Problems We Solve · Strategy, Data & AI

Your cost structure is bloated. You can see it — you just can't cut it.

Manual workflows that should be production-grade AI. Vendor subscriptions nobody audits. Data replicated across 7 systems. Headcount in places machines should be working. EBITDA drifts down every quarter, and you're trapped.

The Cost

The Margin Hit You're Taking

18–30%
Of run-rate margin trapped in manual work, redundant systems, and tooling sprawl.
$4–12M
In annual cash dragged down by inefficiency. This scales with company size.
12–18
Months of EBITDA compression until the problem compounds into a strategic crisis.
Why It Persists

The Root Causes

How We Solve It

Capabilities That Cut Margin Waste

Operational Diligence

We run a forensic audit of your cost structure. We identify the manual workflows eating margin, the vendor tax compounding, the data redundancy costing millions. We quantify the opportunity and map the path to fix it.

  • Cost-to-serve analysis across functions
  • Workflow automation opportunity mapping
  • Vendor contract consolidation roadmap

Agentic Workflow Deployment

We deploy production-grade AI workflows that replace manual processes. Customer service, operations, finance, we build the systems that compress headcount and improve quality simultaneously.

  • AI-first customer operations systems
  • Automated order-to-cash workflows
  • Intelligent document processing & routing

Platform Consolidation

We design the unified data infrastructure that eliminates redundancy and cuts integration costs. This becomes the platform every team deploys from.

  • Cloud data lake unifying all sources
  • Vendor consolidation strategy & execution
  • Data governance & lineage framework

AI-First Cost Operating Model

We rebuild your operating model to be AI-first from the ground up. This is how you ensure new hires and new processes default to automation, not manual work.

  • Operating model redesign
  • Headcount reallocation strategy
  • Organizational learning & change
What It Looks Like in Production

Proof That This Works

AI CUSTOMER SERVICE
40% Ticket Reduction, $800K Saved
Deployed agentic workflows handling inbound support. Reduced ticket volume 40% in first 6 months. Cut COGS by $800K annually. Customer satisfaction actually improved because AI handles routing and first-response intelligently, escalating only high-complexity issues.
OPERATIONS MARGIN
Pattern: Workflow + Platform + Headcount Right-Sizing
Identified $3.2M in manual-workflow cost. Deployed agentic systems for order processing, data reconciliation, and fulfillment. Consolidated 7 tools into 2. Redeployed 18 FTEs to higher-leverage work. Net result: 22% margin improvement, zero headcount reduction.
Dig Deeper

Related Reading

Framework

The Value Friction Index

How to quantify the cost structure waste hiding in your margins, and where the biggest opportunities to cut actually are.

Read more →
Operating Model

The Velocity Operating System

The reusable substrate for deploying production AI at scale. This is how you stop paying for manual work.

Read more →
PE Strategy

The PE Value Creation Playbook

For PE investors: how AI and workflow automation compound margin expansion across your portfolio.

Read more →

Ready to cut the bloat and move margin to the bottom line?

Let's diagnose where the cost structure waste is hiding, and build the system that fixes it.

Schedule a Diagnostic