OPexAI LLC

Manufacturing Turnaround & Recovery

Manufacturing Turnaround for Investors

Turn distressed plants into EBITDA machines in 12–24 months.

OPexAI partners with private equity and M&A teams to stabilize underperforming manufacturing assets, restore operational discipline, and unlock margin expansion, before value erosion becomes irreversible.

Typical impact: +6–12 pts EBITDA uplift, 20–40% throughput gains, 30–90 days to stabilization plan.

Request a confidential plant review

Share a target asset and we’ll return a risk-weighted operational thesis in 5 business days.

Strict NDA and data room protocols observed.

Trusted by operating partners and portfolio companies across discrete, process, and complex industrial manufacturing.

30+

plants stabilized

$800M+

enterprise value protected / created

3–5x

ROI on engagement fees

The problem

Distressed manufacturing erodes deal theses faster than you can re-forecast.

Capacity constraints, unstable yields, and talent churn don’t just hurt this quarter’s numbers—they impair exit multiples. Traditional consulting cycles are too slow and too generic to rescue plants that are bleeding credibility with customers and the board.

  • OEE stuck below 60–65% despite capex injections
  • Chronic late shipments driving price-down demands
  • Run-rate costs misaligned with realistic demand curves
  • No single, trusted version of plant performance data

Without a credible turnaround plan tied to hard operating data, you’re negotiating from a position of weakness—with lenders, LPs, and strategic buyers.

The OPexAI approach

We combine on-the-floor operational expertise with an AI-enabled diagnostics stack to build a practical, sequenced recovery plan that operators can execute within weeks—not quarters.

  • 30-day operational x-ray across assets, lines, and SKUs
  • AI-assisted bottleneck and margin-leak identification
  • Prioritized playbook balancing EBITDA, cash, and service risk
  • Embedded coaching for plant leadership and value-stream owners

Outcome: a defendable, numbers-backed turnaround thesis your IC and lenders can align around.

“We don’t sell slideware. We stand in the plant, next to your GM, and make the plan real.”

How we work

A rigorous, investor-grade turnaround sequence.

From pre-close red flags to post-close execution, OPexAI gives you a single operating narrative everyone can rally around.

01. Pre-close risk scan

We rapidly interrogate plant data, management interviews, and customer commitments to quantify operational downside before you wire funds.

  • Capacity & reliability red flags
  • Service-risked revenue exposure
  • Capex vs. process discipline gaps

02. 30–60 day stabilization

We deploy a focused set of operating rituals, visual controls, and performance reviews that immediately stabilize service and cash burn.

  • Daily tiered meetings and KPIs
  • Critical-path constraint management
  • Short-interval control on key lines

03. 12–24 month value creation

We architect a rolling transformation roadmap that compounds EBITDA: flow improvements, mix optimization, and structural cost resets.

  • Line-level value-stream redesign
  • Network rationalization and footprint options
  • Operating model and leadership upgrades

Representative outcome

From fire-fighting to reliable EBITDA engine in 18 months.

Mid-market PE-owned industrial manufacturer with three North American plants. Chronic late delivery, overtime bloat, and leadership turnover were threatening lender confidence.

  • On-time delivery: 74% → 96%
  • Plant EBITDA margin: 5% → 17%
  • Throughput: +28% with flat headcount
  • Working capital: 18 days freed from inventory and WIP

LPs and lenders cited the recovery of these assets as a key driver of multiple expansion at exit.

What we did

  • Deployed AI-enabled diagnostic to map true line-by-line capacity and constraints.
  • Re-architected scheduling logic around constraint-based planning and promised ship windows.
  • Introduced tiered daily management, visual flow controls, and real-time performance boards.
  • Stood up interim operations leadership while developing and hiring a permanent plant GM.

“OPexAI translated a noisy, emotional situation into a clear value creation story the IC could underwrite. They were in the plants, shoulder to shoulder with management, not just in the boardroom.”

— Operating Partner, Mid-Market PE Fund (name withheld by NDA)

Where we plug in

Specialized support for investors and manufacturing leaders.

Engagements are structured to align with transaction timelines and portfolio value-creation plans.

Investor deal support

Independent operational diligence and turnaround theses for assets with manufacturing exposure.

  • Buy-side & sell-side support
  • Operational red-flag assessments
  • IC-ready materials and timelines

Plant turnaround leadership

Interim operations leadership and on-the-floor coaching to execute the plan with your team.

  • Interim GM / Ops leadership
  • Daily management system design
  • Capability building for plant teams

AI-enabled diagnostics

Data pipelines and analytics that turn messy plant data into a single, trusted view of performance and opportunity.

  • Line-level constraint mapping
  • SKU and margin-mix analytics
  • Scenario modeling for IC and lenders

Why OPexAI

Built for operators, trusted by investors.

  • Decades of hands-on manufacturing leadership—plant floors, not just slide decks.
  • Proven playbooks across metals, plastics, industrial equipment, and complex assembly.
  • AI capabilities tightly coupled to real-world operating decisions, not lab experiments.
  • Engagement structures aligned to value at risk and time to stabilize.

We’re comfortable in sensitive, complex ownership situations and work under strict confidentiality and NDA structures.

When is the right time to involve OPexAI in a deal?

We can add value as early as IOI/LOI when operational risk is material to the thesis. Common entry points include: (1) pre-close operational red-flag reviews, (2) day-1 / day-30 stabilization planning, or (3) mid-hold period when a plant is persistently missing plan.

Do you replace management or support them?

Our default posture is to support and enable existing management. In situations where leadership is misaligned or in over their heads, we can temporarily step into interim roles while you recruit and onboard permanent talent.

How quickly can you be on site?

For distressed situations, we typically mobilize within 7–10 days, often faster for North American plants. Remote diagnostics can begin within a few days of data-room access.

How do you charge for turnaround work?

We use a mix of fixed-fee diagnostics, monthly retainers for on-site support, and success-based components tied to agreed operating and financial outcomes. We align structure to the size of the asset and risk profile.

Take the first step

Get a confidential turnaround read on your asset.

Share a distressed or underperforming manufacturing asset and we’ll return a concise, risk-weighted operating thesis and stabilization plan in 5 business days.

  • Designed for PE, M&A, and manufacturing recovery leaders
  • Strict NDA and conflict checks on every engagement
  • No obligation, focused on clarity and options

Schedule a plant review

We’ll follow up within one business day to align on objectives, scope, and timelines.

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OPexAI LLC

Manufacturing turnaround and recovery for private equity, M&A investors, and industrial leaders.

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Confidential engagement inquiries: [email protected]

Based in North America. Available globally.