Industry
AI for professional-services firms.
Accountants, consultants, and advisors sell time and judgment. AI shifts the ratio. More judgment delivered per billable hour, fewer hours lost to assembly, and proposals that go out in hours instead of days.
Where the money is leaking
Three places professional services businesses lose money every week.
Utilization gap
Senior staff bill 55 to 65% of their week. The other 35 to 45% goes to assembly work, internal Q&A, and reporting. Every point of utilization recovered on a partner is worth six figures a year.
Slow proposals
The average firm takes 5 to 10 business days to send a proposal. Close rate on proposals sent inside 48 hours is roughly double. The lag is almost always assembly, not judgment.
Reporting theater
Monthly and quarterly reports consume days of analyst time, most of which is copy-pasting from source systems. The client wants the narrative, not the assembly.
Highest-payback workflows
What AI does inside a professional services business.
- 01
Proposal and SOW drafting
The problem: Every new opportunity starts from a Word template. Analyst rebuilds pricing, assembles case studies, and drafts scope from scratch. Partner rewrites half of it anyway.
What we build: A drafting agent that takes intake notes and produces the first draft in your firm's voice, with pricing logic, relevant case studies, and scope pulled from prior engagements. Partner edits, does not rewrite.
Typical payback: Time to send drops from days to hours. Close rate up meaningfully on proposals sent inside 48 hours.
- 02
Client reporting and QBRs
The problem: Analysts spend two to five days per client per month assembling the report. The narrative is written last, under time pressure, by whoever is left standing.
What we build: A reporting pipeline that pulls from source systems, calculates the KPIs, and drafts the narrative in your firm's voice. Analyst reviews, not assembles.
Typical payback: Report cycle time cut 60 to 80%. Analyst capacity redirected to actual client work.
- 03
Intake and qualification
The problem: Prospects hit the site, book a call, and land in a partner's calendar with no context. First 15 minutes of every call is discovery you could have done asynchronously.
What we build: A structured intake agent that captures firmographics, project fit, and budget, and drafts a brief for the partner before the call starts. Bad-fit prospects triaged out.
Typical payback: Partner calendar reclaims 3 to 6 hours a week. Call-to-close rate up because bad-fit prospects don't hit the calendar in the first place.
- 04
Firm knowledge retrieval
The problem: Every deliverable, template, and memo the firm has ever produced lives in a folder someone has to remember. Junior staff ask senior staff instead of searching.
What we build: A firm-trained assistant grounded in your prior work, sanitized for confidentiality, with role-aware access. Ask a question, get the answer with citations to the source deliverable.
Typical payback: Senior time saved: 60 to 90 minutes per day. Junior ramp cut 30 to 50%.
- 05
Role-specific AI fluency
The problem: Partners have played with ChatGPT. Analysts have not. Nobody has connected AI to the actual deliverables the firm ships every week.
What we build: A curriculum by role, taught on your real deliverables. Partners on judgment and oversight, managers on drafting and review, analysts on assembly and research, ops on intake and reporting.
Typical payback: Firm-wide fluency in 6 to 8 weeks. Every downstream implementation adopts 2 to 3× faster.
Why now
The window matters more in professional services than most people realize.
Professional services is one of the industries where AI arbitrage is most visible and most temporary. Firms that shift assembly work to AI right now are quietly re-pricing to reflect their new cost structure. Clients notice inside two quarters. The firms that wait spend the same two quarters watching their competitors win the same proposals faster and cheaper. The audit tells you which two workflows have the highest utilization lift for your firm.
How we work with professional services businesses
Three steps, no long consulting engagement.
01
AI Profitability Audit
A 30-minute discovery, a written audit specific to your firm and practice areas, and a Zoom session with an engineer. Delivered in about a week.
02
First workflow in 4 to 6 weeks
Usually proposals or reporting, because both pay back inside the first client cycle. Built on your existing stack.
03
Scale by practice area
Add workflows and role training per practice area as they prove out. You never sign a long consulting engagement and can stop after any milestone.
Common questions
What professional services owners ask before booking.
- How do you handle client confidentiality?
- Every system runs on isolated inference with no training on your content and credentials owned by the firm. Client-specific data is scoped and access-controlled per engagement. For regulated clients we add additional controls before any of their data goes near a workflow.
- Won't AI drafts sound generic?
- Generic tools produce generic drafts. What we build is trained on your firm's actual voice, structure, and pricing logic, grounded in your prior deliverables. Partners edit, they do not rewrite. That is the difference between AI as a novelty and AI as leverage.
- We already have a tech stack. Do we have to replace it?
- No. We build on top of the tools you already run: your CRM, your project management, your document store, your billing system. Nothing about capturing the ROI requires a re-platform.
- How is this different from a big consultancy's AI practice?
- Big consultancies sell strategy decks and 18-month programs. We sell a $97 audit and a first workflow in production in 4 to 6 weeks. Our engineers build these systems every week for firms your size. No pilots that never reach production.
Book your professional services AI Profitability Audit.
An assessment call, a written audit tailored to your professional services business, and a Zoom session with one of our AI revenue engineers. $97, one time. Refunded in full if we can't find $97 of savings, efficiency, or new revenue inside your business.