Your AI workforce

Use AI automation to move low-value repetitive work off your team’s plate and expand capacity for the work that drives growth.

Get Your AI Snapshot

Everything we do starts with an AI Snapshot.It clarifies what we're solving, who's responsible, and any limitations.

Real people stay customer-facing

Customer relationships, sensitive decisions, and brand voice stay with your team.

Agents handle repeatable workflows

Your team focuses on work that moves the business forward.

Scale output, not headcount

Increase throughput without expanding repetitive workload or operating overhead.

AI Workforce Roles

High-value AI roles built to expand capacity and protect margin.

Each role is tied to clear business results: more throughput, less leakage, faster cash collection, and earlier exception handling, while important decisions remain with your team.

These workflows support your team, not replace it. They handle 24/7 monitoring and consistent repeatable execution while people keep customer relationships, judgment, and final decisions.

Most profitable examples we see

Highest margin impact tends to come from exception-heavy, high-throughput service businesses where revenue leakage hides across scheduling, fulfillment, and collections.

Home Services (Plumbing, HVAC, Electrical) Medical Practices (Non-Clinical Ops) Legal Practices Multi-location Service Businesses Field Service Teams

Growth & Revenue

Lead flow, handoffs, and conversion support across the revenue cycle.

Capacity

Campaign Optimization Assistant

Reports to: CMO / Head of Growth Profit lever: Campaign throughput + spend efficiency support Typical role: Performance Marketing Analyst ($55-105k)

Protects paid growth efficiency by applying pre-approved optimizations, and escalating both exceptions and high-upside opportunities for leadership review.

Integrations

Slack Teams Email

Boundary: Never makes net-new budget bets or strategy pivots without approval.

Capacity

Lead Intake & Enrichment Assistant

Reports to: Head of Sales / RevOps Profit lever: Pipeline coverage + handoff speed Typical role: Sales Development Representative ($45-90k)

Increases qualified pipeline volume by keeping list building, enrichment, outreach, and CRM handoff moving without gaps.

Integrations

Email Salesforce Slack Teams

Boundary: Never closes deals, sets pricing, or makes binding commitments.

Operations & Delivery

Execution reliability, routing, and follow-through across day-to-day operations.

Margin

Schedule Recovery Coordinator

Reports to: Operations Lead / Service Manager Profit lever: Booked revenue protection + schedule recovery Typical role: Scheduling Coordinator ($40-55k)

Helps teams work smarter by detecting no-show clusters, late-cancel gaps, and stalled rebooking queues early, then routing corrective actions before utilization slips.

Integrations

Email Salesforce Slack Teams

Boundary: Never overrides booking rules, commits service windows, or changes pricing without approval.

Margin

Listing Health Monitor

Reports to: Ecommerce / Marketplace lead Profit lever: Sellable uptime protection + peak revenue defense Typical role: Ecommerce Operations Specialist ($35-50k)

Monitors listing buyability around the clock, assembles evidence fast, and escalates fixes so hidden sellability gaps do not compound into peak-season revenue loss.

Integrations

Slack Teams Email

Boundary: Never makes policy-sensitive commitments without approval.

Capacity

SLA & Retention Coordinator

Reports to: Operations / Engineering leader Profit lever: SLA adherence + churn-risk response speed Typical role: Support Operations Specialist ($50-75k)

Automatically scores and routes inbound requests by urgency, account tier, and response-time risk, drafts first responses, and flags churn-risk cases before customers feel delay.

Integrations

Jira Trello Slack Teams Email

Boundary: Never handles escalations or policy exceptions independently.

Margin

Commitment Follow-Through Coordinator

Reports to: COO / Head of Operations Profit lever: Execution reliability + margin discipline Typical role: Operations Manager ($70-125k)

Increases cross-functional follow-through by tracking commitments, automating reminders, and surfacing blockers before deadlines slip.

Integrations

Slack Teams Email Notion Sheets

Boundary: Never makes resourcing decisions, budget approvals, or people decisions.

Margin

Profit Improvement Agent

Reports to: COO / Finance Lead / Service Operations Lead Profit lever: Profit improvement + margin protection rules Typical role: Project Cost Analyst ($70-115k)

Improves job-level profit by comparing estimates with historical labor and material costs, rework patterns, and prior loss events before work is priced or approved.

Integrations

Email Salesforce Sheets

Boundary: Never approves pricing, credits, or policy exceptions without owner approval.

Margin

Collections Exception Coordinator

Reports to: Finance Lead / Operations Lead Profit lever: Cash acceleration + write-off prevention Typical role: Accounts Receivable Specialist ($55-90k)

Surfaces invoice disputes, aging exceptions, and recurring write-off patterns, then routes evidence-backed next steps to keep cash realization moving.

Integrations

Email Salesforce Sheets Slack Teams

Boundary: Never negotiates terms, approves write-offs, or makes legal commitments without owner approval.

Intelligence & Insights

Monitoring and analysis that support faster, clearer decisions.

Capacity

Data Insights Assistant

Reports to: Head of Analytics / Finance Profit lever: Decision velocity + reporting consistency Typical role: Data Analyst ($85-155k)

Helps teams understand performance faster by letting them talk to operational data in natural language, then surfacing clear insights and early anomaly alerts.

Integrations

Slack Teams Email Sheets

Boundary: Never changes source data or acts on findings without leadership review.

Margin

Market Trends Capitalizer

Reports to: CMO / Head of Marketing Profit lever: Demand-window capture + margin lift Typical role: Marketing Manager ($110-210k)

Helps you capture demand earlier by tracking trend shifts and competitor moves continuously, then preparing response drafts for fast approval before windows close.

Integrations

Slack Teams Email Notion

Boundary: Never publishes content or makes brand commitments without approval.

Don't see your workflow listed?

These are examples, not limits. We likely can build what you need, or have built a close variant already.

Get Your AI Snapshot

Benefits of an AI workforce

Give your team time back for higher-value work.

For repeatable internal workflows, scoped agents give your team time back, reduce manual overhead, and keep decision ownership with your people.

  • Lower operating profile

    For repeatable internal workflows compared with equivalent full-time role cost.

  • More team capacity

    Moves routine execution off your team so people can focus on strategy and stay present with customers.

  • Works for your business 24/7

    Agents can work at any hour to keep workflows moving within clear rules.

Money Impact

How an AI workforce saves money and protects margin.

Some workflows are best compared to the cost of hiring for similar work. Others are best measured by money leaks prevented, cash recovered, and demand captured faster.

How to read this section

  • • Cost comparison uses benchmark hiring ranges (U.S. BLS annual 25th–75th percentile) for repeatable execution work.
  • • Margin protection shows how money leaks and delays are measured with your current operating numbers.
  • • AI operating cost ranges are planning estimates and vary by workflow volume, model/provider, and rule strictness.
  • • Final economics are validated in AI Snapshot with your own operating data.

Cost comparison: versus hiring for similar work

Workflow roleCost to hire / yrSelf-hosted / yrSelf-hosted savings / yrManaged / yrManaged savings / yr
Campaign Optimization Assistant$55-105k$2.4-7.2k$48.8-102.6k$4.8-13.2k$42.8-100.2k
Lead Intake & Enrichment Assistant$45-90k$2.4-7.2k$35.8-85.6k$4.8-14.4k$28.6-83.2k
Data Insights Assistant$85-155k$3.6-9.6k$73.4-152.4k$7.2-18k$65-148.8k
SLA & Retention Coordinator$50-75k$1.2-4.2k$43.8-75.8k$2.4-7.2k$40.8-74.6k

Margin protection: money leaks prevented

Workflow rolePrimary value createdHow value is calculatedBaseline inputs to track
Listing Health Monitor Protects sellable uptime and limits revenue-at-risk during listing incidents. (orders at risk/hr x AOV x gross margin x hours recovered x recoverability) Buyable uptime, incident MTTR, hourly order volume (peak vs non-peak)
Schedule Recovery Coordinator Recovers service capacity and reduces leakage from schedule failures. (recovered appointments x contribution margin) + (overtime avoided) + (churn prevented) No-show rate, late-cancel fill rate, utilization, on-time arrival rate
Profit Improvement Agent Improves job-level profitability before pricing and execution issues compound. (jobs corrected x profit delta) + (rework leakage avoided) + (loss events prevented) Estimate vs actual labor/material, rework rate, prior loss patterns, inflation trend, target margin floor
Collections Exception Coordinator Improves cash realization and reduces avoidable write-offs. (recovered AR + write-offs avoided + financing-cost savings from DSO reduction) AR aging mix, DSO, dispute cycle time, write-off rate
Commitment Follow-Through Coordinator Reduces missed handoffs and deadline slippage across teams. (slips avoided x downstream cost avoided) + (rework reduction) Missed-commitment rate, blocker dwell time, rework hours
Market Trends Capitalizer Captures demand windows faster than manual monitoring cycles. (incremental conversions x gross margin) + (lost-opportunity reduction) Time-to-response, conversion delta, win-rate delta

Type A benchmark salaries are based on U.S. BLS OEWS May 2024 percentiles. Type B is measured from your own current operating data during AI Snapshot; outputs are planning inputs, not pricing commitments.

Where to Start First

Best first workflows for service teams

These are common starting points in service businesses. Each begins with a clear bottleneck, then adds focused automation while ownership stays with your team.

Priority 1

Contact routing

  • What this fixes: Shared inboxes and ticket queues where urgent requests get buried.
  • What the workflow does: Captures every inbound contact, classifies urgency and intent, and routes to the right owner quickly.
  • Human decision stays with: Escalations and customer-facing responses.

Priority 2

Schedule recovery

  • What this fixes: No-shows, late cancellations, and open dispatch windows that create avoidable overtime.
  • What the workflow does: Flags at-risk slots, drafts recovery actions, and routes them to the right queue.
  • Human decision stays with: Final schedule changes and customer commitments.

Priority 3

Quote follow-up

  • What this fixes: Open quotes and consult offers that stall because follow-up is inconsistent.
  • What the workflow does: Tracks pending quotes and appointments, sends timed follow-ups, and flags no-response accounts.
  • Human decision stays with: Final pricing, coverage decisions, and legal or clinical advice.

First 30 Days After Go-Live

What your team sees in the first month

Tasks that used to eat attention all day stop piling up. Your team spends less time chasing routine work and more time on opportunities, edge cases, and growth decisions.

Workflow 1

Backlog Clearing & Team Capacity

Queue stabilization and follow-through that gives your team time back for higher-value work.

Week 1

Backlog gets visible

Open contacts, tickets, and follow-ups move into one clear queue instead of scattered inboxes.

Week 2

Follow-through stabilizes

Commitment tracking and reminders keep callbacks, handoffs, and due dates from slipping.

Week 3

Queue clears faster

The queue shrinks because routine sorting and routing happen automatically and on time.

Week 4

Team time returns

Your team spends less time on tedious queue work and more time on escalations, customers, and strategic work.

Workflow 2

Growth Signals & Campaign Improvement

Continuous trend monitoring and rapid recommendation drafts so approved actions happen faster.

Week 1

Ideas surface early

Campaign and market trend workflows identify opportunities your team may otherwise miss.

Week 2

Insights become actions

Opportunities are translated into clear recommendations with owner, timing, and expected impact.

Week 3

Team reviews quickly

Leads review recommendations, choose what to run, and approve campaigns and workflow changes.

Week 4

Growth execution improves

The team acts on approved ideas faster, campaigns improve, and the business starts growing.

How to Engage

Choose the engagement model that fits your needs.

Discovery comes first. Build and managed evolution are optional follow-ons. If you only need senior guidance, use leadership-only Track B.

Track A — Implementation Engagements

012 weeks

Discovery Sprint (required)

Assess operations, identify agent opportunities, and deliver a prioritized roadmap with owners and constraints.

$7,500

Starting at, fixed fee

026–8 weeks

Architecture & Build (optional)

Design the framework, then deploy initial agents into production. Requires Discovery first.

$18,000

Starting at, fixed fee

03Ongoing

Managed Evolution (optional)

Operate and improve deployed agents, keep performance stable, and keep ownership + constraints current. Requires Build first.

$6,500/mo

Starting at, retainer + usage

Track B — Strategic Advisory

B10-hour minimum

Fractional AI Leadership, Hourly

Direct strategic access for priority roadmap decisions, system design choices, vendor evaluation, and leadership alignment when you need senior AI leadership without a full build engagement. Rate is set in intro based on the decisions needed, involvement level, and availability. Track A implementation pricing is fixed because scope and deliverables are clearly defined.

Learn about Fractional AI Leadership

Start with clarity, not commitment.

Our AI Snapshot gives you a clear view of where to start and what should wait.

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