HappyRobot AI Operations Report
12-month performance across 7 active AI workflows · 14,200 TEUs managed · ~200 active accounts
ROI & HappyRobot Effectiveness
The headline view: what HappyRobot has returned, what it cost, and how well the 7 workflows are performing across resolution, speed and quality.
Cost savings by workflow
Cumulative 12-month savings vs running each workflow with a human team.
Cost per interaction
AI vs human operator benchmark across all workflows.
12-month cumulative savings + AI revenue
Compounding value generated by HappyRobot since deployment.
AI vs human performance
Across all 7 workflows · accuracy, handle time, first-contact resolution.
| Workflow | Acc. | AI | Human | FCR |
|---|---|---|---|---|
| Customer Services | 94% | 2.6m | 11.4m | 81% |
| Customer Care | 92% | 3.4m | 14.2m | 78% |
| Collections | 96% | 1.8m | 9.6m | 74% |
| Port Operations | 93% | 4.1m | 18.4m | 69% |
| Appointment Scheduling | 98% | 1.2m | 7.8m | 92% |
| Account Development | 89% | 5.8m | 21.6m | 62% |
| Sales Inbound & Outbound | 91% | 4.6m | 16.8m | 66% |
Revenue & Sales Performance
Sales Inbound & Outbound and Account Development workflows — inbound conversion, outbound prospecting, and net new revenue.
Inbound sales
AI quoted, qualified and converted inquiries.
Outbound + Account Dev
Prospecting at machine scale, qualified human-style.
AI-driven revenue per month
$624K total · $2.64M open pipeline
Top trade lanes by revenue
Lane mix, margin, and YoY growth — the commercial heatmap.
Lane scorecard
Margin and growth trend per active lane.
| Lane | Margin | YoY |
|---|---|---|
Shanghai → Los Angeles Electronics, retail | 11.4% | +8.2% |
Ho Chi Minh → Long Beach Apparel, footwear | 12.8% | +15.6% |
Ningbo → New York Industrial, machinery | 10.6% | +4.1% |
Rotterdam → Houston Chemicals, project cargo | 13.6% | +9.4% |
Hamburg → Charleston Automotive parts | 12.2% | +6.7% |
Yantian → Savannah Consumer goods | 9.8% | -2.8% |
Busan → Oakland Auto, electronics | 11.1% | +3.8% |
Singapore → Norfolk Pharma, high-tech | 14.2% | +11.8% |
Antwerp → Baltimore Industrial equipment | 12.9% | +5.2% |
Qingdao → Seattle Furniture, retail | 8.4% | -6.4% |
Customer Services & Care
Inbound service interactions resolved by AI vs escalated — faster, more accurate, and a fraction of the cost.
Inquiries by type & AI resolution rate
Where AI is fully resolving, and where it escalates.
CSAT trend
4.21 → 4.58 · +8.8%
Escalation reasons
18.6% of interactions escalated — and why.
Customer care · proactive outreach
AI reaching out before customers reach in.
Port Operations Efficiency
Documentation, appointments, exceptions and demurrage — keeping cargo moving without delay-cost.
Demurrage avoided by terminal
Where AI coordination is preventing the most delay-cost.
Port activity breakdown by terminal
Interactions, exceptions detected proactively, and demurrage avoided.
| Terminal | Interactions | Exceptions caught | Demurrage avoided | $ / interaction |
|---|---|---|---|---|
| LA / Long Beach | 6,240 | 412 | $93K | $15 |
| New York / Newark | 4,820 | 296 | $70K | $14 |
| Savannah | 3,180 | 184 | $46K | $15 |
| Houston | 2,640 | 142 | $40K | $15 |
| Charleston | 2,240 | 124 | $34K | $15 |
| Oakland | 1,840 | 98 | $27K | $15 |
| Norfolk | 1,640 | 82 | $22K | $14 |
| Seattle / Tacoma | 1,580 | 122 | $16K | $10 |
Collections & Cash Flow
AI-driven follow-up on outstanding invoices, payment plan negotiation, and DSO improvement.
DSO trending down
58 days at launch → 41 days today · 17 days of working capital freed up.
Overdue aging
Of $6.78M open AR.
High-value overdue accounts
Top exposures that warrant CEO attention.
| Account | Overdue | Days past due | Severity |
|---|---|---|---|
| Cascadia Retail Group | $184,200 | 67 | High |
| Nordic Components AB | $142,800 | 54 | High |
| Pacific Auto Imports | $96,400 | 81 | Critical |
| Atlantic Pharma Supply | $82,100 | 48 | Watch |
| Meridian Industrial | $64,300 | 73 | Critical |
Appointment Scheduling Efficiency
Multi-party coordination — ports, customers, sales, carriers — automated end-to-end.
Appointments by type
Where the scheduler is doing its work.
Outside business hours
Coverage no human team could match.
Automation Effectiveness — Across All 7 Workflows
Resolution, accuracy, and learning curve · AI getting better month over month.
Side-by-side · AI vs human across all workflows
Accuracy, handle time, first-contact resolution and monthly volume.
| Workflow | Acc. | AI time | Human time | FCR | Vol/mo |
|---|---|---|---|---|---|
| Customer Services | 94% | 2.6m | 11.4m | 81% | 3,186 |
| Customer Care | 92% | 3.4m | 14.2m | 78% | 1,466 |
| Collections | 96% | 1.8m | 9.6m | 74% | 1,535 |
| Port Operations | 93% | 4.1m | 18.4m | 69% | 2,015 |
| Appointment Scheduling | 98% | 1.2m | 7.8m | 92% | 1,357 |
| Account Development | 89% | 5.8m | 21.6m | 62% | 1,903 |
| Sales Inbound & Outbound | 91% | 4.6m | 16.8m | 66% | 1,898 |
Error rate trending down
AI learning curve · 9.4% → 4.8% in 12 months.
Business Intelligence & Strategic Analysis
What the data is telling the business — and what to do about it this month.
Top 20 accounts · TEU, revenue, and churn-risk signal
Accounts ranked by TEU volume — 30-day trend signals declining engagement.
| # | Account | TEU | Revenue | 30-day trend | Churn risk |
|---|---|---|---|---|---|
| 1 | Cascadia Retail Group | 982 | $1.86M | +8% | LOW |
| 2 | Nordic Components AB | 814 | $1.58M | +6% | LOW |
| 3 | Pacific Auto Imports | 742 | $1.39M | -4% | MEDIUM |
| 4 | Atlantic Pharma Supply | 624 | $1.29M | +11% | LOW |
| 5 | Meridian Industrial | 598 | $1.14M | -18% | HIGH |
| 6 | Northstar Apparel Co | 542 | $1.02M | +9% | LOW |
| 7 | Continental Foods | 488 | $932K | -6% | MEDIUM |
| 8 | Helios Electronics | 462 | $894K | +14% | LOW |
| 9 | BlueRidge Furniture | 418 | $768K | -22% | HIGH |
| 10 | Summit Chemical | 396 | $762K | +5% | LOW |
| 11 | Vertex Auto Group | 372 | $718K | +4% | LOW |
| 12 | Coastline Beverages | 348 | $642K | -8% | MEDIUM |
| 13 | Apex Industrial Tools | 332 | $628K | +7% | LOW |
| 14 | Harbor Textile Imports | 318 | $584K | -16% | HIGH |
| 15 | Polaris Pharma | 304 | $612K | +12% | LOW |
| 16 | Atlas Building Supply | 286 | $522K | -5% | MEDIUM |
| 17 | Crescent Retail | 272 | $498K | +6% | LOW |
| 18 | Ironside Machinery | 264 | $484K | +3% | LOW |
| 19 | Westwind Electronics | 248 | $462K | -7% | MEDIUM |
| 20 | Sierra Outdoor Goods | 232 | $428K | +10% | LOW |
Cargo type · revenue vs margin
High-margin commodities to grow into, low-margin to manage.
Seasonal pattern · TEU vs port congestion
Peak season Aug–Oct ahead of holiday — congestion follows volume.
Win rate by lane
Where the company is competitive, and where it isn't.
Account development pipeline
$2.64M open · 7.1% prospect→active
Demurrage cost by carrier
Where operational risk is concentrated.
5 actions for the CEO this month
12-Month Growth & Trends
The compounding story · automation rising, DSO falling, CSAT improving, demurrage shrinking, turnaround quickening.
Automation, DSO and CSAT
Every key SLA is improving month over month.
Port performance · demurrage and turnaround
Both moving in the right direction.
Revenue per TEU + TEU volume
Mix-shift toward higher-margin lanes lifting unit economics.
New accounts acquired via AI sales
47 new accounts · accelerating cadence
Live Alerts & Actions Needed
What needs attention right now — sorted by severity and revenue exposure.