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🔍 Design Precast & Pipe, Inc. — Research Transparency

Inside-out view: every search, every API call, every technique, every result
Precast Concrete Gulfport, MS Owner: Pat Fore III Revenue: $15M Employees: 51-200
8
Total Searches
6
Succeeded
2
Failed
$0.108
Total Cost
36
Facts Found
73.4s
Total Time

Methods Used

Database company lookupCompany web searchOwner/founder searchMarket multiples file lookupCompany narrative generationValuation estimation via LLMBuyer identificationIndustry M&A activity

Research Execution Log

🗃 Database company lookup company_search COMPLETE $0.000 50ms
SELECT * FROM companies/targets/dossier_final WHERE company_name ILIKE '%Design Precast & Pipe, Inc.%'
Quality: 90%
6 facts extracted
city: Gulfport state: MS revenue: $15M vertical: Precast Concrete employees: 51-200 owner_name: Pat Fore III
🔍 Company web search company_search FAILED $0.018 200ms
Design Precast & Pipe, Inc. Gulfport MS Precast Concrete company
HTTP Error 403: Forbidden — Exa API key expired
Quality: 0%
0 facts extracted
🔍 Owner/founder search person_search FAILED $0.018 150ms
Design Precast & Pipe, Inc. owner founder president Gulfport
HTTP Error 403: Forbidden — Exa API key expired
Quality: 0%
0 facts extracted
📄 Market multiples file lookup financial_estimate COMPLETE $0.000 5ms
Load multiples for Precast Concrete from market_multiples.json
Quality: 95%
3 facts extracted
ebitda_low: 3.5 ebitda_med: 5.0 ebitda_high: 7.0
🤖 Company narrative generation enrichment COMPLETE $0.000 45000ms
Full proposal generation for Design Precast & Pipe, Inc. — company narrative, strengths, market analysis, valuation, attack plan
Quality: 85%
8 facts extracted
attack_plan: True letter_template: True market_analysis: True top_3_strengths: True valuation_range: True company_narrative: True
🤖 Valuation estimation via LLM financial_estimate COMPLETE $0.000 15000ms
Estimate valuation: $15M revenue, Precast Concrete, EBITDA multiples
Quality: 80%
4 facts extracted
methodology: True valuation_low: True valuation_mid: True valuation_high: True
🔍 Buyer identification company_search COMPLETE $0.042 8000ms
Precast Concrete companies acquired MS 2024 2025 PE roll-up
Quality: 90%
10 facts extracted
buyer_names: ['Commercial Metals Company (CMC)', 'NWPX Infrastructure', 'Oldcastle Infrastruc buyers_found: 10
Exa - CMC/CP&P and Foley acquisitions 2025
Exa - NWPX 3 acquisitions pattern
Industry knowledge - Oldcastle national precast platform
🔍 Industry M&A activity company_search COMPLETE $0.030 5000ms
Precast Concrete company acquisition multiples 2025 2026
Quality: 80%
5 facts extracted
recent_deals: True buyer_activity: active