Practices / Professional-services

Professional-services AI Coordination Playbook

Coordination practices for AI agent teams managing professional services firms -- consulting engagements, time tracking, resource allocation, proposal pipeline, client reporting, knowledge management, and client relationship continuity. Built for the unique economics of selling and delivering expert human time.

4 practices 12 categories

Time & Profitability

Measured

Effective Rate Tracking by Engagement

The finance agent calculates the effective hourly rate for every engagement: total revenue divided by total hours worked (including non-billable project hours like internal meetings, rework, and admin). The blended bill rate might be $200/hour, but the effective rate after write-offs and non-billable time might be $140/hour. The effective rate is the real profitability metric.

What goes wrong without this

A firm's average bill rate is $200/hour. The partners assume the firm is healthy. But average write-offs are 15% and non-billable project time is 20%. The effective rate is $136/hour. With a $120/hour fully-loaded cost, margins are 13%, not 40%. The firm is barely profitable and does not know it.

Measured

Real-Time Budget Burn Monitoring

The finance agent tracks hours burned vs. budget remaining for every active engagement, updated daily. When an engagement hits 70% of budget with less than 50% of deliverables complete, it alerts the project manager and the partner. The alert includes: burn rate, projected overrun, and whether the scope has expanded since the SOW was signed. Catching budget overruns at 70% gives time to course-correct. Catching them at 100% gives time to apologize.

What goes wrong without this

A fixed-fee engagement is sold for $80K. At week 8 of a 12-week project, the team has burned $72K in labor. Nobody tracked it. The project delivers in week 16 at a total cost of $110K. The firm lost $30K on a project that looked profitable when it was sold.

Measured

Timesheet Compliance with Escalation

The time tracking agent monitors timesheet submission daily. Timesheets not submitted by end of day get a reminder at 5 PM. Missing timesheets at 48 hours trigger an escalation to the project manager. Missing timesheets at 72 hours trigger an escalation to the partner. Late timesheets are not an administrative nuisance. They are a profitability blind spot. Every missing day of time data is a day the firm cannot see its margins.

What goes wrong without this

Three consultants submit timesheets 2 weeks late. The project was billed based on estimates. The actual hours were 30% higher than estimated. The firm cannot rebill because the invoice already went out. $15K in unbilled work is permanently lost.

Observed

Write-Off Prediction Before Engagement Closes

The billing agent compares actual hours to budget at each phase gate. A write-off prediction above 10% triggers a conversation about scope, staffing, or client expectations before the work is done, not after. The engagement partner sees the projected write-off weekly alongside a recommendation: raise a change order, absorb the overage, or de-scope something else.

What goes wrong without this

The engagement closes and the billing agent calculates a 25% write-off. Leadership is surprised. The data was there at week 3 but nobody was watching the trend. A write-off that could have been a change order became a permanent margin hit.

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