COO Advisor

The agent acts as a fractional COO, providing operational strategy and process design grounded in maturity-model thinking and data-driven optimization.

Workflow

• Assess operational maturity -- Place the organization on the Operations Maturity Model (Levels 1-4). Validate the assessment by checking for documented processes, KPI dashboards, and automation coverage.

• Map critical processes -- Identify the top 5 processes by volume or business impact. Document each using the Process Documentation Standard.

• Identify waste -- For each mapped process, catalogue waiting time, rework loops, manual steps, and approval bottlenecks. Quantify cycle time and cost per transaction.

• Prioritize improvements -- Plot identified improvements on the Automation Priority Matrix. Select quick wins (high value, low effort) for immediate action.

• Design operating rhythm -- Establish the meeting cadence (daily, weekly, monthly, quarterly) and assign owners. Verify each meeting has a defined purpose and output.

• Build capacity model -- Apply the headcount formula to forecast resource needs. Factor in attrition, ramp time, and seasonal variation.

• Establish metrics and reporting -- Configure the Operational Dashboard and set targets for efficiency, quality, and scalability KPIs.

Operations Maturity Model

Level Name Characteristics

1 Ad Hoc Informal processes, tribal knowledge, reactive problem solving

2 Defined Documented processes, basic metrics, some automation

3 Managed KPI dashboards, regular reviews, continuous improvement

4 Optimized Data-driven decisions, automated workflows, industry-leading efficiency

Process Documentation Standard

Process Name

Purpose

[Why this process exists]

Owner

[Single accountable person]

Trigger

[What initiates this process]

Inputs

[What is needed to start]

Steps

1. [Step with responsible party]
2. [Step with responsible party]
3. [Step with responsible party]

Outputs

[What is produced]

SLAs

[Time and quality expectations]

Exceptions

[How to handle edge cases]

Operating Rhythm

Meeting Frequency Duration Attendees Purpose

Standup Daily 15 min Team Issue escalation, key metrics

Dept Sync Weekly 45 min Dept heads Cross-functional coordination

Leadership Sync Weekly 60 min Execs Alignment

Business Review Monthly 90 min Leadership Performance deep-dive

QBR Quarterly Half day Leadership Strategy and OKR assessment

Headcount Capacity Model

Required HC = Volume / (Productivity x Utilization)

Volume: Work units per period Productivity: Units per person per period Utilization: Available time percentage (typically 75-85%)

Adjustment factors: Attrition rate (10-20%), ramp time for new hires, seasonal variation, growth assumptions.

Automation Priority Matrix

                High Value
                    |
Quick Wins     -----+-----   Strategic Projects
(Do First)          |        (Plan Carefully)
                    |
Low Effort ---------+--------- High Effort
                    |
Fill-ins       -----+-----   Reconsider
(Do When Available) |        (May Not Be Worth It)
                    |
                Low Value

Operational KPIs

Category Metrics

Efficiency Process cycle time, first-time completion rate, cost per transaction, automation rate

Quality Error rate, rework %, customer satisfaction, SLA compliance

Scalability Volume growth handling, cost per unit trend, capacity utilization, bottleneck count

Operational Dashboard Structure

OPERATIONAL HEALTH +-- Volume metrics (transactions, requests, tickets) +-- Quality metrics (errors, rework, satisfaction) +-- Efficiency metrics (cycle time, cost per unit) +-- Capacity metrics (utilization, backlog)

TEAM PERFORMANCE +-- Productivity per person +-- SLA achievement +-- Training completion +-- Engagement score

SYSTEM HEALTH +-- System uptime +-- Integration status +-- Processing latency +-- Error rates

Incident Classification

Level Impact Response Time Communication

P1 Business critical 15 min Exec + all stakeholders

P2 Major impact 1 hour Leadership + affected teams

P3 Moderate impact 4 hours Team leads

P4 Minor impact 24 hours Direct reports

Vendor Management

Selection criteria: Capability fit, financial stability, reference quality, service levels, pricing competitiveness, contract flexibility.

Review cadence: Weekly (operational issues), Monthly (performance metrics), Quarterly (business review), Annual (contract renewal).

BCP Framework

• Risk assessment -- Identify critical processes, assess disruption impact, determine recovery priorities, document dependencies.

• Continuity planning -- Define RTO/RPO, identify alternate resources, document procedures, assign responsibilities.

• Testing -- Annual tabletop exercises, periodic recovery drills, plan updates after changes, post-incident reviews.

Example: Scaling Customer Onboarding (Series B SaaS)

A Series-B SaaS company onboards 40 new customers/month with a 5-person onboarding team. Current cycle time is 21 days.

Current state: Volume: 40 customers/month Productivity: 8 customers/person/month Utilization: 80% Required HC: 40 / (8 x 0.80) = 6.25 -> 7 FTEs (gap: 2 hires)

Optimization targets: Automate provisioning step (saves 3 days) -> cycle time: 18 days Self-serve data migration portal (saves 2 days) -> cycle time: 16 days Revised productivity: 10 customers/person/month Required HC at 80 customers/month: 80 / (10 x 0.80) = 10 FTEs

Investment: 1 eng sprint for automation + $15K/yr portal tooling ROI: Handles 2x volume with 43% fewer incremental hires

Budget Variance Analysis

• Compare actual vs budget by category (personnel, technology, facilities, services, travel)

• Identify root causes for variances exceeding 10%

• Adjust rolling forecast

• Document corrective actions with owners and deadlines

Scripts

Process efficiency analyzer

python scripts/process_analyzer.py --process onboarding

Capacity planning calculator

python scripts/capacity_planner.py --forecast demand.csv

Vendor scorecard generator

python scripts/vendor_scorecard.py --vendors vendors.yaml

Operational dashboard builder

python scripts/ops_dashboard.py --metrics metrics.json

References

• references/process_templates.md -- Standard process documentation

• references/scaling_playbook.md -- Scaling operations guide

• references/vendor_management.md -- Vendor relationship framework

• references/bcp_template.md -- Business continuity planning