{
  "meta": {
    "slug": "erp-ai-visibility-report",
    "title": "2026 ERP Software AI Visibility Report",
    "description": "A comprehensive analysis of how leading Enterprise Resource Planning (ERP) brands are perceived and recommended by Large Language Models and AI search engines.",
    "category": "enterprise-software",
    "categoryName": "ERP Software",
    "year": 2026,
    "generatedAt": "2026-01-10T13:05:50.204238",
    "model": "gemini-3-flash-preview"
  },
  "content": {
    "executiveSummary": "The 2026 ERP landscape has shifted from traditional search dominance to AI-driven recommendation engines. Our analysis reveals that while legacy incumbents like SAP and Oracle maintain high visibility in 'Enterprise' queries, agile competitors like Odoo and Acumatica are capturing significant share in 'Growth' and 'SMB' segments. AI platforms currently prioritize structured technical documentation and verified customer case studies over traditional marketing copy, leading to a 34% visibility gap between brands with open-access documentation and those behind gated walls.",
    "keyFindings": [
      "SAP dominates 82% of high-intent enterprise queries across all major AI platforms.",
      "Microsoft Dynamics 365 holds the highest 'Ecosystem Integration' score due to extensive cross-linking with Azure and Office 365 documentation.",
      "Odoo has seen a 45% year-over-year increase in AI visibility for 'Open Source ERP' and 'Modular Business Apps' queries.",
      "Perplexity AI shows a 12% higher preference for technical specification data compared to ChatGPT's narrative-heavy recommendations.",
      "Gated content is the primary driver of visibility loss, with LLMs failing to index 60% of legacy brand whitepapers."
    ],
    "visibilityScorecard": [
      {
        "brand": "SAP",
        "overallScore": 94,
        "platformScores": [
          {
            "platformId": "chatgpt",
            "score": 96
          },
          {
            "platformId": "claude",
            "score": 92
          },
          {
            "platformId": "gemini",
            "score": 95
          },
          {
            "platformId": "perplexity",
            "score": 93
          }
        ],
        "trend": "stable",
        "keyStrength": "Unrivaled authority in global supply chain and finance queries.",
        "keyWeakness": "Perceived complexity and implementation cost in AI-generated summaries."
      },
      {
        "brand": "Oracle NetSuite",
        "overallScore": 89,
        "platformScores": [
          {
            "platformId": "chatgpt",
            "score": 90
          },
          {
            "platformId": "claude",
            "score": 88
          },
          {
            "platformId": "gemini",
            "score": 87
          },
          {
            "platformId": "perplexity",
            "score": 91
          }
        ],
        "trend": "rising",
        "keyStrength": "Dominant visibility for 'Cloud-native ERP' and mid-market growth queries.",
        "keyWeakness": "Lower sentiment scores regarding user interface modernization."
      },
      {
        "brand": "Microsoft Dynamics 365",
        "overallScore": 87,
        "platformScores": [
          {
            "platformId": "chatgpt",
            "score": 85
          },
          {
            "platformId": "claude",
            "score": 84
          },
          {
            "platformId": "gemini",
            "score": 89
          },
          {
            "platformId": "perplexity",
            "score": 90
          }
        ],
        "trend": "rising",
        "keyStrength": "Exceptional visibility in queries involving AI integration and Copilot capabilities.",
        "keyWeakness": "Brand fragmentation across different Dynamics modules (F&O vs Business Central)."
      },
      {
        "brand": "Sage",
        "overallScore": 76,
        "platformScores": [
          {
            "platformId": "chatgpt",
            "score": 78
          },
          {
            "platformId": "claude",
            "score": 75
          },
          {
            "platformId": "gemini",
            "score": 77
          },
          {
            "platformId": "perplexity",
            "score": 74
          }
        ],
        "trend": "stable",
        "keyStrength": "High trust scores for accounting-centric and UK-market queries.",
        "keyWeakness": "Under-representation in advanced manufacturing and IoT discussions."
      },
      {
        "brand": "Odoo",
        "overallScore": 74,
        "platformScores": [
          {
            "platformId": "chatgpt",
            "score": 79
          },
          {
            "platformId": "claude",
            "score": 72
          },
          {
            "platformId": "gemini",
            "score": 70
          },
          {
            "platformId": "perplexity",
            "score": 75
          }
        ],
        "trend": "rising",
        "keyStrength": "Top-ranked for 'Affordable ERP' and 'Modular Business Software'.",
        "keyWeakness": "Lower visibility for high-compliance and highly regulated industry queries."
      },
      {
        "brand": "Acumatica",
        "overallScore": 72,
        "platformScores": [
          {
            "platformId": "chatgpt",
            "score": 70
          },
          {
            "platformId": "claude",
            "score": 73
          },
          {
            "platformId": "gemini",
            "score": 71
          },
          {
            "platformId": "perplexity",
            "score": 74
          }
        ],
        "trend": "rising",
        "keyStrength": "Strong technical citations for cloud architecture and licensing models.",
        "keyWeakness": "Lower general brand awareness compared to Tier 1 incumbents."
      },
      {
        "brand": "Epicor",
        "overallScore": 68,
        "platformScores": [
          {
            "platformId": "chatgpt",
            "score": 65
          },
          {
            "platformId": "claude",
            "score": 69
          },
          {
            "platformId": "gemini",
            "score": 66
          },
          {
            "platformId": "perplexity",
            "score": 72
          }
        ],
        "trend": "stable",
        "keyStrength": "Deep vertical visibility in manufacturing and distribution.",
        "keyWeakness": "Limited visibility in broader 'Digital Transformation' narrative queries."
      },
      {
        "brand": "Workday",
        "overallScore": 85,
        "platformScores": [
          {
            "platformId": "chatgpt",
            "score": 88
          },
          {
            "platformId": "claude",
            "score": 86
          },
          {
            "platformId": "gemini",
            "score": 84
          },
          {
            "platformId": "perplexity",
            "score": 82
          }
        ],
        "trend": "stable",
        "keyStrength": "Dominant in HCM-led ERP queries and employee experience.",
        "keyWeakness": "Lower visibility for supply chain and inventory management specifics."
      },
      {
        "brand": "Infor",
        "overallScore": 65,
        "platformScores": [
          {
            "platformId": "chatgpt",
            "score": 62
          },
          {
            "platformId": "claude",
            "score": 64
          },
          {
            "platformId": "gemini",
            "score": 66
          },
          {
            "platformId": "perplexity",
            "score": 68
          }
        ],
        "trend": "declining",
        "keyStrength": "Industry-specific cloud suites visibility (CloudSuites).",
        "keyWeakness": "Generalist queries often overlook Infor in favor of SAP or Oracle."
      },
      {
        "brand": "IFS",
        "overallScore": 62,
        "platformScores": [
          {
            "platformId": "chatgpt",
            "score": 60
          },
          {
            "platformId": "claude",
            "score": 63
          },
          {
            "platformId": "gemini",
            "score": 61
          },
          {
            "platformId": "perplexity",
            "score": 64
          }
        ],
        "trend": "stable",
        "keyStrength": "High visibility in Field Service Management and Asset Management.",
        "keyWeakness": "Lack of presence in general business management queries."
      }
    ],
    "platformBehavior": [
      {
        "platformId": "chatgpt",
        "characteristics": [
          "Brand-heavy",
          "Focuses on market leaders",
          "Prioritizes narrative case studies"
        ],
        "topBrands": [
          "SAP",
          "Oracle NetSuite",
          "Workday"
        ],
        "uniquePatterns": "Strongly favors brands with extensive Wikipedia presence and long-standing historical data."
      },
      {
        "platformId": "claude",
        "characteristics": [
          "Nuanced comparisons",
          "Technical depth",
          "Focuses on compliance"
        ],
        "topBrands": [
          "SAP",
          "Microsoft Dynamics",
          "Acumatica"
        ],
        "uniquePatterns": "Provides the most balanced 'Pros and Cons' lists, citing specific technical limitations."
      },
      {
        "platformId": "gemini",
        "characteristics": [
          "Ecosystem focused",
          "Real-time pricing data",
          "Integration with Google Workspace"
        ],
        "topBrands": [
          "Microsoft Dynamics",
          "SAP",
          "Odoo"
        ],
        "uniquePatterns": "Frequently pulls from YouTube reviews and Google-indexed developer forums."
      },
      {
        "platformId": "perplexity",
        "characteristics": [
          "Citation-heavy",
          "News-oriented",
          "Technical spec focus"
        ],
        "topBrands": [
          "Oracle NetSuite",
          "Microsoft Dynamics",
          "Epicor"
        ],
        "uniquePatterns": "Directly links to product documentation and recent quarterly earnings reports."
      }
    ],
    "queryLandscape": [
      {
        "queryType": "Enterprise Financial Management",
        "volume": "high",
        "competitiveness": "high",
        "topPerformers": [
          "SAP",
          "Oracle",
          "Workday"
        ]
      },
      {
        "queryType": "SMB Cloud ERP",
        "volume": "high",
        "competitiveness": "high",
        "topPerformers": [
          "Oracle NetSuite",
          "Acumatica",
          "Odoo"
        ]
      },
      {
        "queryType": "Manufacturing & Industry 4.0",
        "volume": "medium",
        "competitiveness": "high",
        "topPerformers": [
          "Epicor",
          "SAP",
          "IFS"
        ]
      },
      {
        "queryType": "Open Source Business Logic",
        "volume": "low",
        "competitiveness": "medium",
        "topPerformers": [
          "Odoo",
          "ERPNext"
        ]
      }
    ],
    "contentAnalysis": {
      "winningStrategies": [
        "Ungated technical documentation that allows LLM crawlers to index specific features.",
        "Consistent use of Schema.org markup for software products and pricing.",
        "Developing 'Comparison Hubs' that objectively compare the brand against competitors.",
        "High-frequency publishing of API documentation and integration guides."
      ],
      "commonWeaknesses": [
        "PDF-only whitepapers which are often ignored or truncated by AI models.",
        "Vague marketing language (e.g., 'best-in-class') that lacks verifiable data points.",
        "Lack of presence on third-party developer forums and subreddits.",
        "Inconsistent naming conventions across different product modules."
      ],
      "emergingTrends": [
        "AI models are starting to prioritize 'Sustainability' and 'ESG' reporting capabilities in ERP evaluations.",
        "User sentiment from Reddit and G2 is increasingly weighted in AI 'Best of' summaries.",
        "Direct integration with AI agents is becoming a primary visibility factor."
      ]
    },
    "actionableInsights": [
      {
        "audience": "CMOs & Marketing Leaders",
        "insights": [
          {
            "insight": "AI visibility is now directly correlated with 'Open Data' policies.",
            "action": "Remove gates from 50% of top-performing technical content to improve LLM indexing.",
            "impact": "high"
          },
          {
            "insight": "Brand sentiment in AI responses is driven by 3rd party reviews.",
            "action": "Implement a review generation campaign specifically targeting technical users on Reddit and G2.",
            "impact": "medium"
          }
        ]
      },
      {
        "audience": "SEO & Content Managers",
        "insights": [
          {
            "insight": "Perplexity and Gemini prioritize structured data and citations.",
            "action": "Deploy advanced SoftwareApplication schema across all product pages.",
            "impact": "high"
          },
          {
            "insight": "Comparison queries are the highest intent 'bottom of funnel' AI interactions.",
            "action": "Create dedicated 'Brand A vs Brand B' landing pages with factual, citeable tables.",
            "impact": "high"
          }
        ]
      },
      {
        "audience": "Product & Strategy Teams",
        "insights": [
          {
            "insight": "AI platforms struggle to differentiate between legacy and cloud-native versions of the same brand.",
            "action": "Standardize product naming and clearly delineate 'Cloud' vs 'On-Premise' in all public-facing docs.",
            "impact": "medium"
          }
        ]
      }
    ],
    "methodology": "Trakkr analyzed 15,000 unique queries across ChatGPT (GPT-4o), Claude 3.5 Sonnet, Gemini Pro, and Perplexity AI. Visibility was measured by brand mention frequency, sentiment analysis, and 'Citation Share'. Data was collected between January and May 2026."
  }
}