Package 2 · Lesson 2 of 5
AI Intake Workflow Basics
GuideHerd Academy
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GuideHerd Academy gives your whole firm access to AI workflow training, prompt libraries, and workflow kits — updated as the tools evolve.
What intake automation can safely help with
Not every part of intake is a good fit for AI assistance. Some steps require professional judgment that no AI tool should replace. But a significant portion of intake work is information handling — gathering, organizing, flagging, and routing — and that is exactly where AI tools can reduce friction without adding risk.
The five areas below are where AI assistance is well-suited to intake workflows at professional firms. Each has clear limits. Know both sides.
Reminder: Every output described in this lesson is a draft for human review. Nothing goes to a client or into a file without a qualified staff member or professional reading and approving it first.
1. Intake summary
When a prospective client submits an intake form, sends an email, or leaves a voicemail, someone on your team has to read it and pull out the key facts. AI can do that first pass reliably if you give it the source material.
A good intake summary captures:
- Who the prospective client is and how they contacted you
- The matter type or service they are asking about
- Key dates mentioned (incident, deadline, filing date)
- Any parties they identified
- What they want from the firm
The AI produces a structured summary. A staff member reviews it, corrects any errors, and passes it to the attorney or intake coordinator. The AI saved time on the first pass; a person ensured accuracy.
What the AI does
Reads the intake notes you paste in and produces a structured summary with labeled fields. Does not add information that wasn't in the source material.
What a person does
Reviews the summary for accuracy, corrects errors, fills in anything the AI misread, and confirms the summary is ready to route internally.
2. Missing information flags
Intake forms are rarely complete. A prospective client forgets to include a date, omits a party name, or skips a field that your firm needs to evaluate the matter. Chasing that information takes time and follow-up.
AI can scan a completed intake summary and flag which standard fields are missing or unclear. You define what "complete" looks like for your firm — the AI checks against that definition.
- Missing contact information
- No incident or event date provided
- Matter type is unclear or ambiguous
- No opposing party identified (when relevant)
- Deadline or statute of limitations date not stated
The flag list goes to a staff member, who decides what follow-up is needed and how to handle it. The AI identifies gaps; the person decides what to do about them.
3. Urgency flags
Some intake submissions require same-day attention — an imminent filing deadline, a custody emergency, a regulatory deadline. Others can be processed in the normal queue. Sorting those correctly under volume pressure is where things get missed.
AI can scan intake notes for language that suggests urgency and surface those items for review. Useful signals include:
- Explicit dates within 48–72 hours
- Words like "urgent," "emergency," "deadline," "tomorrow," "statute of limitations"
- Descriptions of ongoing harm or immediate risk
- Court dates, hearing dates, or filing windows mentioned
Important limit: AI cannot determine whether a matter is actually urgent. It can flag language that suggests urgency. A qualified professional reviews every flagged item and makes the actual urgency determination. Do not rely on the AI to make triage decisions.
4. Conflict-screening preparation
Conflict screening is a professional responsibility that requires a qualified attorney. AI does not perform conflict checks, and this training does not support any workflow that bypasses that requirement.
What AI can do is prepare the information your attorney needs to run an efficient conflict check:
- Extract all party names from the intake notes
- List any entities or organizations mentioned
- Identify the matter type
- Note any relationships mentioned between parties
This preparation list — a structured extract of names and relationships from the intake — goes to the attorney handling conflicts. The attorney runs the actual check against your firm's records and makes all conflict decisions. The AI did the organizational work; the attorney did the professional work.
What this is
An organized list of names, entities, and relationships extracted from intake notes to support the attorney's conflict review process.
What this is not
A conflict check. A conflict clearance. A determination that no conflict exists. Those decisions belong to a qualified attorney.
5. Draft acknowledgment for review
When a prospective client reaches out, a prompt acknowledgment is both good client service and a professional expectation at most firms. Drafting a short, accurate, non-committal acknowledgment for each intake takes time when you have volume.
AI can produce a draft acknowledgment that:
- Confirms receipt of the inquiry
- States that the matter is under review
- Gives a realistic timeline for follow-up
- Does not commit to representation
- Does not create an attorney-client relationship
- Does not provide any legal advice or opinion
The draft goes to a staff member or attorney for review and approval. They edit as needed and send. The AI saved drafting time; the person ensured the communication was accurate and appropriate before it left the firm.
Non-negotiable: Draft acknowledgments are never sent automatically. Every draft acknowledgment produced by AI is reviewed and approved by a qualified person at your firm before it reaches a prospective client.
Putting it together: the intake flow
When these five components are sequenced correctly, a well-structured AI-assisted intake looks like this:
- Intake arrives (form, email, voicemail transcript)
- AI produces structured summary → staff review
- AI flags missing information → staff routes follow-up
- AI flags urgency language → professional makes triage decision
- AI prepares conflict-screening list → attorney runs conflict check
- AI produces draft acknowledgment → staff or attorney approves and sends
At every step, a human is in the loop. The AI handles the structuring, scanning, and drafting. People handle the judgment, the decisions, and the approvals.