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AI intake for services businesses.

An end-to-end blueprint for automating lead intake, qualification and proposal drafting — with evals and guardrails.

Malik Cheng 12 minJan 2026 Share Save
Category
AI & Automation
Author
Malik Cheng
Published
Jan 2026
Reading time
12 min

An end-to-end blueprint for automating lead intake, qualification and proposal drafting — with evals and guardrails. This is where the long-form essay begins — in the real publication this section holds carefully edited paragraphs, pull quotes, callouts and code blocks. The structure is intentionally editorial: wide margins, generous line-height, and a reading rhythm that respects the audience.

01. Where to start

Every section in a Flowex resource is written to stand alone. Here we'd expand on where to start with a real example from a client engagement, a diagram of the pattern, and a short list of pitfalls to avoid.

"The best essays feel like conversations with a senior operator. That's the bar."

02. Intake schema

Every section in a Flowex resource is written to stand alone. Here we'd expand on intake schema with a real example from a client engagement, a diagram of the pattern, and a short list of pitfalls to avoid.

"The best essays feel like conversations with a senior operator. That's the bar."

03. LLM chain

Every section in a Flowex resource is written to stand alone. Here we'd expand on llm chain with a real example from a client engagement, a diagram of the pattern, and a short list of pitfalls to avoid.

"The best essays feel like conversations with a senior operator. That's the bar."

04. Guardrails

Every section in a Flowex resource is written to stand alone. Here we'd expand on guardrails with a real example from a client engagement, a diagram of the pattern, and a short list of pitfalls to avoid.

"The best essays feel like conversations with a senior operator. That's the bar."

05. Evals

Every section in a Flowex resource is written to stand alone. Here we'd expand on evals with a real example from a client engagement, a diagram of the pattern, and a short list of pitfalls to avoid.

"The best essays feel like conversations with a senior operator. That's the bar."
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AIAutomationOps
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