AI Ops Audit // Leak Map

ELIMINATE THE BOTTLENECK FIRST. THEN MAP THE VALUE.

Tell us the task, handoff, report, or workflow your team wants gone. We identify the first bottleneck to eliminate, quantify the Total Business Impact, and turn the findings into a playbook for the rest of the operation.

SEQ_00 // Start Here

Start with the work your team already wants gone.

You do not need a giant AI initiative to know where the pain is. You need a clear first target, the business case behind it, and a practical path to remove it.

01

Name the Bottleneck

We focus on the task, handoff, report, or workflow your team already feels every week.

02

Measure What It Costs

We quantify the leak in money, time, and capacity so the priority is tied to business impact.

03

Know What Comes Next

You leave with the first fix, the wider opportunity map, and a 90-day sequence your team can act on.

SEQ_01 // What Else Is Left

The first bottleneck is the starting point. The audit shows what else is being left on the table.

One painful workflow gives us something tangible to inspect. Then we scan the surrounding operation across six dimensions to find where value can compound.

01

Start Tangible

Pick the workflow your team already knows is slow, expensive, or painful.

02

Trace the Cause

Follow the bottleneck through the systems, people, data, and decisions behind it.

03

Score the Operation

Use the six dimensions to see whether the issue is isolated or part of a larger pattern.

04

Prioritize the Upside

Turn the map into a practical next conversation: first fix, broader audit, or full playbook.

DIM_01

Use / Deployment Depth

How deeply AI is being used, not just how many tools are in play.

  • Level of experimentation vs operational use
  • Number of AI-driven workflows per function
  • Breadth across departments
DIM_02

Data & Infrastructure

Whether data and systems actually support AI.

  • Data accessibility and integration across systems
  • Data quality, freshness, and documentation
  • AI-ready infrastructure (compute, latency, APIs, analytics pipelines)
DIM_03

Workflow Integration

How tightly AI is embedded into real workflows, not just bolt-on tools.

  • Degree to which AI is inside core processes
  • Handoff between AI and human work
  • Level of automation vs manual override
DIM_04

Agent & Automation Sophistication

How mature the organization is at using agents, not just chat interfaces.

  • Use of autonomous or semi-autonomous agents
  • Tool-use patterns, multi-step reasoning, exception handling
  • Agent orchestration and monitoring
DIM_05

Operator Readiness

Whether the team can adopt, trust, and sustain the new way of working.

  • AI literacy across teams
  • Formal upskilling and enablement programs
  • Psychological safety and experimentation culture
DIM_06

Trust & Control

Controls, accountability, risk ownership, and auditability.

  • AI governance model and clear ownership
  • Policies, risk-tiering, audit trails, explainability
  • Bias, fairness, security, and privacy controls
Use / DeploymentData & InfraWorkflow IntegrationAgent SophisticationTalent & CultureGovernance & Risk3.82.11.61.22.90.8

Sample maturity profile // Illustrative

SEQ_01b // Operational Telemetry

What We Measure

Each dimension is grounded in concrete operational metrics — not abstract scores.

01Cycle time per core workflow
02Human touchpoints per process
03Error / rework rate
04Time spent on repetitive knowledge work
05Data availability & cleanliness
06Decision turnaround time
07Cost per process or per case
08Automation feasibility score
09Estimated AI value unlocked

Every metric is paired with a question: what is the operational friction, and where can AI remove or compress it?

SEQ_02 // Scoring Model

How We Score

Each dimension is scored 1-5 per function — Sales, Ops, Support, Product, Finance — creating a granular leak map across your entire operation.

1
2
3
4
5
Ad-hoc

No coordinated AI use.

Exploring

Some pilots. No measurement.

Consolidating

Some production use cases.

Embedded

Measured and optimized.

Scaled

Continuous improvement.

Example // Maturity Map Output
FunctionUse DepthDataWorkflowAgentsTalentGovernance
Sales322131
Operations232222
Support433322
Finance121113
Product343232

Illustrative example. Your leak map is based on your actual operations.

Function-Level Maturity Bars

Salesavg 2.3
4
Use
3
Data
2
Workflow
1
Agents
3
Talent
1
Gov.
Operationsavg 1.8
3
2
2
1
2
1
Supportavg 1.8
2
1
3
2
2
1
Financeavg 1.8
1
3
1
1
2
3
Productavg 2.3
3
2
1
2
4
2

Maturity scores by function // 1-5 scale // Sample

SEQ_03 // Deliverables

What You Get

Not a deck. Not a summary email. A set of artifacts you can actually use — whether you work with us or not.

DLV_01

Maturity Map

Visual showing where each function stands across all 6 dimensions. Not a single number — a map.

DLV_02

Workflow Bottleneck Map

Slow, error-prone, or manual-heavy processes identified and quantified by dollar impact.

DLV_03

AI Opportunity Heatmap

Each opportunity scored by business impact vs setup feasibility. Prioritized, not just listed.

DLV_04

Governance & Risk Findings

Gaps in controls, documentation, and accountability — before they become problems.

DLV_05

Metrics Baseline

Current KPIs — cycle time, error rate, labor cost — captured before and benchmarked for after.

DLV_06

90-Day Build Sequence

Which bottlenecks to remove first, what to build next, and how the value compounds.

Client Portal // Web + PDF

The output feels alive, not like a report collecting dust.

You get a secure portal with the leak map, playbook, baseline metrics, and PDF export. The first screen shows what to eliminate now. The deeper views show how that first win compounds into Total Business Impact.

Client Portal // Published Report
Northline Construction AI Ops Audit
Money Recovered
$418K
annualized opportunity
Time Returned
221h
monthly capacity
Capacity Unlocked
1.7x
estimator throughput
DLV_01
Maturity Map
DLV_02
Bottleneck Map
DLV_03
Opportunity Heatmap
DLV_04
Risk Findings
DLV_05
Metrics Baseline
DLV_06
90-Day Build Sequence
What to eliminate first

Bid leveling is the first leak to close.

$312K annualized leakage
FunctionUseDataFlowAgentsTeamTrust
Sales322232
Ops232222
Support433322
Finance121123
Product343232
Selected Finding

Estimator admin loop

Three senior estimators spend 18-22 hours each week normalizing subcontractor bids before they can compare scope, exclusions, and alternates.

Time
61 hrs/wk
Money
$6K/wk
Capacity
+38% bids
Proof speed
14 days
Next readout
Wednesday, 10:30 AM with CFO + Ops
Included
Web report, PDF, roadmap, evidence log

Sample // AI Opportunity Heatmap

Use
Data
Workflow
Agents
Talent
Governance
Sales
70
50
90
30
60
20
Operations
90
80
70
60
40
30
Support
60
30
80
90
50
20
Finance
40
70
50
20
30
80
Product
80
60
40
70
90
50
Low opportunity
High opportunity

AI Opportunity Heatmap // Sample output

The Problem Behind the Problem

Root Cause Analysis

Every surface-level symptom has a deeper operational cause. Most companies treat the symptom. We drill until we find the root.

The audit doesn't stop at “your margins are shrinking.” It asks why — then maps the AI opportunity hiding underneath.

“Having AI tools isn't the same as having AI working. The gap between adoption and real workflow ownership is where the losses hide.”

D0
Surface

"Our margins are shrinking"

D1
Layer 1

Invoice reconciliation takes 3 people and 2 weeks

D2
Layer 2

Billing data lives in 4 disconnected systems

ROOT
Root

No automated matching between POs, invoices, and change orders

Fix

Automated reconciliation — recovers $1.2M+ annually

AuditPlaybookFindingsActionsprioritizesequencecost + return
SEQ_04 // What Happens Next
AUDIT

Where you are

PLAYBOOK

What to do about it

The audit tells you where you're leaking. The Playbook tells you exactly what to fix, in what order, what it costs, and what it gives back. It shifts the conversation from “here’s what’s wrong” to “here’s the path to remove it.”

The Playbook is yours. You own it, full stop. Use it with FoxTrove, your own team, or another partner.

SEQ_05 // Entry Points

Two Ways In

Start with a focused look, or go deep from the beginning. Your call.

FOUNDER'S RATE
Tier_01

Leak Finder

$3,000$5,000

Founder's rate — ends June 1, 2026

Founder's rate slots9 of 20 remaining

1-2 weeks. A focused operational review around the task or workflow your team most wants gone. You get initial findings, key bottlenecks, and a clear picture of the Total Business Impact.

Standalone readout. A useful deliverable whether or not you build with FoxTrove.

BEST FIT
Tier_02

Full Audit + Playbook

$10-25K

3-6 weeks. Comprehensive six-dimension AI Ops Audit across your entire operation — every function, every workflow, every handoff. Plus the executable Playbook: what to eliminate first, what to build next, in what order.

You own it, full stop. Build with us, build with someone else, build yourself. The blueprint is yours.

Leak Finder fee rolls into the full Audit if you move forward. Not paying twice.

LET'S
TALK.

30 minutes. We'll talk about the task your team wants gone, the value behind it, and whether a deeper Audit makes sense. No pitch. Just a conversation.

Most clients know within one conversation whether this is the right fit.