AI agents for professional services: first drafts in hours, judgment where it pays
KOI AI deploys governed agents for the repeatable knowledge work inside consulting, accounting, legal, engineering, and advisory firms: research synthesis, first drafts of proposals and memos in the firm's voice, structured client intake, and engagement reporting. A named professional reviews and owns every output. In a published engagement, a mid-size professional-services firm cut research and drafting time by 51%, moved proposal turnaround from a week to two days, and lifted its win rate by nine points.
What agents do in professional services
Research synthesis
Gathers and summarizes source material with its citations, so a professional starts from a brief rather than a blank page.
First drafts of proposals and memos
Structured first drafts in the firm's voice, built from your templates and prior work, for a professional to sharpen.
Structured client intake
Captures a new client's information into a clean brief before the first meeting.
Engagement reporting
Drafts status updates and reports from time, task, and document data for the engagement lead to approve.
Knowledge retrieval
Finds and summarizes the firm's prior work on a question, within the confidentiality boundaries you set.
Proposal assembly
Assembles a proposal from approved content blocks and the intake brief, for the partner to finish.
The systems agents work in
- ◆Document management
- ◆CRM
- ◆Time and billing
- ◆Knowledge bases and templates
Approval and risk controls
- ◆A named professional reviews and owns every output. Nothing goes to a client without sign-off.
- ◆Drafts carry their sources, so review is checking rather than redoing.
- ◆Confidentiality boundaries are configured per client and engagement.
- ◆Every action is recorded on the accountability ledger.
What an engagement is measured on
- ◆Research and drafting cycle time
- ◆Proposal turnaround
- ◆Senior hours on client work
- ◆Proposal win rate
- ◆Intake completeness at the first meeting
What agents do not do here
- ◆Drafts are starting points. Professional judgment and liability stay with the firm.
- ◆Confidentiality obligations may limit which engagements can draw on shared sources.
- ◆Quality depends on the firm's own templates and prior work, which the agents learn from.
Cutting research and drafting cycle time in half with agent-assisted delivery
A professional-services firm put agents on its highest-volume work — research, first drafts, and client intake — and redeployed senior talent to the judgment clients pay for.
Read the case study and how the numbers were measured →- AI Readiness Assessment →
2 weeks
- AI Agent Implementation →
4–8 weeks to the first production agent
- Fractional AI Officer →
Ongoing, monthly
Questions from professional services buyers
Will the drafts sound like our firm?
They are built from your templates, your prior work, and your style, and a professional sharpens every draft before it goes anywhere. The first prototype shows you the voice before you commit.
What about client confidentiality?
Boundaries are configured per client and engagement, so an agent working on one matter does not draw on another's material unless you allow it. Every retrieval and draft is on the ledger.
Do our professionals have to review everything?
Yes. That is the model. The agents do the assembling and the professionals do the thinking, and the time saved is in the starting, not in the judgment.
Does this reduce headcount?
No. The published engagement redeployed senior time to client work and won more proposals. The value is hours out of research and drafting, not fewer people.
One process in your business, two business days.
Describe the task. Get a working agent before you spend anything.
Take the free assessment →