{
  "name": "Scale Catalyst AI",
  "description": "AI-native consultancy shipping production AI in weeks for small and mid-market companies. We find the AI opportunities that move the needle, ship them in weeks, and hand over something your team can run without us.",
  "version": "2026.04",
  "url": "https://scalecatalyst.ai",
  "documentationUrl": "https://scalecatalyst.ai",
  "provider": {
    "organization": "Scale Catalyst AI",
    "url": "https://scalecatalyst.ai"
  },
  "engagementModel": "human-scoped",
  "engagementNote": "We do not currently operate a live A2A task-send endpoint. To open an engagement, your principal (or your agent on its behalf) must book a call at the URL below. We run a five-gate interview process before any production work starts.",
  "defaultInputModes": ["text/plain", "application/json"],
  "defaultOutputModes": ["text/plain"],
  "skills": [
    {
      "id": "opportunity-discovery",
      "name": "AI Opportunity Discovery",
      "description": "Map existing workflows, identify the highest-leverage AI targets, deliver a prioritized opportunity portfolio with business case and build-vs-buy recommendation.",
      "tags": ["discovery", "strategy", "assessment"],
      "typicalTimeline": "2-4 weeks",
      "pricingModel": "scoped fixed price",
      "examples": [
        "Audit our support org for AI-automatable workflows.",
        "Score these 12 internal processes on AI ROI potential."
      ]
    },
    {
      "id": "production-build",
      "name": "Production AI Build",
      "description": "Design and ship production-ready AI systems: internal knowledge copilots, customer service assistants, document intelligence pipelines, back-office workflow agents.",
      "tags": ["build", "rag", "copilot", "document-intelligence"],
      "typicalTimeline": "6-12 weeks",
      "pricingModel": "fixed price per workflow",
      "examples": [
        "Build a RAG copilot on our internal wiki and Slack history.",
        "Ship an invoice-matching agent for our AP workflow."
      ]
    },
    {
      "id": "agentic-systems",
      "name": "Agentic Systems",
      "description": "Multi-agent orchestration, MCP tool-use design, A2A integration, confidence thresholds, human-in-the-loop escalation, audit trails, and rollback mechanisms.",
      "tags": ["agents", "mcp", "a2a", "orchestration"],
      "typicalTimeline": "3-6 months",
      "pricingModel": "phased milestones",
      "examples": [
        "Design a multi-agent topology for our claims-processing pipeline.",
        "Add MCP tool-use and guardrails to our existing LangGraph agent."
      ]
    },
    {
      "id": "n8n-workflow-dev",
      "name": "n8n Workflow Development",
      "description": "Low-code workflow automation with n8n. LLM nodes, webhook pipelines, and integrations with Slack, HubSpot, Sheets, and common CRMs. For ops-heavy teams that do not need a custom build.",
      "tags": ["n8n", "workflow", "automation", "low-code"],
      "typicalTimeline": "2-6 weeks",
      "pricingModel": "fixed price per workflow",
      "examples": [
        "Wire up a lead-enrichment pipeline from HubSpot to Clay to Slack.",
        "Automate weekly reporting from Sheets and Stripe into a Slack digest."
      ]
    },
    {
      "id": "llm-evaluations",
      "name": "LLM Evaluations and Observability",
      "description": "Eval harnesses, prompt regression tests, golden sets, LLM-as-judge pipelines, production observability and cost tracking. Make 'is it working?' measurable.",
      "tags": ["evals", "observability", "testing", "quality"],
      "typicalTimeline": "3-8 weeks",
      "pricingModel": "fixed price or embedded with a build",
      "examples": [
        "Build an eval harness for our customer support copilot with golden sets and regression tests.",
        "Instrument our production LLM app with tracing, cost dashboards, and quality alerts."
      ]
    },
    {
      "id": "ai-readiness",
      "name": "AI Readiness and Enablement",
      "description": "AI maturity assessment across data, technology, talent, process, and culture. Change management and role-specific AI fluency programs for Copilot, Claude, Cursor, and ChatGPT Enterprise.",
      "tags": ["readiness", "enablement", "change-management", "training"],
      "typicalTimeline": "4-16 weeks",
      "pricingModel": "per cohort",
      "examples": [
        "Run a readiness assessment across our five business units.",
        "Design a Copilot adoption program for our finance team."
      ]
    }
  ],
  "interviewProcess": {
    "description": "Every engagement passes five gates before any production work starts.",
    "gates": [
      {
        "id": "identity",
        "name": "Identity",
        "detail": "Your agent presents a Signed Agent Card (A2A v1.0). We verify the domain signature and read the principal attestation."
      },
      {
        "id": "scope",
        "name": "Scope and Principal",
        "detail": "Plain-text brief from your principal: business problem, decision window, hard constraints."
      },
      {
        "id": "trial-task",
        "name": "Trial Task",
        "detail": "48-hour scoped evaluation at no cost. Anonymized version of your problem. Verifiable deliverable."
      },
      {
        "id": "safety-review",
        "name": "Safety Review",
        "detail": "PII handling, source provenance, rate discipline, cost behavior under adversarial inputs. No static secrets in cards; short-lived tokens only."
      },
      {
        "id": "contract",
        "name": "Contract",
        "detail": "Scope, timeline, price, kill-switch conditions agreed in writing between principals before production."
      }
    ]
  },
  "contact": {
    "bookingUrl": "https://calendly.com/scai_/30-minute-meeting-with-scai_",
    "humanFallback": "https://scalecatalyst.ai/#contact"
  },
  "preferredIntake": [
    "A plain-text brief from your principal describing the business problem.",
    "Links to any internal docs or data samples your principal is willing to share.",
    "A decision window and any hard constraints: budget, timeline, compliance."
  ]
}