B
Evidence Grade B
Graded
accuracy verified by the review judge
Safe to Cite
Current
15%
15% -- compliance error rate for regulated manufacturing bids (manual review) (2026)
Manual review misses compliance requirements in 15% to 20% of regulated bids.
- Secondary citation of Shipley Associates data reported in a vendor blog post
- Source provides a range of 15-20%
Attribution:
View source
Lighthouse Research Team
Last verified:
·
How we verify data →
Source verified
Evidence graded
Value
15%
Unit
Percentage
Data Vintage
2026
Entity
Evidence Quality
B
Strong, reliable evidence
Sourced from a well-regarded research firm or industry leader with transparent methodology and a reasonably large sample.
Single source - not yet corroborated
Score breakdown
Extraction
50
Source Trust
60
Citation Chain
20
Independence
30
Methodology
45
Freshness
95
Source
Shipley Associates
Primary
Tier C
https://torsion.ai/how-to-build-an-ai-business-case-your-cfo-will-actually-approve/ ↗
Source Article
How to Build an AI Business Case Your CFO Will Actually Approve
TL;DR:
- The decision is whether to build a financially credible internal business case for AI investment in the manufacturing proposal process, not whether AI is worth exploring in general.
- The most common mistake is presenting AI as a cost-reduction initiative rather than a revenue-acceleration …
Original Research
Shipley Associates
· Original study ↗
Methodology
Cited to Shipley Associates; range 15-20%, midpoint used. Secondary citation in vendor blog.
Methodology documented
Segmentation
Industrymarketing
Cite this stat
Plain Text
regulated manufacturing bids (manual review): 15% compliance error rate. Source: Shipley Associates (2026). Via Lighthouse Intelligence -- https://lighthousedata.io/data/manual-compliance-error-rate-regulated-bids
HTML Embed
<blockquote cite="https://lighthousedata.io/data/manual-compliance-error-rate-regulated-bids" style="border-left:3px solid #2563eb;padding:12px 16px;margin:16px 0;font-family:system-ui,sans-serif;background:#f0f4ff;"><strong>15%</strong> -- compliance error rate for regulated manufacturing bids (manual review)<br><small>Source: Shipley Associates (2026) · <a href="https://lighthousedata.io/data/manual-compliance-error-rate-regulated-bids" target="_blank" rel="noopener">Lighthouse Intelligence</a></small></blockquote>
Share
Use this data in your work
Copy the citation, embed the widget, or explore thousands more verified marketing statistics -- all free.