u/Cezaris-1955

I’m building an AI automation system for small businesses (voice AI agents + SMS follow-ups + workflow automation).

Instead of using separate prompts, I want to create a single “master spec” that defines:

voice agent behavior (conversation flow, rules)

data extraction (name, business type, pain points)

output structure for SMS/CRM automation

integration flow (Vapi → webhook → external automation tool)

But I can’t find a clear standard for this.

Some people use system prompts, others use JSON schemas, agent frameworks, or workflow tools.

My questions:

Is there a standard way to structure this kind of “master spec” for AI agents?

Should this be treated like software architecture, prompt engineering, or workflow design?

Any examples of production-level AI agent specs or templates?

I’m trying to avoid prompt sprawl as I scale multiple agents.

Any advice or real-world examples would hel

I’m building an AI automation system for small businesses (voice AI agents + SMS follow-ups + workflow automation).

Instead of using separate prompts, I want to create a single “master spec” that defines:

voice agent behavior (conversation flow, rules)

data extraction (name, business type, pain points)

output structure for SMS/CRM automation

integration flow (Vapi → webhook → external automation tool)

But I can’t find a clear standard for this.

Some people use system prompts, others use JSON schemas, agent frameworks, or workflow tools.

My questions:

Is there a standard way to structure this kind of “master spec” for AI agents?

Should this be treated like software architecture, prompt engineering, or workflow design?

Any examples of production-level AI agent specs or templates?

I’m trying to avoid prompt sprawl as I scale multiple agents.

Any advice or real-world examples would help

I’m building an AI automation system for small businesses (voice AI agents + SMS follow-ups + workflow automation).

Instead of using separate prompts, I want to create a single “master spec” that defines:

voice agent behavior (conversation flow, rules)

data extraction (name, business type, pain points)

output structure for SMS/CRM automation

integration flow (Vapi → webhook → external automation tool)

But I can’t find a clear standard for this.

Some people use system prompts, others use JSON schemas, agent frameworks, or workflow tools.

My questions:

Is there a standard way to structure this kind of “master spec” for AI agents?

Should this be treated like software architecture, prompt engineering, or workflow design?

Any examples of production-level AI agent specs or templates?

I’m trying to avoid prompt sprawl as I scale multiple agents.

Any advice or real-world examples would hel

I’m building an AI automation system for small businesses (voice AI agents + SMS follow-ups + workflow automation).

Instead of using separate prompts, I want to create a single “master spec” that defines:

voice agent behavior (conversation flow, rules)

data extraction (name, business type, pain points)

output structure for SMS/CRM automation

integration flow (Vapi → webhook → external automation tool)

But I can’t find a clear standard for this.

Some people use system prompts, others use JSON schemas, agent frameworks, or workflow tools.

My questions:

Is there a standard way to structure this kind of “master spec” for AI agents?

Should this be treated like software architecture, prompt engineering, or workflow design?

Any examples of production-level AI agent specs or templates?

I’m trying to avoid prompt sprawl as I scale multiple agents.

Any advice or real-world examples would hel

Can I somehow make a ai voice agent and a chat bot without having a registered business? Healp would be much appreciated.