
I run operations, finance, analytics, and process improvement for a 400-person professional services firm—functions that used to require a team of 6. AI is the multiplier that makes it possible.

Automated financial close cutting 12 business days to 3
The monthly close required manual data pulls from 7 systems, reconciliation across 14 cost centers, and narrative explanations for the board. The finance team of 3 spent half the month just closing the previous month.
Automate monthly close from 12 business days to 3 days freeing team for analysis
Built n8n workflows to pull data from NetSuite, Salesforce, and HRIS into Airtable. Claude generates variance analyses, identifies anomalies, and drafts the board narrative. Looker dashboards provide real-time visibility so the team isn't waiting for end-of-month reports.
Monthly close went from 12 business days to 3, freeing the finance team for forward-looking analysis. Board reported higher confidence in financial data quality.

AI resource allocation model driving $2.1M in additional revenue
Meridian's consultants were either overbooked (burnout) or underutilized (revenue loss). Resource allocation was done in spreadsheets by a single ops manager using gut feel and relationships.
Improve consultant utilization from 68% to 84% generating $2.1M annual revenue
Created an Airtable-based resource management system with n8n integrations to project management tools. Claude analyzes skills, availability, project requirements, and historical performance to recommend optimal staffing. Looker dashboards show real-time utilization by team, skill, and office.
Billable utilization improved from 68% to 84%, representing approximately $2.1M in additional annual revenue. Employee satisfaction scores for workload fairness increased 23 points.

Vendor management automation saving $340K in procurement costs
Meridian worked with 200+ vendors with no centralized tracking. Contracts auto-renewed without review, pricing wasn't benchmarked, and spend was fragmented across departments.
Automate vendor management and renegotiation saving $340K annually cutting 18% from costs
Consolidated all vendor data into Airtable with n8n pulling contract terms, spend data, and renewal dates. Claude analyzes contracts for unfavorable terms, benchmarks pricing against industry standards, and generates renegotiation briefs before each renewal. Automated alerts for upcoming renewals 90 days out.
Saved 18% on vendor costs in the first year ($340K), renegotiated 12 contracts with better terms, and eliminated 8 redundant vendor relationships.

Client health scoring model saving $1.8M in at-risk accounts
Meridian was losing 15% of clients annually but had no early warning system. Account managers only learned about issues when clients threatened to leave or didn't renew.
Reduce client churn from 15% to 10.3% saving $1.8M in annual recurring revenue
Built a health score model in Looker that combines engagement metrics (meeting attendance, response times, NPS), project metrics (timeline adherence, budget usage), and relationship signals (stakeholder changes, complaint frequency). Claude generates weekly account risk summaries and suggests proactive interventions.
Client churn dropped from 15% to 10.3% in the first year. Early intervention saved 7 accounts worth $1.8M in annual revenue.

Compliance automation replacing 2 FTEs with 10 hrs/quarter
Meridian's regulatory compliance required quarterly reports to 3 bodies, each with different formats and data requirements. Two full-time analysts spent most of their time on data gathering and report formatting.
Created n8n pipelines that aggregate compliance data from HR, finance, and project systems into Airtable. Claude transforms raw data into each regulator's required format and generates the narrative sections. Automated submission reminders and audit trail logging.
Compliance reporting went from requiring 2 dedicated FTEs to 10 hours/quarter of review. Both analysts were reallocated to higher-value strategic work. Zero compliance findings in the next 2 audit cycles.

Daily KPI dashboard eliminating weekly all-hands meetings
Leadership spent 3 hours every Monday in a status update meeting where department heads read metrics off slides. Half the room was checked out and the metrics were always a week stale.
Connected all operational data sources to Looker via n8n. Claude generates a daily written brief highlighting metric changes, anomalies, and recommended actions. Department heads get auto-tagged on metrics in their domain. Async comments replace synchronous discussion.
Eliminated the weekly all-hands (recovering 120+ person-hours/month) and leadership reported making faster decisions with daily data vs. weekly snapshots.

Real-time profitability tracking uncovering $800K in scope creep
Project margins varied wildly (from -5% to 45%) but no one could explain why. Finance saw the numbers after the fact and project managers had no real-time visibility into budget burn.
Built an Airtable model that tracks time entries, expenses, and change orders against original project budgets in real time. Claude analyzes burn rate patterns and flags projects heading for overrun before they hit the danger zone. n8n syncs data from the time tracking system hourly.
Identified $800K in untracked scope creep across active projects. Average project margin improved from 22% to 31% in 2 quarters by catching overruns early.
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