain 0EUR",
      "usecase": "Search · Multimodal · Enterprise",
      "url": "https://gemini.google.com"
    },
    "WEVIA_MASTER": {
      "type": "agent",
      "avg": 88,
      "icon": "🧠",
      "caps": {
        "combined": 88,
        "infra": 90,
        "ecosystem": 85
      },
      "used_in": "Orchestrateur 22/22 exec · Intercept v9",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Pilotage complet · Exec auto-fix · Agents · Actions",
      "url": "/wevia-master.html"
    },
    "CONSENSUS": {
      "type": "agent",
      "avg": 84,
      "icon": "⚖️",
      "caps": {
        "combined": 84,
        "infra": 82,
        "ecosystem": 86
      },
      "used_in": "4 providers MoA · Score 9.8/10",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Décision multi-IA · Validation croisée · Arbitrage",
      "url": "/wevia-master.html"
    },
    "WEVIA_PUBLIC": {
      "type": "chatbot",
      "avg": 82,
      "icon": "💬",
      "caps": {
        "combined": 82,
        "infra": 80,
        "ecosystem": 84
      },
      "used_in": "Widget chat public · /wevia",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Chat visiteurs · FAQ · Lead generation",
      "url": "/wevia"
    },
    "WEVIA_WIDGET": {
      "type": "chatbot",
      "avg": 80,
      "icon": "🔮",
      "caps": {
        "combined": 80,
        "infra": 78,
        "ecosystem": 82
      },
      "used_in": "Widget embed iframe · wevia-widget.html",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Embed site client · Chat inline · Support",
      "url": "/wevia-widget.html"
    },
    "WEVIA_CONSOLE": {
      "type": "backend",
      "avg": 81,
      "icon": "🖥️",
      "caps": {
        "combined": 81,
        "infra": 85,
        "ecosystem": 77
      },
      "used_in": "Centre Commande · 71 modules",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Administration · Monitoring · Configuration",
      "url": "/command-center.html"
    },
    "WEVCODE": {
      "type": "backend",
      "avg": 82,
      "icon": "⚙️",
      "caps": {
        "combined": 82,
        "infra": 84,
        "ecosystem": 80
      },
      "used_in": "Code assistant · 4 modes fast/deep/code/math",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Coding souverain · Debug · Refactor · Tests",
      "url": "/wevcode"
    },
    "WEDROID": {
      "type": "backend",
      "avg": 79,
      "icon": "🔧",
      "caps": {
        "combined": 79,
        "infra": 85,
        "ecosystem": 73
      },
      "used_in": "Diagnostic backend v5 · 12 providers",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Diag serveur · DB fix · Deploy · Service restart",
      "url": "/wevia-ia/droid.html"
    },
    "CLAW_CODE": {
      "type": "backend",
      "avg": 78,
      "icon": "🐙",
      "caps": {
        "combined": 78,
        "infra": 82,
        "ecosystem": 74
      },
      "used_in": "Code review + generation · /claw-code",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Code review · PR analysis · Refactoring",
      "url": "/claw-code/"
    },
    "CORTEX": {
      "type": "agent",
      "avg": 77,
      "icon": "🌐",
      "caps": {
        "combined": 77,
        "infra": 80,
        "ecosystem": 74
      },
      "used_in": "Visualisation architecture · SVG live",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Architecture viz · Topologie · Status global",
      "url": "/wevia-cortex.html"
    },
    "DEERFLOW": {
      "type": "search",
      "avg": 79,
      "icon": "🦌",
      "caps": {
        "combined": 79,
        "infra": 76,
        "ecosystem": 82
      },
      "used_in": "Deep research · 42 skills · Memory v1",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Recherche approfondie · Veille · Synthèse multi-source",
      "url": "https://deerflow.weval-consulting.com"
    },
    "PAPERCLIP": {
      "type": "agent",
      "avg": 76,
      "icon": "📎",
      "caps": {
        "combined": 76,
        "infra": 74,
        "ecosystem": 78
      },
      "used_in": "Project mgmt · 3 agents · Goals/Issues",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Gestion projet · Sprint · Issues · Roadmap",
      "url": "https://paperclip.weval-consulting.com"
    },
    "WEPREDICT": {
      "type": "search",
      "avg": 75,
      "icon": "🐟",
      "caps": {
        "combined": 75,
        "infra": 72,
        "ecosystem": 78
      },
      "used_in": "MiroFish rebrand · Port 5001",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Prédiction · Analytics · Forecast",
      "url": "https://wepredict.weval-consulting.com"
    },
    "OPENCLAW": {
      "type": "sovereign",
      "avg": 74,
      "icon": "🐙",
      "caps": {
        "combined": 74,
        "infra": 78,
        "ecosystem": 70
      },
      "used_in": "Ollama 4 models · Port 11434",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Chat souverain local · Zero cloud · Privacy",
      "url": "/openclaw.html"
    },
    "L99_BRAIN": {
      "type": "testing",
      "avg": 80,
      "icon": "🧪",
      "caps": {
        "combined": 80,
        "infra": 85,
        "ecosystem": 75
      },
      "used_in": "L99 pipeline · Puppeteer · 29/29",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Test auto · NonReg · Playwright · Screenshots",
      "url": "/l99-brain.html"
    },
    "DIRECTOR": {
      "type": "agent",
      "avg": 76,
      "icon": "👁️",
      "caps": {
        "combined": 76,
        "infra": 82,
        "ecosystem": 70
      },
      "used_in": "Supervision */15min · 39 obs",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Auto-supervision · Détection issues · Auto-fix",
      "url": "/director.html"
    },
    "NUCLEI": {
      "type": "security",
      "avg": 73,
      "icon": "🔬",
      "caps": {
        "combined": 73,
        "infra": 78,
        "ecosystem": 68
      },
      "used_in": "Vuln scanner installed",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Pentest auto · OWASP · CVE scan",
      "url": "/security-dashboard.html"
    },
    "GUARDIAN": {
      "type": "security",
      "avg": 74,
      "icon": "🛡️",
      "caps": {
        "combined": 74,
        "infra": 80,
        "ecosystem": 68
      },
      "used_in": "SSO watch */5min · chattr +i",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Protection fichiers · Auth monitor · Firewall",
      "url": "/admin.html"
    },
    "BLADE_IA": {
      "type": "agent",
      "avg": 76,
      "icon": "⚡",
      "caps": {
        "combined": 76,
        "infra": 80,
        "ecosystem": 72
      },
      "used_in": "Desktop agent · 34 caps · PowerShell",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Desktop automation · Screenshots · Git sync",
      "url": "/blade-ai.html"
    },
    "UX_AGENT": {
      "type": "testing",
      "avg": 71,
      "icon": "🎨",
      "caps": {
        "combined": 71,
        "infra": 74,
        "ecosystem": 68
      },
      "used_in": "Visual QA · 10 pages · Cron */2h",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Détection UX bugs · undefined · Layout check",
      "url": "/l99-brain.html"
    },
    "ETHICA_CHAT": {
      "type": "chatbot",
      "avg": 77,
      "icon": "💊",
      "caps": {
        "combined": 77,
        "infra": 74,
        "ecosystem": 80
      },
      "used_in": "Pharma HCP · 126K contacts",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Outreach pharma · HCP matching · Enrichment",
      "url": "/ethica-hcp-manager.html"
    },
    "HERMES": {
      "type": "agent",
      "avg": 75,
      "icon": "📨",
      "caps": {
        "combined": 75,
        "infra": 73,
        "ecosystem": 77
      },
      "used_in": "Messaging · Chat routing",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Message routing · Multi-channel · Notifications",
      "url": "/wevia-master.html"
    },
    "KILO": {
      "type": "agent",
      "avg": 73,
      "icon": "📊",
      "caps": {
        "combined": 73,
        "infra": 75,
        "ecosystem": 71
      },
      "used_in": "KPI tracking · Metrics",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "KPI dashboard · Métriques · Reporting",
      "url": "/enterprise-model.html"
    },
    "MANAGER": {
      "type": "agent",
      "avg": 83,
      "icon": "👔",
      "caps": {
        "combined": 83,
        "infra": 80,
        "ecosystem": 82
      },
      "used_in": "Consensus 4 providers · MoA",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Orchestration consensus · Validation · Dispatch",
      "url": "/wevia-master.html"
    },
    "SENTINEL": {
      "type": "security",
      "avg": 75,
      "icon": "🔒",
      "caps": {
        "combined": 75,
        "infra": 80,
        "ecosystem": 70
      },
      "used_in": "S95 sentinel · 344 APIs",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Monitoring S95 · Pipeline email · DB watch",
      "url": "/realtime-monitor.html"
    },
    "WEVADS_IA": {
      "type": "backend",
      "avg": 78,
      "icon": "📧",
      "caps": {
        "combined": 78,
        "infra": 80,
        "ecosystem": 76
      },
      "used_in": "Email platform · 41 pages SPA",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "Campagnes email · A/B test · PMTA · Deliverability",
      "url": "/wevads-ia/"
    },
    "Qwen3_235B_Cerebras": {
      "type": "sovereign",
      "avg": 83,
      "icon": "🛡️",
      "caps": {
        "combined": 83,
        "infra": 82,
        "ecosystem": 84
      },
      "used_in": "Cascade #5 · OpenClaw · WEVIA Master",
      "wired": true,
      "cost": "🟢 FREE illimité",
      "usecase": "Heavy reasoning · 235B params · Backup cascade",
      "url": "/ai-benchmark.html"
    },
    "HF_Qwen2.5_72B": {
      "type": "sovereign",
      "avg": 82,
      "icon": "🛡️",
      "caps": {
        "combined": 82,
        "infra": 81,
        "ecosystem": 83
      },
      "used_in": "Cascade #2 · GPU FREE",
      "wired": true,
      "cost": "🟢 FREE GPU",
      "usecase": "GPU inference gratuit · 72B · Fallback",
      "url": "/ai-benchmark.html"
    },
    "Llama_3.3_70B_Groq": {
      "type": "sovereign",
      "avg": 81,
      "icon": "🛡️",
      "caps": {
        "combined": 81,
        "infra": 80,
        "ecosystem": 82
      },
      "used_in": "Cascade #1 · Primary",
      "wired": true,
      "cost": "🟡 FREE rate-limit",
      "usecase": "Chat primary <1s · DeerFlow · Fast inference",
      "url": "/ai-benchmark.html"
    },
    "NVIDIA_Nemotron_49B": {
      "type": "sovereign",
      "avg": 80,
      "icon": "🛡️",
      "caps": {
        "combined": 80,
        "infra": 82,
        "ecosystem": 78
      },
      "used_in": "Cascade #3 · Unlimited",
      "wired": true,
      "cost": "🟢 FREE illimité",
      "usecase": "No rate-limit · 49B · Enterprise backup",
      "url": "/ai-benchmark.html"
    },
    "SambaNova_DeepSeek": {
      "type": "sovereign",
      "avg": 79,
      "icon": "🛡️",
      "caps": {
        "combined": 79,
        "infra": 78,
        "ecosystem": 80
      },
      "used_in": "Cascade #6 · Deep reasoning",
      "wired": true,
      "cost": "🟡 FREE rate-limit",
      "usecase": "DeepSeek reasoning · Chain-of-thought",
      "url": "/ai-benchmark.html"
    },
    "Mistral_Small_EU": {
      "type": "sovereign",
      "avg": 78,
      "icon": "🛡️",
      "caps": {
        "combined": 78,
        "infra": 76,
        "ecosystem": 80
      },
      "used_in": "Cascade #7 · EU sovereign",
      "wired": true,
      "cost": "🟡 FREE rate-limit",
      "usecase": "EU data residency · RGPD compliant · Fast",
      "url": "/ai-benchmark.html"
    },
    "Gemma4_Local": {
      "type": "sovereign",
      "avg": 72,
      "icon": "🛡️",
      "caps": {
        "combined": 72,
        "infra": 74,
        "ecosystem": 70
      },
      "used_in": "Cascade #4 · Ollama S204",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "100% local · Zero internet · Privacy absolue",
      "url": "/openclaw.html"
    },
    "WEVAL_COMBINED": {
      "type": "composite",
      "avg": 93,
      "icon": "🌟",
      "caps": {
        "combined": 93,
        "infra": 95,
        "ecosystem": 90
      },
      "used_in": "32 AIs wirées · 7 cascade · Auto-failover · MoA 9.8",
      "wired": true,
      "cost": "🟢 Souverain 0€",
      "usecase": "TOUTE la plateforme · Supérieur à tout provider seul",
      "url": "/weval-wiring.html"
    }
  },
  "composite": {
    "combined": 90,
    "infra": 90,
    "ecosystem": 90
  },
  "generated": "2026-04-18T00:05+02:00",
  "leaderboard": [
    {
      "name": "WEVAL_COMBINED",
      "score": 93
    },
    {
      "name": "Claude_Opus_4.6",
      "score": 90
    },
    {
      "name": "WEVIA_MASTER",
      "score": 88
    },
    {
      "name": "GPT_4o",
      "score": 87
    },
    {
      "name": "Gemini_2.5_Pro",
      "score": 86
    },
    {
      "name": "ChatGPT_4o",
      "score": 85
    },
    {
      "name": "DeepSeek_V3",
      "score": 84
    },
    {
      "name": "CONSENSUS",
      "score": 84
    },
    {
      "name": "Gemini_Pro",
      "score": 83
    },
    {
      "name": "MANAGER",
      "score": 83
    },
    {
      "name": "Qwen3_235B_Cerebras",
      "score": 83
    },
    {
      "name": "WEVIA_PUBLIC",
      "score": 82
    },
    {
      "name": "WEVCODE",
      "score": 82
    },
    {
      "name": "HF_Qwen2.5_72B",
      "score": 82
    },
    {
      "name": "WEVIA_CONSOLE",
      "score": 81
    },
    {
      "name": "Llama_3.3_70B_Groq",
      "score": 81
    },
    {
      "name": "WEVIA_WIDGET",
      "score": 80
    },
    {
      "name": "L99_BRAIN",
      "score": 80
    },
    {
      "name": "NVIDIA_Nemotron_49B",
      "score": 80
    },
    {
      "name": "WEDROID",
      "score": 79
    },
    {
      "name": "DEERFLOW",
      "score": 79
    },
    {
      "name": "SambaNova_DeepSeek",
      "score": 79
    },
    {
      "name": "CLAW_CODE",
      "score": 78
    },
    {
      "name": "WEVADS_IA",
      "score": 78
    },
    {
      "name": "Mistral_Small_EU",
      "score": 78
    },
    {
      "name": "CORTEX",
      "score": 77
    },
    {
      "name": "ETHICA_CHAT",
      "score": 77
    },
    {
      "name": "PAPERCLIP",
      "score": 76
    },
    {
      "name": "DIRECTOR",
      "score": 76
    },
    {
      "name": "BLADE_IA",
      "score": 76
    },
    {
      "name": "WEPREDICT",
      "score": 75
    },
    {
      "name": "HERMES",
      "score": 75
    },
    {
      "name": "SENTINEL",
      "score": 75
    },
    {
      "name": "OPENCLAW",
      "score": 74
    },
    {
      "name": "GUARDIAN",
      "score": 74
    },
    {
      "name": "NUCLEI",
      "score": 73
    },
    {
      "name": "KILO",
      "score": 73
    },
    {
      "name": "Gemma4_Local",
      "score": 72
    },
    {
      "name": "UX_AGENT",
      "score": 71
    }
  ],
  "report": {
    "combined_avg": 80,
    "infra_avg": 80,
    "ecosystem": 80,
    "composite_avg": 80,
    "total_ais": 39,
    "wired_count": 39,
    "coverage_pct": 100,
    "updated_17avr": true,
    "sync_doctrine": 90,
    "ethica_hcps": 146694,
    "nonreg_score": "153/153",
    "agents_count": 950,
    "new_depts": [
      "meeting_rooms",
      "lean6sigma"
    ]
  },
  "usage_map": {
    "WEVIA_MASTER": {
      "used_by": "Orchestrateur 22/22 exec · Intercept v9",
      "cascade": 0
    },
    "CONSENSUS": {
      "used_by": "4 providers MoA · Score 9.8/10",
      "cascade": 0
    },
    "WEVIA_PUBLIC": {
      "used_by": "Widget chat public · /wevia",
      "cascade": 0
    },
    "WEVIA_WIDGET": {
      "used_by": "Widget embed iframe · wevia-widget.html",
      "cascade": 0
    },
    "WEVIA_CONSOLE": {
      "used_by": "Centre Commande · 71 modules",
      "cascade": 0
    },
    "WEVCODE": {
      "used_by": "Code assistant · 4 modes fast/deep/code/math",
      "cascade": 0
    },
    "WEDROID": {
      "used_by": "Diagnostic backend v5 · 12 providers",
      "cascade": 0
    },
    "CLAW_CODE": {
      "used_by": "Code review + generation · /claw-code",
      "cascade": 0
    },
    "CORTEX": {
      "used_by": "Visualisation architecture · SVG live",
      "cascade": 0
    },
    "DEERFLOW": {
      "used_by": "Deep research · 42 skills · Memory v1",
      "cascade": 0
    },
    "PAPERCLIP": {
      "used_by": "Project mgmt · 3 agents · Goals/Issues",
      "cascade": 0
    },
    "WEPREDICT": {
      "used_by": "MiroFish rebrand · Port 5001",
      "cascade": 0
    },
    "OPENCLAW": {
      "used_by": "Ollama 4 models · Port 11434",
      "cascade": 0
    },
    "L99_BRAIN": {
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}