Enginuity × Buckley — 100 Knowledge Graph Triples

🔴 Social Graph Triples (WHO)

People, organizations, locations, and relationships

#	Subject	Predicate	Object	Layer	Context
1	Buckley Associates	founded_by	Bob Buckley Sr.	Social	Founded St. Patrick's Day 1970
2	Buckley Associates	headquartered_in	Rockland, MA	Social	Corporate office at 1099 Hingham St
3	Buckley Associates	operates_manufacturing_at	Hanover, MA	Social	50,000 sq ft union sheet metal shop
5	Buckley Associates	operates_locations	7 Northeast offices	Social	MA(2), CT(2), NY(1), NH(1), ME(1)
7	Buckley Associates	serves_segment	Commercial Contractors	Social	Primary customer segment
8	Buckley Associates	serves_segment	Mechanical Engineers	Social	Specify equipment for projects
9	Buckley Associates	serves_segment	Facility Owners	Social	End users, service & maintenance
10	The CFO	owns	P&L across 3 revenue pillars	Social	Single person responsible for consolidated financial performance
11	The CFO	owns	5-Year Strategic Plan	Social	Capital allocation, growth, location expansion
34	Revenue Pillar 1	represents	30+ Manufacturer Lines	Social	Greenheck, Price, Fujitsu, Big Ass Fans + 26 others
42	Revenue Pillar 2	employs	Union Sheet Metal Workers	Social	Labor rates, overtime, work rules affect cost predictability
48	Hanover Warehouse	located_at	385 King St, Hanover MA	Social	Manufacturing HQ + primary stocking warehouse
49	Rockland Office	located_at	1099 Hingham St, Rockland MA	Social	Corporate headquarters
50	Newington CT	located_at	15 Progress Circle	Social	Regional office and warehouse
51	Milford CT	located_at	294 Quarry Rd	Social	Regional office and warehouse
52	Albany NY	located_at	120 Railroad Ave	Social	Regional office and warehouse
53	Manchester NH	located_at	55 Buckley Circle	Social	Address is literally 'Buckley Circle'
54	Gorham ME	located_at	510 Main St	Social	Northernmost outpost — Maine coverage
55	Greenheck	is_a	Key Manufacturer Partner	Social	Fans, ventilators, dampers, louvers, kitchen vent, lab exhaust — likely largest line
56	Price Industries	is_a	Key Manufacturer Partner	Social	Air distribution, terminals, sound, critical environments
57	Fujitsu	is_a	Key Manufacturer Partner	Social	VRF, mini-splits — growing commercial segment
58	Big Ass Fans	is_a	Key Manufacturer Partner	Social	HVLS fans — high-margin, memorable brand
59	SolutionAir	is_a	Manufacturer Partner	Social	Semi-custom AHUs — subsidiary of Price Industries
60	Eastern Sheet Metal	is_a	Manufacturer Partner	Social	Spiral duct — competes with in-house manufacturing
61	Systemair	is_a	Manufacturer Partner	Social	Modular AHUs, car park ventilation
62	Aldes	is_a	Manufacturer Partner	Social	Energy recovery, airflow controls
VP1	VP of Sales	reports_to	The CFO	Social	Needs margin visibility by customer and territory
VP2	VP of Operations	reports_to	The CFO	Social	Runs shop floor, manages union labor allocation

🔵 Knowledge Graph Triples (WHAT)

Data structures, business facts, system architecture, and the intelligence moat

#	Subject	Predicate	Object	Layer	Context
4	Buckley Associates	has_estimated_revenue	$100–150M	Knowledge	Across three revenue pillars
6	Buckley Associates	employs_business_model	Hybrid Distributor/Manufacturer/Service	Knowledge	Three distinct revenue streams with different cost structures
12	The CFO	uses_tool	Tableau	Knowledge	Visualization layer — NOT the ERP
13	The CFO	lacks_visibility_into	Real-time margin by job	Knowledge	Discovers erosion 30+ days after the fact
14	The CFO	lacks_visibility_into	True cost of free delivery	Knowledge	Hidden logistics cost across 5 warehouses
15	The CFO	lacks_visibility_into	Cross-pillar P&L reconciliation	Knowledge	Three streams, no unified cost allocation
18	Tableau	is_a	Visualization Layer	Knowledge	Shows what it's fed — doesn't challenge inputs
19	Tableau	cannot_perform	Data Cleansing	Knowledge	No quarantine, no anomaly detection
20	Tableau	cannot_perform	Cross-Silo Entity Resolution	Knowledge	Cannot map identifiers across depts
21	Tableau	cannot_perform	Predictive Margin Analysis	Knowledge	Backward-looking only
22	Tableau	cannot_perform	Strategic Recommendations	Knowledge	It's a mirror, not an advisor
23	Enginuity	sits_between	Source Systems and Tableau	Knowledge	Layers 1-4: the intelligence gap
24	Enginuity	performs	Data Cleansing & Quarantine	Knowledge	Catches dirty data before insights
25	Enginuity	performs	Cross-Silo Entity Resolution	Knowledge	Unified product/job lifecycle
26	Enginuity	performs	Quote-to-Actual Variance Analysis	Knowledge	The Reality Gap — estimated vs. actual cost per job
27	Enginuity	performs	Predictive Margin Risk Modeling	Knowledge	Customer-level and project-type risk scores
29	Enginuity	moat_is	Behind-the-Firewall Knowledge Graph	Knowledge	Ground truth that compounds nightly
30	Revenue Pillar 1	is	Distribution / Rep Sales	Knowledge	3,800+ SKUs, 5 warehouses, 30+ lines
31	Revenue Pillar 1	margin_characteristic	Thin margins, high volume	Knowledge	Hidden cost in free delivery, carrying, freight
32	Revenue Pillar 1	stocks	3,800+ SKUs	Knowledge	Air distribution, dampers, fans, curbs, spiral
33	Revenue Pillar 1	offers	Free Next-Day Delivery	Knowledge	Hidden logistics cost center — true cost unknown
35	Revenue Pillar 2	is	In-House Manufacturing	Knowledge	50,000 sq ft union shop, Hanover MA
36	Revenue Pillar 2	manufactures	Roof Curbs	Knowledge	Custom fabrication — key variance risk
37	Revenue Pillar 2	manufactures	Equipment Supports	Knowledge	Custom fabrication with union labor
38	Revenue Pillar 2	manufactures	Flexible Duct / Buck Duct	Knowledge	Proprietary branded product line
39	Revenue Pillar 2	manufactures	Fire Dampers	Knowledge	Code-required safety — consistent demand
40	Revenue Pillar 2	manufactures	Louvers and Fittings	Knowledge	Commodity-adjacent with custom sizing
41	Revenue Pillar 2	margin_characteristic	Labor-intensive, union economics	Knowledge	Margin depends on estimate accuracy vs. actual
43	Revenue Pillar 3	is	Services	Knowledge	Startup, commissioning, troubleshooting, estimation
44	Revenue Pillar 3	margin_characteristic	High margin but often bundled free	Knowledge	True profitability invisible — given away to win deals
45	Revenue Pillar 3	includes	Equipment Startup & Commissioning	Knowledge	On-site service for installed HVAC
46	Revenue Pillar 3	includes	Project Estimation & Design Assistance	Knowledge	Engineers build BOMs and labor estimates
47	Revenue Pillar 3	includes	Education & Training	Knowledge	Manufacturer product training, online
63	Quotes CSV	contains	Estimated labor, materials, markup, timeline	Knowledge	What Engineering promises — theoretical margin
64	Quotes CSV	generated_by	Engineering / Sales Teams	Knowledge	BOMs, manufacturer pricing, labor assumptions
65	Execution CSV	contains	Actual labor hours, material, scrap, rework	Knowledge	What shop floor consumed — actual margin
66	Execution CSV	generated_by	Shop Floor / Operations	Knowledge	Timecards, material requisitions
67	Purchasing CSV	contains	PO data, vendor pricing, inventory, freight	Knowledge	True COGS, carrying costs, logistics burden
68	Purchasing CSV	generated_by	Procurement / Distribution	Knowledge	POs across 30+ vendor lines, 5 warehouses
69	Finance CSV	contains	Revenue, AR aging, payment terms	Knowledge	Cash flow, customer profitability, pillar P&L
70	Finance CSV	generated_by	Accounting / CFO Office	Knowledge	Only as clean as its inputs
71	Reality Gap	defined_as	Variance between quoted and actual cost	Knowledge	Where margin dies — core Enginuity insight
72	Reality Gap	caused_by	Estimation inaccuracy	Knowledge	Labor underestimated, waste not factored
73	Reality Gap	caused_by	Rounded timecards	Knowledge	Union workers rounding up — systematic distortion
74	Reality Gap	caused_by	Mid-project scope changes	Knowledge	Customer changes not captured in revised estimates
75	Reality Gap	invisible_in	Tableau	Knowledge	Shows totals, not job-level variance
76	Dirty Data	includes	Rounded timecards	Knowledge	Always rounds UP — inflating labor cost
77	Dirty Data	includes	Inconsistent SKU naming	Knowledge	Same product, different codes across locations
78	Dirty Data	includes	Duplicate vendor codes	Knowledge	Same manufacturer entered multiple ways
79	Dirty Data	includes	Manual spreadsheet entries	Knowledge	Typos, wrong fields, missing records
80	Dirty Data	quarantined_by	Enginuity Data Health Layer	Knowledge	Isolated before reaching insights
81	Silo Translation	maps	Eng ID → Job # → PO # → Revenue Line	Knowledge	4 different IDs for the same entity across 4 depts
82	Silo Translation	enables	Unified product/project lifecycle	Knowledge	Quote through production through invoice — one view
83	Predictive Margin Risk	models	Customer-level risk profiles	Knowledge	Which customers consistently generate margin-negative outcomes
84	Predictive Margin Risk	models	Project-type risk profiles	Knowledge	Which configurations always exceed estimated labor

🟢 Generative Graph Triples (WHAT IF)

Agent architecture, generated insights, flywheel dynamics, and strategic outputs

#	Subject	Predicate	Object	Layer	Context
16	The CFO	needs	Single source of financial truth	Generative	Unified, cleansed, trustworthy data
17	The CFO	needs	Forward-looking strategic intelligence	Generative	Predictive models for 5-year plan
28	Enginuity	performs	Role-Based Agent Intelligence	Generative	6 functional agents, department-specific insights
85	Predictive Margin Risk	flags	At-risk jobs mid-production	Generative	Alert before job ships — not at month-end
86	CFO Strategic Agent	aggregates	All downstream agent outputs	Generative	Master node — P&L, strategy, 5-year plan
87	CFO Strategic Agent	generates	Weekly executive brief	Generative	Automated insight report for CFO
88	CFO Strategic Agent	generates	M&A readiness scoring	Generative	Acquirer-grade financial transparency
89	Engineering Agent	feeds_to	CFO Strategic Agent	Generative	Quote accuracy, estimation errors, rate adjustments
90	Engineering Agent	generates	Estimation confidence scores	Generative	Per-job probability that margin will hold
91	Marketing Agent	feeds_to	CFO Strategic Agent	Generative	Revenue attribution, co-op funds, event ROI
92	Marketing Agent	generates	Manufacturer line performance rankings	Generative	Which of 30+ lines drive profit vs. just revenue
93	Sales/Pricing Agent	feeds_to	CFO Strategic Agent	Generative	Win/loss, pricing elasticity, customer LTV
94	Sales/Pricing Agent	generates	Dynamic pricing recommendations	Generative	Grounded in actual costs, not theoretical
95	Distribution Agent	feeds_to	CFO Strategic Agent	Generative	True delivery cost, SKU velocity, carrying cost
96	Distribution Agent	generates	Dead stock identification	Generative	Which of 3,800+ items haven't moved in 90+ days
97	Manufacturing Agent	feeds_to	CFO Strategic Agent	Generative	Labor variance, utilization, waste, capacity
98	Manufacturing Agent	generates	Make vs. buy analysis	Generative	Manufacture in-house or source externally?
99	Data Flywheel	defined_as	Every CSV makes Knowledge Graph smarter	Generative	6 months = unreplicable advantage
100	Data Flywheel	creates	Switching cost that increases over time	Generative	The longer it runs, the costlier to leave