Insights

Practical guides for founder-owned businesses navigating M&A, operations, and AI.

Written for operators and owners, not consultants. Each piece covers the mechanics, the dollar math, and the mistakes that cost founders value at the transaction or inside the business.

38% fewer post-LOI retrading events with 12-month prep0.8–1.4x higher multiples for disciplined operations$8K–$45K annual productivity recovery from AI workflows

Coverage

Three topics that map directly to how clients find Glacier Lake.

Each area reflects a distinct client situation and the kinds of questions that arise before, during, and after a transaction or operating engagement.

Sale prep

01

M&A Readiness

What buyers underwrite, where reporting credibility breaks down, and how to improve it before a process.

Best for banker conversations, diligence readiness, and founder transition pressure.

Execution

02

Operational Discipline

KPI structure, management cadence, margin visibility, and the execution habits that protect value.

Best for cadence, KPI, margin, and management-accountability friction.

AI route

03

AI-Enabled Execution

Where AI delivers measurable operating value in finance and operations workflows, and where it does not.

Best for teams choosing between basic automation and deeper workflow implementation.

Applied AI Examples

A few workflow case studies that fit Glacier Lake's audience particularly well.

These examples lean toward the kinds of workflows an owner, operator, or sponsor actually cares about: operating leverage, commercial execution, and margin improvement. They are illustrative higher-complexity patterns, not a claim that every AI engagement should start here.

IT Operations

>70% auto-resolved

IT service desk automation

IT service desk workflows show AI resolving tier-1 requests, including password resets, access management, software provisioning, and VPN troubleshooting, autonomously with sub-minute resolution times versus a 2+ hour baseline.

Relevant for management teams where IT support overhead is absorbing analyst capacity, creating productivity drag, or exposing the business to SLA risk and security gaps from delayed access management.

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Procurement

Margin leverage

AI-assisted supplier negotiation

Supplier-negotiation workflows show how AI can support procurement teams with vendor preparation, negotiation sequencing, and scalable handling of lower-priority spend categories.

Relevant for sponsor-backed and middle market businesses trying to expand margin without adding procurement headcount or losing control of supplier strategy.

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Commercial

Pipeline leverage

B2B sales development with AI agents

Sales-development examples show AI handling account research, outreach preparation, and meeting scheduling so lean commercial teams can raise coverage without building a full SDR layer.

Relevant when a portfolio company needs more top-of-funnel consistency, better account preparation, or cleaner outbound execution ahead of a growth push.

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Finance

Working capital

AP invoice processing

AP automation patterns show AI reducing manual invoice capture, coding, and matching work so finance teams can improve cycle times, reduce exceptions, and tighten back-office control.

Relevant when invoice volume is rising, controller bandwidth is tight, or payables delays are spilling into working-capital performance.

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Finance Control

2-4 day close

Financial close and reconciliation

Financial-close workflows show AI reconciling accounts, surfacing anomalies, and preparing journal-entry support so finance teams can compress close cycles and reduce recurring manual rework.

Relevant when reporting lag, controller bandwidth, or board-pack timing are starting to affect lender, investor, or management confidence.

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Controls

70-80% less manual effort

Financial audit and controls testing

Audit-and-controls workflows show AI testing far more transactions than traditional sampling, surfacing anomalies earlier and reducing the manual load around recurring control work.

Relevant when a business needs stronger control coverage, cleaner audit readiness, or more confidence in finance processes ahead of a transaction, lender review, or scale-up.

View source library

Reading Paths

Start here: reading paths for your situation.

Each path is a short sequence of articles ordered for a founder in a specific moment. Pick the one that matches where you are right now.

All Insights

Find the article that matches the problem in front of you.

Filter by category or topic. Every article includes dollar math, a common mistakes section, and a practical framework.

Stay current

New perspectives as they publish

Practical M&A, AI workflow, and operating discipline content for founder-owned and middle market companies. No pitch, no spam.

Next Step

Insights are useful. Conversations are faster.

If a perspective resonates with a live transaction, operating, or AI situation, the right next step is a direct discussion — not more reading.

Confidential inquiriesReviewed personally1 business day response target