sample report · synthetic data
Operational read · Facility-001
A representative deliverable for a recently acquired precision manufacturing facility. Every finding ranked, every dollar defended, and the structured baseline ready for the 100-day plan. All numbers, names, and findings are synthetic.
Executive summary
01 · the read in brief
Facility-001 is a $68M-revenue precision metal components plant under recent PE ownership. The facility is structurally sound and well-staffed. The operational read indicates the throughput gap underlying recent EBITDA softness is not a capacity problem. It is a scheduling and changeover problem.
Recovery of 9–11% latent OEE is achievable inside 9 months without significant capex. The proposed press purchase is poorly supported by the data; we recommend deferring it pending a SMED program on Lines 1 and 2.
The structured baseline attached as Appendix A is ready for the 100-day plan from day one. Updatable, queryable, and transferable to the operating partner without re-discovery.
latent OEE recoverable
9–11%
Inside 9 months, without significant capex.
- Engagement
- Post-acquisition operational read
- Sponsor
- [Synthetic] Lower-middle market PE
- Sector
- Precision metal components
- Walk dates
- 2 days on-site
- Total turnaround
- 2 weeks
- Artifact
- Structured fingerprint + written read
Site context
02 · the plant
Single-site facility, 142,000 sq ft, built 1996 with an addition in 2014. Two-shift operation, 187 direct and 34 indirect headcount. Acquired by a lower-middle market PE sponsor in early 2024. No prior operational consulting engagement. Customer base concentrated in industrial OEM (62%) and automotive aftermarket (28%).
Operational read
03 · throughput, quality, maintenance
Observed OEE on the two main lines is 63.1%, against a comparable corpus median of 71.4%. The gap decomposes cleanly: ~5 points in availability (changeover and unplanned downtime), ~2 points in performance, and ~1 point in quality. The performance and quality components are within tolerable ranges; availability is the live problem.
First-pass yield at 94.6% is in line with the corpus. Scrap is concentrated on Line 2 (4.8% vs. 2.1% comparable median), tracing to a fixturing issue introduced in the 2024 product mix transition. Resolution is a discrete project, not a systemic quality posture problem.
Reactive-to-preventive ratio sits at 71:29, well above the corpus median. CMMS is deployed but adoption is uneven; spare parts strategy is reactive. This is a culture and discipline problem more than a tooling problem. Six months of disciplined PM adherence would close most of the gap.
Capex posture
04 · three requests
Three capex requests are under management review: an additional press ($2.4M), a vision-inspection upgrade on Line 2 ($380K), and a compressed-air retrofit ($210K).
Additional press
$2.4M
recommend defer
Justification rests on a capacity case the run-rate data does not support.
Vision-inspection upgrade
$380K
recommend approve
Direct fix for the Line 2 fixturing scrap; payback under 14 months at current scrap cost.
Compressed-air retrofit
$210K
recommend approve
A quick-win on a leak audit estimated at 14% of compressor load; payback under 18 months on energy alone.
Comparable benchmarks
05 · against the corpus
Drawn from comparable facilities in the corpus by sector (precision metal components), revenue scale ($25–100M), and ownership profile (PE-backed, non-platform).
| metric | facility-001 | corpus p25 | corpus p50 | corpus p75 |
|---|---|---|---|---|
| OEE | 63.1% | 66.8% | 71.4% | 76.2% |
| First-pass yield | 94.6% | 93.8% | 95.8% | 97.1% |
| Schedule adherence | 78% | 83% | 88% | 92% |
| Reactive : preventive | 71 : 29 | 60 : 40 | 48 : 52 | 34 : 66 |
| Annualized turnover | 21% | 24% | 18% | 12% |
Risks & disconfirming evidence
06 · the counter-argument
The strongest counter-argument to this read is the management view that the throughput gap reflects commercial seasonality, not operational drag.
Three observations weaken that argument
- 01the gap is flat across the trailing four quarters, not seasonal
- 02Line 1 is the floor's constraint on every observed shift, not just peak periods
- 03two of the three customer programs added in 2024 carry materially higher changeover frequency than the legacy product mix
The thinnest part of the read is the labor section. The corpus has fewer comparables for this regional wage market than for the production-performance section, and we flagged the labor benchmark accordingly.
Factory Fingerprint: appendix
appendix a · ~200 fields
The full fingerprint is attached as a structured appendix. ~200 fields across the 11 schema sections. Each field carries a confidence flag: verified on-site, reported by management, or estimated.
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The same work also arrives as a live dashboard. The sample is built on an illustrative plant, open for you to explore.