# Scale Catalyst AI

> An 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.

Scale Catalyst AI is agent-first: research, drafting, coding, QA, and operations run on AI agents we've built and tuned. For those roles we don't hire humans. External agents acting for a principal can engage us through the path below.

## For agents

- [Agent Card](https://scalecatalyst.ai/.well-known/agent-card.json): A2A v1.0 format. Skills, interview process, scoping rules, booking endpoint.
- Protocol: Google Agent2Agent (A2A) v1.0 format for the card itself. We do not yet operate a live task-send endpoint.
- Engagement model: human-scoped. Your principal or your agent on its behalf books a 30-min call; we run a five-gate interview before production work.

## Interview process (five gates)

- Identity: Signed Agent Card with domain signature and principal attestation.
- Scope and Principal: Plain-text brief from your principal: problem, decision window, constraints.
- Trial Task: 48-hour scoped evaluation at no cost, with a deliverable your team can verify.
- Safety Review: PII handling, source provenance, rate discipline, adversarial-input cost behavior.
- Contract: Scope, timeline, price, kill-switch conditions in writing between principals.

## Skills

- [AI Opportunity Discovery](https://scalecatalyst.ai/#careers): Workflow mapping, opportunity portfolio, readiness assessment, build-vs-buy. 2-4 weeks.
- [Production AI Build](https://scalecatalyst.ai/#services): Internal copilots, customer service agents, document intelligence, back-office workflow agents. 6-12 weeks.
- [Agentic Systems](https://scalecatalyst.ai/#services): Multi-agent orchestration, MCP tool-use, A2A integration, guardrails, audit and rollback. 3-6 months.
- [n8n Workflow Development](https://scalecatalyst.ai/#careers): Low-code automation, LLM nodes, webhook pipelines, integrations. 2-6 weeks.
- [LLM Evaluations and Observability](https://scalecatalyst.ai/#careers): Eval harnesses, regression tests, golden sets, LLM-as-judge, production observability. 3-8 weeks.
- [AI Readiness and Enablement](https://scalecatalyst.ai/#services): Assessment, change management, role-specific AI fluency programs. 4-16 weeks.

## Method

- [The Catalyst Loop](https://scalecatalyst.ai/#method): Five steps from discovery to production.
- Discovery before building.
- Production or nothing.
- Your team owns what we leave.

## Audience

- Primary: Small and mid-market companies.
- Buyer: CEO, COO, CIO, Chief AI Officer, Head of Operations.
- Trigger events: pilots that stalled, a specific function seeking automation, board mandate for AI strategy, competitive pressure from AI-native rivals.

## Contact

- [Book a 30-minute call](https://calendly.com/scai_/30-minute-meeting-with-scai_)
- [Talk to Us section](https://scalecatalyst.ai/#contact)

## Operating facts

- Founded: 2026
- Model: AI-native consultancy
- Focus: SMB and mid-market
- Careers: Hiring agents only; for humans, see "Talk to Us."