AI for professional services firms: proposals, reporting and knowledge
Proposals stop eatingeveryone's evenings.
Professional services firms sell expertise by the hour, which means every hour a senior person spends on proposals, status reports or hunting for a past deliverable is inventory thrown away. The systems that pay for themselves fastest are proposal and RFP response drafting, compliance and quality checks, internal knowledge search, and reporting that populates itself from real work product.
These firms share one condition: the knowledge that makes the firm valuable is undocumented and lives in the people who are already the busiest. Our engagements start by watching those people work, because the rules that matter are usually the ones nobody wrote down.
We have built this for engineering, manufacturing, agency and multi-site retail teams. The pattern holds across all of them.
The conditions this work is for.
RFP season takes your principals off the board
A good opportunity lands and two senior people disappear for two weeks. The content mostly exists already in past proposals, project data and current rates. What they are really doing is assembly.
The licensed signature is a rushed one
The P.Eng., the CPA, the partner signs off after a review they know was not as thorough as it should have been, because the deadline was yesterday. Automated checks catch what a tired human misses, so the signature means what it is supposed to mean.
Status reporting quietly corrodes trust
Staff round progress up into a system everyone knows produces soft numbers, managers play detective, and leadership makes decisions on fiction. Progress pulled from actual work product ends the game.
The spreadsheet only one person can maintain
A calculation workbook that runs a real part of the business, understood by exactly one employee. When they leave, you find out how much of the firm was inside it.
Account managers stopped chasing forms and started doing the work they were hired for.
Digital marketing agency. 50 to 100 people.
A 50 to 100 person agency, where the work that lost clients was happening in the first two weeks of every engagement.
Priced against your budget, not our hours.
- Flat rate, scoped in writing before we start. No hourly billing, no overrun charges, no mid-project upsell.
- Engagements run $12K to $100K or more. The number depends on what we are building, not on how long it takes us.
- Pricing is tied to a line item in your budget. If you spend a known amount on proposal writing or contract review each year, that number is the target. If the system does not move it, we failed.
- Six weeks from kickoff to a working system, with 50+ hours spent inside your firm before anyone writes code.
Scope and price are written down after the first two phases and reviewed by you. If we cannot agree on both, we do not start.
What people ask before they hire us.
Which professional services firms is this for?
Engineering and architecture practices, accounting firms, agencies, consultancies and specialist manufacturers, usually 20 to 500 people. The common thread is not the sector, it is that the firm's expertise is undocumented and the bottleneck is a person rather than a tool.
Can AI write our proposals and RFP responses?
It can produce a strong first draft from your past proposals, project data and current rates, which is where most of the hours go. Your people still shape the strategy, the pricing and the client-specific argument, because that is the part that wins. Firms we have built for kept the same win rate while getting their evenings back.
How do you handle compliance and regulated sign-off?
The system checks, a qualified person signs. We encode the standards your firm applies, flag deviations with the clause or code section attached, and log what was checked and when. That log is often worth as much as the time saved, because it turns a rushed review into something auditable.
Our team has been burned by a software rollout before. Why is this different?
Because we spend 50+ hours watching how people work before building, and because we build beside your existing tools rather than demanding everyone move. The rollouts that fail are the ones where the software was right and the fit was wrong. We show people how it removes their least favorite task, not their job.
What do we need to have ready before starting?
Access to the documents and systems involved, and two or three people willing to be watched while they work. No data cleanup, no AI strategy, no internal champion campaign. If your firm can name the budget line that hurts, that is enough to start scoping.
AI consulting, Toronto
The general engagement. Six weeks, flat rate, a working system rather than a roadmap.
AI for law firms
Contract review, precedent search and intake, built on your firm's own documents and standards.
AI for real estate
Deal documents, offering memoranda, listing workflows and market research, built on your own deal history.
Tell us where the work is stuck.
The first conversation is a diagnosis, not a pitch. If you do not need us, we will tell you that instead.
Start a conversation