{ "artifact_type": "tabular_manifold", "artifact_version": "1.2", "manifold_kind": "entity_profile", "subject": { "entity_type": "commodity_group", "commodity_group_label": "Industrial Colorants & Pigments", "category": "Industrial Materials", "sub_category": "Specialty Chemicals & Additives" }, "time_window": { "start": "2024-05-01", "end": "2026-04-30", "granularity": "month" }, "level_0_summary": { "observation_count": 270, "time_coverage": { "first_purchase_date": "2024-05-06", "last_purchase_date": "2026-04-25", "window_days": 720 }, "distribution": { "min": 0.42, "max": 1373.04, "mean": 217.7465, "median": 7.26, "stddev": 467.9817, "cv": 2.1492 }, "reliability": { "sample_size_class": "robust", "sample_size_n": 270, "confidence_in_mean": { "level": 0.95, "margin_of_error": 55.8267, "interval": [161.9198, 273.5732] }, "data_quality_score": 0.99, "data_quality_notes": "270 PO lines, 100% with unit_price + qty. 20 of 24 items have ≥2 PO lines (eligible for per-item CV). 14 distinct suppliers attributed; 1.5% of spend ($356,886) classified as 'attribution-pending' on three rebate-credit PO lines.", "staleness": { "last_observation": "2026-04-25", "days_since_last": 36, "is_stale": false, "stale_threshold_days": 90 } }, "quality_flags": { "low_sample_size": false, "missing_periods": false, "data_staleness": false, "high_variance": false, "suspected_outliers": false, "imputation_applied": false, "schema_drift_detected": false, "level_1_supplier_truncated": false, "level_1_item_truncated": false, "level_1_subcategory_truncated": false, "is_single_supplier_commodity": false, "is_single_item_commodity": false, "high_supplier_concentration": true, "high_item_concentration": true, "has_unattributed_supplier_spend": true }, "financial_summary": { "total_spend_usd": 24067420.0, "total_qty_received": 8159200, "qty_uom": "kg", "po_count": 216, "po_line_count": 270, "avg_spend_per_po_line": 89138.59, "item_count": 24, "supplier_count": 14, "pct_of_total_spend": 0.01157, "population_rank": 18, "population_size": 1586, "attributed_spend_usd": 23710534.40, "unattributed_spend_usd": 356885.60, "unattributed_spend_pct": 0.0148 }, "price_stability": { "cv": 2.1492, "weighted_avg_item_cv": 0.0572, "items_with_pricing_data": 20, "pricing_data_coverage_pct": 0.9994, "discipline_rating": "Excellent", "rating_basis": { "metric": "weighted_avg_item_cv", "threshold_excellent": 0.1, "threshold_good": 0.25, "threshold_fair": 0.5, "note": "Per-item volatility within this commodity is excellent (0.057). The global CV (2.15) is mechanically large because TechnoFlex buys both bulk masterbatch ($240-540/kg) and powder colorants ($5-7/kg) under one commodity bucket. Per-SKU discipline is the right read." } }, "supplier_concentration": { "supplier_count": 14, "hhi": 0.8981, "top_supplier_pct": 0.9473, "top_3": [ { "rank": 1, "parent_supplier_id": "CAP-83ab12c4f790e102", "final_supplier_name": "Vorenza ChemTech AG", "spend": 22789822.10, "pct_of_spend": 0.9473 }, { "rank": 2, "parent_supplier_id": "CAP-5f074060a9ec2ff6", "final_supplier_name": "Silvar Dyes S.A. de C.V.", "spend": 567239.32, "pct_of_spend": 0.0236 }, { "rank": 3, "parent_supplier_id": "CAP-c218f76e5b4019a3", "final_supplier_name": "Krellix Color USA", "spend": 292422.10, "pct_of_spend": 0.0122 } ] }, "item_diversity": { "item_count": 24, "hhi": 0.8980, "top_item_pct": 0.9473, "top_3": [ { "rank": 1, "ca_item_number": "CA-e51a83c0703b.1fdffe", "cleansed_part_name": "Phthalo Green TF-2178 Master Pigment", "spend": 22789822.10, "pct_of_spend": 0.9473 }, { "rank": 2, "ca_item_number": "CA-b7d8c9535873.65f3fc", "cleansed_part_name": "Imperial Green Colorant Powder", "spend": 561706.00, "pct_of_spend": 0.0233 }, { "rank": 3, "ca_item_number": "CA-dd1c1592b396.b4beb7", "cleansed_part_name": "Phthalo Green Generic Pigment", "spend": 158045.16, "pct_of_spend": 0.0066 } ] }, "sub_category_breakdown": { "sub_category_count": 1, "primary_sub_category": "Industrial Colorants & Pigments", "pct_in_primary": 1.0 }, "relationship": { "first_purchase_date": "2024-05-06", "last_purchase_date": "2026-04-25", "relationship_days": 720, "avg_monthly_po_frequency": 9.0 }, "interpretation_hints": [ "This commodity is effectively single-sourced. One supplier (Vorenza ChemTech AG) holds 94.7% of $24.07M annual spend; HHI 0.898 puts it deep in the FTC 'highly concentrated' band. This is the single biggest portfolio risk surfaced in the supplier_category drill-down.", "The concentration is item-driven, not relationship-driven — one SKU (Phthalo Green TF-2178 Master Pigment) IS 94.7% of the spend, sourced exclusively from Vorenza's Antwerp plant. Diversification work has to start at the BOM level, not the vendor master.", "Per-SKU pricing discipline is excellent (weighted CV 0.057) — Vorenza honors contract pricing. Risk is continuity, not extraction.", "Recommended next steps: (1) qualify Krellix Color USA and Sterling Color Inc. on the TF-2178 grade for dual-source eligibility; (2) raise safety stock to 90 days; (3) re-baseline after the European phthalocyanine REACH amendment ruling expected 2026-Q3." ] }, "level_1_geometry": { "monthly_timeseries": { "format": "row_objects_v1", "granularity": "month", "primary_sort": "period_asc", "missing_periods": [], "rows": [ {"period": "2024-05", "n": 10, "spend": 39310.30, "qty": 9776, "mean_unit_price": 6.43, "stddev_unit_price": 0.81}, {"period": "2024-06", "n": 15, "spend": 772055.10, "qty": 220206, "mean_unit_price": 360.92, "stddev_unit_price": 178.45}, {"period": "2024-07", "n": 10, "spend": 714290.60, "qty": 251999, "mean_unit_price": 266.90, "stddev_unit_price": 110.34}, {"period": "2024-08", "n": 18, "spend": 3361250.40, "qty": 1332556, "mean_unit_price": 292.81, "stddev_unit_price": 142.50}, {"period": "2024-09", "n": 12, "spend": 1249352.10, "qty": 401018, "mean_unit_price": 229.80, "stddev_unit_price": 88.21}, {"period": "2024-10", "n": 18, "spend": 1942745.30, "qty": 602847, "mean_unit_price": 449.05, "stddev_unit_price": 165.83}, {"period": "2024-11", "n": 9, "spend": 1200234.10, "qty": 353411, "mean_unit_price": 300.20, "stddev_unit_price": 102.55}, {"period": "2024-12", "n": 10, "spend": 40012.40, "qty": 9462, "mean_unit_price": 6.16, "stddev_unit_price": 0.72}, {"period": "2025-01", "n": 13, "spend": 79519.61, "qty": 10099, "mean_unit_price": 6.90, "stddev_unit_price": 0.85}, {"period": "2025-02", "n": 14, "spend": 102167.78, "qty": 21968, "mean_unit_price": 5.96, "stddev_unit_price": 0.61}, {"period": "2025-03", "n": 8, "spend": 59833.60, "qty": 8865, "mean_unit_price": 6.84, "stddev_unit_price": 0.79}, {"period": "2025-04", "n": 14, "spend": 52015.60, "qty": 10459, "mean_unit_price": 5.63, "stddev_unit_price": 0.55}, {"period": "2025-05", "n": 6, "spend": 96259.21, "qty": 13172, "mean_unit_price": 6.76, "stddev_unit_price": 0.81}, {"period": "2025-06", "n": 9, "spend": 76491.90, "qty": 12789, "mean_unit_price": 7.37, "stddev_unit_price": 0.92}, {"period": "2025-07", "n": 8, "spend": 80237.10, "qty": 16263, "mean_unit_price": 4.99, "stddev_unit_price": 0.44}, {"period": "2025-08", "n": 6, "spend": 156048.41, "qty": 47290, "mean_unit_price": 7.08, "stddev_unit_price": 0.91}, {"period": "2025-09", "n": 13, "spend": 189226.40, "qty": 15078, "mean_unit_price": 6.16, "stddev_unit_price": 0.68}, {"period": "2025-10", "n": 5, "spend": 491743.60, "qty": 171170, "mean_unit_price": 247.18, "stddev_unit_price": 0.0}, {"period": "2025-11", "n": 10, "spend": 1008925.80, "qty": 193185, "mean_unit_price": 243.30, "stddev_unit_price": 0.0}, {"period": "2025-12", "n": 15, "spend": 2180561.50, "qty": 810840, "mean_unit_price": 244.61, "stddev_unit_price": 0.0}, {"period": "2026-01", "n": 11, "spend": 2176580.30, "qty": 786931, "mean_unit_price": 324.58, "stddev_unit_price": 0.0}, {"period": "2026-02", "n": 10, "spend": 2142974.20, "qty": 797614, "mean_unit_price": 485.41, "stddev_unit_price": 0.0}, {"period": "2026-03", "n": 7, "spend": 1010688.10, "qty": 367775, "mean_unit_price": 349.40, "stddev_unit_price": 0.0}, {"period": "2026-04", "n": 13, "spend": 2772568.20, "qty": 1009147, "mean_unit_price": 542.21, "stddev_unit_price": 0.0} ] }, "supplier_rollup": { "format": "row_objects_v1", "rank_metric": "spend", "rows": [ { "rank": 1, "parent_supplier_id": "CAP-83ab12c4f790e102", "final_supplier_name": "Vorenza ChemTech AG", "supplier_country": "DE", "supplier_city": "Antwerp", "spend": 22789822.10, "pct_of_spend": 0.9473, "item_count": 1, "po_count": 34, "po_line_count": 46, "first_purchase": "2024-06-18", "last_purchase": "2026-04-25", "primary_item": "Phthalo Green TF-2178 Master Pigment" }, { "rank": 2, "parent_supplier_id": "CAP-5f074060a9ec2ff6", "final_supplier_name": "Silvar Dyes S.A. de C.V.", "supplier_country": "MX", "supplier_city": "Monterrey", "spend": 567239.32, "pct_of_spend": 0.0236, "item_count": 2, "po_count": 28, "po_line_count": 28, "first_purchase": "2024-05-06", "last_purchase": "2026-03-08" }, { "rank": 3, "parent_supplier_id": "CAP-c218f76e5b4019a3", "final_supplier_name": "Krellix Color USA", "supplier_country": "US", "supplier_city": "Allentown, PA", "spend": 292422.10, "pct_of_spend": 0.0122, "item_count": 3, "po_count": 28, "po_line_count": 30, "first_purchase": "2024-05-06", "last_purchase": "2026-01-17" }, { "rank": 4, "parent_supplier_id": "CAP-ec9bb2a8e179e6fe", "final_supplier_name": "Sterling Color Inc.", "supplier_country": "US", "supplier_city": "Doylestown, PA", "spend": 239461.65, "pct_of_spend": 0.0099, "item_count": 4, "po_count": 30, "po_line_count": 30, "first_purchase": "2024-05-06", "last_purchase": "2026-01-17" }, { "rank": 5, "parent_supplier_id": "CAP-c4b6ec6a527d9218", "final_supplier_name": "Colorantes Materia SAS", "supplier_country": "CO", "supplier_city": "Medellín", "spend": 97251.42, "pct_of_spend": 0.0040, "item_count": 4, "po_count": 55, "po_line_count": 72, "first_purchase": "2024-05-14", "last_purchase": "2026-03-30" } ], "truncation": { "method": "pareto", "target_coverage": 0.8, "min_rows": 5, "max_rows": 50, "rows_included": 5, "rows_truncated": 9, "tie_break": "tie_extended_by_spend_v2", "tail_summary": { "rows_truncated": 9, "spend": 81223.41, "pct_of_spend": 0.0034, "po_count": 40, "po_line_count": 43, "item_count": 10, "first_purchase": "2024-05-07", "last_purchase": "2026-03-30" } } }, "item_rollup": { "format": "row_objects_v1", "rank_metric": "spend", "rows": [ { "rank": 1, "ca_item_number": "CA-e51a83c0703b.1fdffe", "cleansed_part_name": "Phthalo Green TF-2178 Master Pigment", "sub_category": "Industrial Colorants & Pigments", "spend": 22789822.10, "pct_of_spend": 0.9473, "supplier_count": 1, "po_count": 34, "po_line_count": 46, "qty": 7902480, "qty_uom": "kg", "first_purchase": "2024-06-18", "last_purchase": "2026-04-25" }, { "rank": 2, "ca_item_number": "CA-b7d8c9535873.65f3fc", "cleansed_part_name": "Imperial Green Colorant Powder", "sub_category": "Industrial Colorants & Pigments", "spend": 561706.00, "pct_of_spend": 0.0233, "supplier_count": 1, "po_count": 21, "po_line_count": 21, "qty": 56820, "qty_uom": "kg", "first_purchase": "2024-05-06", "last_purchase": "2026-03-08" }, { "rank": 3, "ca_item_number": "CA-dd1c1592b396.b4beb7", "cleansed_part_name": "Phthalo Green Generic Pigment", "sub_category": "Industrial Colorants & Pigments", "spend": 158045.16, "pct_of_spend": 0.0066, "supplier_count": 1, "po_count": 17, "po_line_count": 17, "qty": 43359, "qty_uom": "kg", "first_purchase": "2024-05-06", "last_purchase": "2025-11-12" }, { "rank": 4, "ca_item_number": "CA-1ef125cd6cb6.9a9618", "cleansed_part_name": "Phthalo Green Concentrate (Sterling)", "sub_category": "Industrial Colorants & Pigments", "spend": 149862.31, "pct_of_spend": 0.0062, "supplier_count": 1, "po_count": 11, "po_line_count": 12, "qty": 49349, "qty_uom": "kg", "first_purchase": "2024-05-06", "last_purchase": "2026-01-16" }, { "rank": 5, "ca_item_number": "CA-09e34fc10863.1b730d", "cleansed_part_name": "Master Verde SUM Concentrate", "sub_category": "Industrial Colorants & Pigments", "spend": 80388.34, "pct_of_spend": 0.0033, "supplier_count": 1, "po_count": 21, "po_line_count": 35, "qty": 7099, "qty_uom": "kg", "first_purchase": "2024-05-27", "last_purchase": "2025-11-14" } ], "truncation": { "method": "pareto", "target_coverage": 0.8, "min_rows": 5, "max_rows": 50, "rows_included": 5, "rows_truncated": 19, "tie_break": "tie_extended_by_spend_v2", "tail_summary": { "rows_truncated": 19, "spend": 318481.43, "pct_of_spend": 0.0132, "po_count": 111, "po_line_count": 118, "qty": 71897, "distinct_sub_categories": 1, "first_purchase": "2024-05-06", "last_purchase": "2026-03-30" } } }, "sub_category_rollup": { "format": "row_objects_v1", "rank_metric": "spend", "rows": [ { "rank": 1, "sub_category": "Industrial Colorants & Pigments", "spend": 23710534.40, "pct_of_spend": 1.0, "items": 24, "po_count": 215, "po_line_count": 249 } ], "truncation": null } }, "level_2_telemetry": { "row_count_total": 270, "strategy": "preview_concentration_evidence", "inline_rows": { "format": "row_objects_v1", "rows": [ {"rn": 1, "po_num": "TFX-2024-08-1425", "date": "2024-08-12", "site": "Reynosa-MX", "supplier_name": "Vorenza ChemTech AG", "ca_item_number": "CA-e51a83c0703b.1fdffe", "part_description": "PHTHALO GREEN TF-2178 MASTER PIGMENT 25KG", "qty": 1000000, "qty_uom": "kg", "unit_price": 0.42, "spend": 420000.00, "z_score": -0.47, "flag": "high_volume_lane"}, {"rn": 2, "po_num": "TFX-2024-08-1431", "date": "2024-08-19", "site": "Reynosa-MX", "supplier_name": "Vorenza ChemTech AG", "ca_item_number": "CA-e51a83c0703b.1fdffe", "part_description": "PHTHALO GREEN TF-2178 MASTER PIGMENT 25KG", "qty": 800000, "qty_uom": "kg", "unit_price": 0.45, "spend": 360000.00, "z_score": -0.47, "flag": "high_volume_lane"}, {"rn": 3, "po_num": "TFX-2024-10-1731", "date": "2024-10-08", "site": "Indianapolis-IN", "supplier_name": "Vorenza ChemTech AG", "ca_item_number": "CA-e51a83c0703b.1fdffe", "part_description": "PHTHALO GREEN TF-2178 MASTER PIGMENT 25KG", "qty": 650000, "qty_uom": "kg", "unit_price": 0.51, "spend": 331500.00, "z_score": -0.47, "flag": "high_volume_lane"}, {"rn": 4, "po_num": "TFX-2025-10-3522", "date": "2025-10-14", "site": "Indianapolis-IN", "supplier_name": "Vorenza ChemTech AG", "ca_item_number": "CA-e51a83c0703b.1fdffe", "part_description": "PHTHALO GREEN TF-2178 MASTER PIGMENT 25KG", "qty": 171170, "qty_uom": "kg", "unit_price": 247.18, "spend": 42305290.00, "z_score": 1.49, "flag": "price_grade_shift"}, {"rn": 5, "po_num": "TFX-2026-04-4519", "date": "2026-04-22", "site": "Düsseldorf-DE", "supplier_name": "Vorenza ChemTech AG", "ca_item_number": "CA-e51a83c0703b.1fdffe", "part_description": "PHTHALO GREEN TF-2178 MASTER PIGMENT (PHARMA-GRADE) 25KG", "qty": 84500, "qty_uom": "kg", "unit_price": 1373.04, "spend": 116021880.00, "z_score": 4.18, "flag": "price_outlier_high_pharma_grade"}, {"rn": 6, "po_num": "TFX-2024-05-1031", "date": "2024-05-06", "site": "Reynosa-MX", "supplier_name": "Silvar Dyes S.A. de C.V.", "ca_item_number": "CA-b7d8c9535873.65f3fc", "part_description": "IMPERIAL GREEN COLORANT POWDER 5GAL", "qty": 2700, "qty_uom": "kg", "unit_price": 9.40, "spend": 25380.00, "z_score": -0.45, "flag": null}, {"rn": 7, "po_num": "TFX-2025-05-2748", "date": "2025-05-30", "site": "Reynosa-MX", "supplier_name": "Silvar Dyes S.A. de C.V.", "ca_item_number": "CA-b7d8c9535873.65f3fc", "part_description": "IMPERIAL GREEN COLORANT POWDER 5GAL", "qty": 2700, "qty_uom": "kg", "unit_price": 9.40, "spend": 25380.00, "z_score": -0.45, "flag": null}, {"rn": 8, "po_num": "TFX-2025-09-3287", "date": "2025-09-04", "site": "Indianapolis-IN", "supplier_name": "Krellix Color USA", "ca_item_number": "CA-dd1c1592b396.b4beb7", "part_description": "PHTHALO GREEN GENERIC PIGMENT POWDER", "qty": 2550, "qty_uom": "kg", "unit_price": 6.20, "spend": 15810.00, "z_score": -0.45, "flag": null}, {"rn": 9, "po_num": "TFX-2025-11-3712", "date": "2025-11-12", "site": "Indianapolis-IN", "supplier_name": "Krellix Color USA", "ca_item_number": "CA-dd1c1592b396.b4beb7", "part_description": "PHTHALO GREEN GENERIC PIGMENT POWDER", "qty": 2550, "qty_uom": "kg", "unit_price": 6.20, "spend": 15810.00, "z_score": -0.45, "flag": null}, {"rn": 10, "po_num": "TFX-2025-08-3104", "date": "2025-08-14", "site": "Montería-CO", "supplier_name": "Colorantes Materia SAS", "ca_item_number": "CA-09e34fc10863.1b730d", "part_description": "MASTER VERDE SUM CONCENTRATE", "qty": 200, "qty_uom": "kg", "unit_price": 11.32, "spend": 2264.00, "z_score": -0.44, "flag": null} ] }, "retrieval": { "method": "mcp_tool", "tool_name": "technoflex_get_telemetry", "tool_args": { "entity_type": "commodity_group", "entity_id": "Industrial Colorants & Pigments" }, "pagination": { "supports_limit": true, "default_limit": 100, "max_limit": 1000 }, "sql_fallback": { "dialect": "databricks_sql", "query_template": "SELECT p.po_num, p.purchase_order_date AS date, p.site_code AS site, p.supplier_name, p.ca_item_number, p.part_description, p.qty, p.qty_uom, p.unit_price, p.spend FROM technoflex.silver.purchase_orders p INNER JOIN technoflex.item_categorization.item_supplier_spend_final s ON p.ca_item_number = s.ca_item_number WHERE s.commodity_group_label = :commodity_group_label ORDER BY p.purchase_order_date", "query_params": {"commodity_group_label": "Industrial Colorants & Pigments"}, "param_types": {"commodity_group_label": "string"} } } }, "token_budget": { "level_0_tokens_approx": 880, "level_1_tokens_approx": 3540, "level_2_inline_tokens_approx": 1840, "row_count_total": 270, "inline_row_limit": 10, "compression_ratio_l1_vs_l2": 7.2, "compression_ratio_l0_vs_l2": 18.5, "recommended_strategy": "Level 0 alone is enough to make a sourcing decision here — HHI 0.898 and top_supplier_pct 0.9473 are unambiguous. Level 1 supplier_rollup confirms the qualified backup vendors (Krellix, Sterling) already exist but on different SKUs. Level 2 is useful to surface the 2025-10 'price_grade_shift' and the 2026-04 pharma-grade outlier; not needed for the headline finding." }, "lineage": { "manifold_id": "mfld_commodity_4766f1321438a7b46bd04a590e297843_20260501", "computed_at": "2026-05-01T03:14:18.552Z", "computed_by": "technoflex_commodity_group_profile_v2.4", "qps_entry_id": "qps_technoflex_commodity_4766f1321438a7b46bd04a590e297843_20260501", "inputs": [ { "dataset_id": "technoflex.silver.purchase_orders", "version": "2026-04-30T23:59:59Z", "row_count": 1872044, "as_of_timestamp": "2026-04-30T23:59:59Z" }, { "dataset_id": "technoflex.item_categorization.item_supplier_spend_final", "version": "2026-05-01T02:14:00Z", "row_count": 58241, "as_of_timestamp": "2026-04-30T23:59:59Z" } ], "filters_applied": [ {"field": "commodity_group_label", "operator": "=", "value": "Industrial Colorants & Pigments"}, {"field": "purchase_order_date", "operator": ">=", "value": "2024-05-01"}, {"field": "purchase_order_date", "operator": "<=", "value": "2026-04-30"} ], "transformations": [ "Items joined to commodity_group_label via item_supplier_spend_final", "Supplier HHI computed at parent_supplier_id grain (post-consolidation)", "Item HHI computed at ca_item_number grain", "Rebate-credit PO lines (3 lines, $356,886) marked attribution-pending and excluded from supplier_concentration" ], "checksum": { "method": "sha256_row_hash", "value": "4766f1321438a7b46bd04a590e297843c9b18527d4f01e6b8a4039cde75c1b62" } } }