{
  "title": "AI Development Cost Benchmark 2026",
  "version": "Q1 2026",
  "lastUpdated": "2026-02-15",
  "license": "CC BY 4.0 (https://creativecommons.org/licenses/by/4.0/)",
  "publisher": "Salt Technologies AI (https://www.salttechno.ai)",
  "methodology": "Cost ranges are derived from three sources: (1) delivery data from Salt Technologies' 800+ projects across AI readiness assessments, chatbots, RAG systems, AI agents, and managed engagements; (2) analysis of 50+ publicly available AI development proposals and RFPs from 2025 and 2026; (3) pricing benchmarks from peer AI development firms serving the US mid-market. All figures are in USD. Ranges represent the 25th to 75th percentile for each complexity tier. Enterprise tier reflects projects with compliance requirements (HIPAA, SOC2, PCI-DSS), multi-region deployment, or custom model training. Pricing does not include ongoing infrastructure costs (cloud compute, API usage) unless noted.",
  "schema": {
    "projectType": {
      "type": "string",
      "description": "Category of AI development project"
    },
    "complexity": {
      "type": "enum",
      "values": [
        "Basic",
        "Standard",
        "Enterprise"
      ],
      "description": "Complexity tier"
    },
    "costLow": {
      "type": "number",
      "unit": "USD",
      "description": "25th percentile cost for this type/tier"
    },
    "costHigh": {
      "type": "number",
      "unit": "USD",
      "description": "75th percentile cost for this type/tier"
    },
    "timelineWeeks": {
      "type": "string",
      "description": "Estimated delivery timeline in weeks, or \"Monthly\" for managed teams"
    },
    "teamSize": {
      "type": "string",
      "description": "Recommended team size range"
    },
    "industries": {
      "type": "string[]",
      "description": "Applicable industry verticals"
    },
    "includedDeliverables": {
      "type": "string[]",
      "description": "Key deliverables included at this tier"
    },
    "techStack": {
      "type": "string[]",
      "description": "Common technologies used for this project type/tier"
    }
  },
  "recordCount": 24,
  "records": [
    {
      "projectType": "AI Readiness Audit",
      "complexity": "Basic",
      "costLow": 3000,
      "costHigh": 5000,
      "timelineWeeks": "1-2",
      "teamSize": "1-2",
      "industries": [
        "SaaS",
        "E-commerce",
        "Healthcare",
        "Fintech"
      ],
      "includedDeliverables": [
        "Data landscape report",
        "AI opportunity matrix",
        "Prioritized roadmap"
      ],
      "techStack": [
        "Data profiling tools",
        "Assessment frameworks"
      ]
    },
    {
      "projectType": "AI Readiness Audit",
      "complexity": "Standard",
      "costLow": 5000,
      "costHigh": 12000,
      "timelineWeeks": "2-3",
      "teamSize": "2-3",
      "industries": [
        "SaaS",
        "E-commerce",
        "Healthcare",
        "Fintech"
      ],
      "includedDeliverables": [
        "Data landscape report",
        "AI opportunity matrix",
        "Prioritized roadmap",
        "ROI models per use case",
        "Build vs. buy analysis",
        "Stakeholder presentation"
      ],
      "techStack": [
        "Data profiling tools",
        "Assessment frameworks",
        "ROI modeling"
      ]
    },
    {
      "projectType": "AI Readiness Audit",
      "complexity": "Enterprise",
      "costLow": 12000,
      "costHigh": 25000,
      "timelineWeeks": "3-4",
      "teamSize": "3-4",
      "industries": [
        "Healthcare",
        "Fintech",
        "SaaS"
      ],
      "includedDeliverables": [
        "Enterprise-wide data audit",
        "Compliance gap analysis (HIPAA/SOC2)",
        "Board-level executive summary",
        "Vendor evaluation matrix",
        "Multi-year AI roadmap",
        "3-5 ROI models"
      ],
      "techStack": [
        "Data profiling tools",
        "Assessment frameworks",
        "ROI modeling",
        "Compliance tooling"
      ]
    },
    {
      "projectType": "AI Proof of Concept",
      "complexity": "Basic",
      "costLow": 5000,
      "costHigh": 10000,
      "timelineWeeks": "1-2",
      "teamSize": "1-2",
      "industries": [
        "SaaS",
        "E-commerce"
      ],
      "includedDeliverables": [
        "Working prototype",
        "Technical spec",
        "Performance metrics (accuracy, latency)"
      ],
      "techStack": [
        "Python",
        "OpenAI GPT-4o",
        "Streamlit"
      ]
    },
    {
      "projectType": "AI Proof of Concept",
      "complexity": "Standard",
      "costLow": 8000,
      "costHigh": 20000,
      "timelineWeeks": "2-4",
      "teamSize": "2-3",
      "industries": [
        "SaaS",
        "E-commerce",
        "Healthcare",
        "Fintech"
      ],
      "includedDeliverables": [
        "Working prototype",
        "Architecture document",
        "Benchmark report",
        "Go/No-Go recommendation",
        "Source code"
      ],
      "techStack": [
        "Python",
        "FastAPI",
        "OpenAI GPT-4o",
        "LangChain",
        "Pinecone"
      ]
    },
    {
      "projectType": "AI Proof of Concept",
      "complexity": "Enterprise",
      "costLow": 20000,
      "costHigh": 50000,
      "timelineWeeks": "4-6",
      "teamSize": "3-5",
      "industries": [
        "Healthcare",
        "Fintech"
      ],
      "includedDeliverables": [
        "Production-grade prototype",
        "Architecture document",
        "Security assessment",
        "Integration plan",
        "Scaling analysis",
        "Cost projection model"
      ],
      "techStack": [
        "Python",
        "FastAPI",
        "OpenAI GPT-4o",
        "Anthropic Claude",
        "LangChain",
        "Pinecone",
        "Docker"
      ]
    },
    {
      "projectType": "AI Chatbot / Copilot",
      "complexity": "Basic",
      "costLow": 5000,
      "costHigh": 15000,
      "timelineWeeks": "1-2",
      "teamSize": "1-2",
      "industries": [
        "E-commerce",
        "SaaS"
      ],
      "includedDeliverables": [
        "FAQ chatbot",
        "Web chat widget",
        "Basic admin panel",
        "Documentation"
      ],
      "techStack": [
        "OpenAI GPT-4o",
        "Node.js",
        "React"
      ]
    },
    {
      "projectType": "AI Chatbot / Copilot",
      "complexity": "Standard",
      "costLow": 12000,
      "costHigh": 40000,
      "timelineWeeks": "2-4",
      "teamSize": "2-4",
      "industries": [
        "SaaS",
        "E-commerce",
        "Healthcare",
        "Fintech"
      ],
      "includedDeliverables": [
        "RAG-powered chatbot",
        "Multi-channel support (web, Slack, Teams)",
        "Admin dashboard",
        "Conversation analytics",
        "Human handoff workflow"
      ],
      "techStack": [
        "OpenAI GPT-4o",
        "LangChain",
        "Pinecone",
        "React",
        "Node.js",
        "PostgreSQL"
      ]
    },
    {
      "projectType": "AI Chatbot / Copilot",
      "complexity": "Enterprise",
      "costLow": 40000,
      "costHigh": 150000,
      "timelineWeeks": "6-12",
      "teamSize": "4-8",
      "industries": [
        "Healthcare",
        "Fintech",
        "SaaS"
      ],
      "includedDeliverables": [
        "Compliance-ready chatbot (HIPAA/SOC2)",
        "Custom model fine-tuning",
        "Multi-language support",
        "SSO integration",
        "Audit logging",
        "SLA monitoring",
        "Load-tested deployment"
      ],
      "techStack": [
        "OpenAI GPT-4o",
        "Anthropic Claude",
        "LangChain",
        "Pinecone",
        "React",
        "Node.js",
        "PostgreSQL",
        "Docker",
        "Kubernetes"
      ]
    },
    {
      "projectType": "RAG Knowledge Base",
      "complexity": "Basic",
      "costLow": 10000,
      "costHigh": 20000,
      "timelineWeeks": "2-3",
      "teamSize": "2-3",
      "industries": [
        "SaaS",
        "E-commerce"
      ],
      "includedDeliverables": [
        "Document ingestion pipeline (single format)",
        "Vector search engine",
        "Web UI",
        "Basic admin panel"
      ],
      "techStack": [
        "LlamaIndex",
        "Pinecone",
        "LlamaParse",
        "FastAPI",
        "React"
      ]
    },
    {
      "projectType": "RAG Knowledge Base",
      "complexity": "Standard",
      "costLow": 15000,
      "costHigh": 45000,
      "timelineWeeks": "3-4",
      "teamSize": "3-4",
      "industries": [
        "SaaS",
        "Healthcare",
        "Fintech"
      ],
      "includedDeliverables": [
        "Multi-format ingestion (PDF, DOCX, HTML, Confluence)",
        "Citation system",
        "Role-based access control",
        "Relevance tuning",
        "Admin dashboard"
      ],
      "techStack": [
        "LlamaIndex",
        "Weaviate",
        "LlamaParse",
        "Unstructured",
        "FastAPI",
        "Next.js"
      ]
    },
    {
      "projectType": "RAG Knowledge Base",
      "complexity": "Enterprise",
      "costLow": 45000,
      "costHigh": 100000,
      "timelineWeeks": "6-10",
      "teamSize": "4-6",
      "industries": [
        "Healthcare",
        "Fintech"
      ],
      "includedDeliverables": [
        "Custom embedding models",
        "High-availability deployment",
        "Compliance (HIPAA/SOC2)",
        "Hybrid search (vector + keyword)",
        "Multi-tenant architecture",
        "Audit trail"
      ],
      "techStack": [
        "LlamaIndex",
        "Weaviate",
        "Qdrant",
        "LlamaParse",
        "Unstructured",
        "FastAPI",
        "Next.js",
        "Docker",
        "Kubernetes"
      ]
    },
    {
      "projectType": "Custom AI Agent",
      "complexity": "Basic",
      "costLow": 15000,
      "costHigh": 30000,
      "timelineWeeks": "3-4",
      "teamSize": "2-3",
      "industries": [
        "SaaS",
        "E-commerce"
      ],
      "includedDeliverables": [
        "Single-purpose agent",
        "2-3 tool integrations",
        "Basic guardrails",
        "Documentation"
      ],
      "techStack": [
        "LangGraph",
        "OpenAI GPT-4o",
        "Python",
        "FastAPI"
      ]
    },
    {
      "projectType": "Custom AI Agent",
      "complexity": "Standard",
      "costLow": 20000,
      "costHigh": 60000,
      "timelineWeeks": "4-8",
      "teamSize": "3-5",
      "industries": [
        "SaaS",
        "E-commerce",
        "Healthcare",
        "Fintech"
      ],
      "includedDeliverables": [
        "Multi-step agent orchestration",
        "Observability dashboard",
        "Error recovery workflows",
        "5-8 tool integrations",
        "Evaluation suite"
      ],
      "techStack": [
        "LangGraph",
        "OpenAI GPT-4o",
        "LangSmith",
        "Python",
        "FastAPI",
        "PostgreSQL"
      ]
    },
    {
      "projectType": "Custom AI Agent",
      "complexity": "Enterprise",
      "costLow": 60000,
      "costHigh": 200000,
      "timelineWeeks": "8-16",
      "teamSize": "5-10",
      "industries": [
        "Healthcare",
        "Fintech",
        "SaaS"
      ],
      "includedDeliverables": [
        "Multi-agent system",
        "Production guardrails and safety controls",
        "Compliance (HIPAA/SOC2)",
        "Human-in-the-loop workflows",
        "Full observability",
        "Load-tested deployment"
      ],
      "techStack": [
        "LangGraph",
        "CrewAI",
        "OpenAI GPT-4o",
        "Anthropic Claude",
        "LangSmith",
        "Python",
        "FastAPI",
        "Docker",
        "Kubernetes"
      ]
    },
    {
      "projectType": "AI Integration",
      "complexity": "Basic",
      "costLow": 8000,
      "costHigh": 18000,
      "timelineWeeks": "2-3",
      "teamSize": "1-2",
      "industries": [
        "SaaS",
        "E-commerce"
      ],
      "includedDeliverables": [
        "LLM API integration",
        "Prompt engineering",
        "1-2 API endpoints",
        "Documentation"
      ],
      "techStack": [
        "OpenAI GPT-4o",
        "Client stack",
        "REST APIs"
      ]
    },
    {
      "projectType": "AI Integration",
      "complexity": "Standard",
      "costLow": 15000,
      "costHigh": 40000,
      "timelineWeeks": "3-6",
      "teamSize": "2-4",
      "industries": [
        "SaaS",
        "E-commerce",
        "Fintech"
      ],
      "includedDeliverables": [
        "Multi-endpoint AI features",
        "Evaluation framework",
        "Caching layer",
        "Rate limiting",
        "Performance benchmarks"
      ],
      "techStack": [
        "OpenAI GPT-4o",
        "LangChain",
        "Redis",
        "Client stack",
        "REST APIs"
      ]
    },
    {
      "projectType": "AI Integration",
      "complexity": "Enterprise",
      "costLow": 40000,
      "costHigh": 100000,
      "timelineWeeks": "6-12",
      "teamSize": "4-6",
      "industries": [
        "Healthcare",
        "Fintech",
        "SaaS"
      ],
      "includedDeliverables": [
        "Multi-model routing",
        "Compliance integration",
        "Performance optimization",
        "Fallback strategies",
        "Monitoring and alerting",
        "Load testing"
      ],
      "techStack": [
        "OpenAI GPT-4o",
        "Anthropic Claude",
        "LangChain",
        "Redis",
        "Client stack",
        "Docker"
      ]
    },
    {
      "projectType": "AI Workflow Automation",
      "complexity": "Basic",
      "costLow": 5000,
      "costHigh": 12000,
      "timelineWeeks": "1-2",
      "teamSize": "1-2",
      "industries": [
        "E-commerce",
        "SaaS"
      ],
      "includedDeliverables": [
        "Single automated workflow",
        "LLM-powered processing",
        "Basic monitoring dashboard"
      ],
      "techStack": [
        "n8n",
        "OpenAI GPT-4o",
        "Python"
      ]
    },
    {
      "projectType": "AI Workflow Automation",
      "complexity": "Standard",
      "costLow": 8000,
      "costHigh": 25000,
      "timelineWeeks": "2-4",
      "teamSize": "2-3",
      "industries": [
        "SaaS",
        "E-commerce",
        "Fintech"
      ],
      "includedDeliverables": [
        "Multi-step workflows",
        "Error handling and retry logic",
        "Integration with existing tools (CRM, email, databases)",
        "Monitoring dashboard"
      ],
      "techStack": [
        "n8n",
        "Temporal",
        "OpenAI GPT-4o",
        "Python",
        "PostgreSQL"
      ]
    },
    {
      "projectType": "AI Workflow Automation",
      "complexity": "Enterprise",
      "costLow": 25000,
      "costHigh": 75000,
      "timelineWeeks": "4-8",
      "teamSize": "3-5",
      "industries": [
        "Healthcare",
        "Fintech"
      ],
      "includedDeliverables": [
        "Custom orchestration engine",
        "Compliance audit trail",
        "SLA monitoring",
        "Multi-system integration",
        "Failover and recovery",
        "Performance optimization"
      ],
      "techStack": [
        "Temporal",
        "OpenAI GPT-4o",
        "Python",
        "FastAPI",
        "PostgreSQL",
        "Docker"
      ]
    },
    {
      "projectType": "AI Managed Team",
      "complexity": "Basic",
      "costLow": 12000,
      "costHigh": 15000,
      "timelineWeeks": "Monthly",
      "teamSize": "2-3",
      "industries": [
        "SaaS",
        "E-commerce"
      ],
      "includedDeliverables": [
        "1 AI Engineer + 1 QA + Tech Lead",
        "Bi-weekly sprints with demos",
        "Slack/Teams access",
        "Monthly progress reports"
      ],
      "techStack": [
        "Full stack as needed",
        "Jira/Linear integration"
      ]
    },
    {
      "projectType": "AI Managed Team",
      "complexity": "Standard",
      "costLow": 20000,
      "costHigh": 30000,
      "timelineWeeks": "Monthly",
      "teamSize": "3-5",
      "industries": [
        "SaaS",
        "E-commerce",
        "Healthcare",
        "Fintech"
      ],
      "includedDeliverables": [
        "2 AI Engineers + 1 QA + Tech Lead",
        "Bi-weekly sprints with demos",
        "Priority Slack/Teams access",
        "Weekly syncs",
        "Monthly progress reports"
      ],
      "techStack": [
        "Full stack as needed",
        "Jira/Linear integration",
        "GitHub integration"
      ]
    },
    {
      "projectType": "AI Managed Team",
      "complexity": "Enterprise",
      "costLow": 30000,
      "costHigh": 60000,
      "timelineWeeks": "Monthly",
      "teamSize": "5-10",
      "industries": [
        "Healthcare",
        "Fintech",
        "SaaS"
      ],
      "includedDeliverables": [
        "3 AI Engineers + 1 QA + 1 DevOps + Tech Lead",
        "Bi-weekly sprints with demos",
        "Dedicated Slack channel",
        "Daily standups",
        "Dedicated PM",
        "Monthly executive reports"
      ],
      "techStack": [
        "Full stack as needed",
        "Jira/Linear integration",
        "GitHub integration",
        "CI/CD pipeline management"
      ]
    }
  ]
}