Add three synthesized Friendship PCS responses with ground truth
Covers all nine stress cases from #25, #15 and #16. The lowest bid is disqualified on two missing health documents and the highest bid is strongest on the SFA's own geographic-preference criterion, so a ranking that cannot represent absence gets the field exactly backwards. Deliberate traps: a planted $400 arithmetic error in a stated total, an unverifiable total whose unit price lives only in the external Excel, an unlabelled exception, a non-priceable exception that is really a conditional withdrawal, and an answered-but-negative response. Second schema finding, surfaced by the validator: R-B6C is a mandatory gate that no response document can establish. Coverage over it is unknowable rather than absent. Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
This commit is contained in:
Christian
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{
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"$comment": "Ground truth for source/anacostia-farm-collective.md. Mid-gradient binding, and the exceptions case.",
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"vendor": { "id": "ANACOSTIA", "name": "Anacostia Farm Collective", "location": "Washington, DC (Ward 8)" },
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"bindingMechanism": {
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"level": "named_section_with_partial_enumeration",
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"$comment": "#22's middle tier. Four required sections are correctly titled and an enclosures paragraph enumerates artifacts with RFP references inline — but there is no matrix, so gates bind by name while narrative requirements bind only by section."
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},
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"expectedOutcome": {
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"gatesPassed": true,
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"narrative": "All gates satisfied. Highest price at $624,315, or $652,465 if exceptions 1 and 2 are declined. Strongest on geographic preference by a wide margin (61% vs 18%), openly weakest on USDA Foods, and materially below the field on organizational scale. The right award depends entirely on how the SFA weights local content against price — which is the judgement the retailer is supposed to make and the system is not."
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},
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"answers": [
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{ "requirementId": "R-A1", "coverage": "answered", "evidence": "Cover block present" },
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{ "requirementId": "R-A2", "coverage": "indeterminate", "evidence": "Enclosures paragraph enumerates items in checklist order but is not the checklist form itself" },
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{ "requirementId": "R-B2-LOCAL", "coverage": "answered", "evidence": "61% certified; audit right accepted; certification enclosed under B.2", "value": { "localPercent": 61 } },
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{ "requirementId": "R-B6C", "coverage": "not_answered", "evidence": null },
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{ "requirementId": "R-B6D", "coverage": "answered", "evidence": "DC Department of Health food establishment certificate, exp. 2022-06-30" },
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{ "requirementId": "R-B7-FORMAT", "coverage": "answered", "evidence": "Four sections, titles exact" },
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{ "requirementId": "R-B8-QUEST", "coverage": "answered", "evidence": "References provided in questionnaire" },
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{ "requirementId": "R-B8-LICENSE", "coverage": "answered", "evidence": "DC BBL 410203000891" },
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{ "requirementId": "R-B8-OCCUPANCY", "coverage": "answered", "evidence": "Enclosed" },
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{ "requirementId": "R-B8-FINANCIALS", "coverage": "answered", "evidence": "FY2019 and FY2020, Mercer Group CPAs" },
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{ "requirementId": "R-C1-VALUES", "coverage": "answered", "evidence": "Explicit 'Response to values statement (C.1)' subsection in Section Four" },
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{ "requirementId": "R-C5-INSPECTIONS", "coverage": "answered", "evidence": "2020-09-22 and 2021-01-14, both passed" },
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{ "requirementId": "R-D6-INSURANCE", "coverage": "answered", "evidence": "Certificate of insurance enclosed",
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"$comment": "Enclosed but NO AMOUNTS STATED, unlike the other two bidders. The requirement is 'Insurance amounts.' A strict reading makes this indeterminate; a lenient one accepts the certificate. Deliberately left ambiguous — it is the kind of call that should reach a human." },
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{ "requirementId": "R-SCHED-C", "coverage": "answered", "evidence": "Submitted on Schedule C in the Excel workbook" },
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{ "requirementId": "R-ATT-A", "coverage": "answered", "evidence": "Supplies four DC charter SFAs under HSA; certification designed to support the local sourcing subsidy claim" },
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{ "requirementId": "R-ATT-B", "coverage": "answered", "evidence": "Signed" },
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{ "requirementId": "R-ATT-C", "coverage": "answered", "evidence": "Signed" },
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{ "requirementId": "R-ATT-D", "coverage": "answered", "evidence": "Signed" },
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{ "requirementId": "R-E1-EEO", "coverage": "answered", "evidence": "Signed" },
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{ "requirementId": "R-E3-CLEANAIR", "coverage": "answered", "evidence": "Signed" },
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{ "requirementId": "R-USDA-FOODS", "coverage": "answered",
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"evidence": "'This is our weakest area and we will not overstate it. We are not currently an approved USDA Foods processor.'",
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"$comment": "ANSWERED, and answered in the NEGATIVE. The requirement is squarely addressed; the substance is a disclosure of inability. A system that treats 'answered' as 'satisfied' scores this identically to Potomac's 340,000 lbs. It must not." },
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{ "requirementId": "R-C8-FARM2SCHOOL", "coverage": "answered", "evidence": "34 member farms in the Chesapeake foodshed; two within the District" },
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{ "requirementId": "R-C7-QA", "coverage": "answered", "evidence": "Farm-level GAP certification, annual audit, credit at receipt" },
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{ "requirementId": "R-C5-FOODSAFETY", "coverage": "answered", "evidence": "DC DoH certified facility; inspections enclosed" },
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{ "requirementId": "R-C6-PEST", "coverage": "answered", "evidence": "Licensed applicator monthly, semi-annual third-party audit" },
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{ "requirementId": "R-CN-LABELS", "coverage": "answered",
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"evidence": "'Whole produce does not carry CN labels; for those items we supply the crediting documentation the meal pattern requires.'",
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"$comment": "A QUALIFIED answer — satisfies the requirement for processed items and explains why it cannot for whole produce. Neither fully answered nor a gap." },
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{ "requirementId": "R-D1-DELIVERY", "coverage": "answered", "evidence": "Addressed, and subject to Exception 1 on delivery windows",
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"hasException": "EX-1" },
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{ "requirementId": "R-B5-PRICING-TERMS", "coverage": "answered", "evidence": "Firm within stated bands", "hasException": "EX-2" },
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{ "requirementId": "R-D8-EPA", "coverage": "answered", "evidence": "Renegotiation of the out-of-region band, per Exception 2", "hasException": "EX-2" },
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{ "requirementId": "R-C4-MENUS", "coverage": "not_answered", "evidence": null },
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{ "requirementId": "R-D3-RECORDS", "coverage": "not_answered", "evidence": null }
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],
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"priceQuote": {
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"rateStructure": {
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"kind": "seasonal_piecewise",
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"$comment": "The hardest of the three, and the one most likely to break a naive model. Cost depends on WHEN volume falls, not only how much — so derived_cost cannot be computed without the school calendar. #22 found exactly this shape in the wild (SLC rent varying by contract year and sales threshold).",
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"unit": "case",
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"baseProduceCasePrice": 31.20,
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"appliesTo": "produce only; grocery, dairy and protein are flat on Schedule C",
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"bands": [
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{ "id": "peak_regional", "months": [6, 7, 8, 9, 10], "multiplier": 0.88 },
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{ "id": "shoulder", "months": [4, 5, 11], "multiplier": 1.00 },
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{ "id": "out_of_region", "months": [12, 1, 2, 3], "multiplier": 1.19 }
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],
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"requiresCalendar": true,
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"$calendarNote": "The 180-day school calendar falls disproportionately outside the peak band — the vendor says so explicitly. Any cost comparison that ignores the calendar flatters this bid."
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},
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"statedBaseYearTotal": 624315,
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"statedTotalIfExceptionsDeclined": 652465,
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"$verify": "624315 + 18400 + 9750 = 652465. Internally consistent. Contrast Potomac's planted $400 error."
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},
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"exceptions": [
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{
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"id": "EX-1", "labelled": true, "requirementId": "R-D1-DELIVERY",
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"text": "Delivery windows beginning no earlier than 6:30 AM at all sites; Schedule A specifies several beginning at 5:30 AM.",
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"priceDeltaIfDeclined": 18400,
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"$comment": "A hard operational conflict with Schedule A, not a preference."
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},
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{
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"id": "EX-2", "labelled": true, "requirementId": "R-B5-PRICING-TERMS",
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"text": "Out-of-region band subject to renegotiation if PPI for fresh vegetables moves more than 12% between award and 1 December.",
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"priceDeltaIfDeclined": 9750
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},
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{
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"id": "EX-3", "labelled": true, "requirementId": null,
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"targetSection": "C.3",
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"text": "Pack configuration agreed during onboarding rather than fixed at award, produce categories only.",
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"priceDeltaIfDeclined": null,
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"isBidWithdrawalCondition": true,
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"$comment": "NOT PRICEABLE. If declined the vendor cannot bid produce at all — a conditional withdrawal expressed as an exception. A price-delta field cannot hold it, and a system that models exceptions purely as monetary adjustments loses the most consequential one of the three. It also targets a requirement the RFP truth file does not enumerate (C.3 Specifications), which is itself a finding."
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}
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],
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"extractionDifficulty": {
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"expectRecall": "medium",
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"$comment": "Gates bind reliably via the enclosures paragraph. Narrative requirements bind by section only. The exceptions block is explicitly headed and should extract cleanly — it is the control against which Chesapeake's unlabelled exception is measured."
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}
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}
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@@ -0,0 +1,237 @@
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{
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"$comment": "Ground truth for source/chesapeake-food-service.md. The hard end of the binding gradient.",
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"vendor": {
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"id": "CHESAPEAKE",
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"name": "Chesapeake Food Service, Inc.",
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"location": "Baltimore, MD"
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},
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"bindingMechanism": {
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"level": "free_prose",
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"$comment": "#22's least reliable tier. Four sections exist but carry no requirement-level anchors, no RFP references and no matrix. Recovering which sentence answers which requirement is text classification, not structural lookup. This is the document that will expose extraction weakness."
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},
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"expectedOutcome": {
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"gatesPassed": false,
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"failedGates": [
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"R-B6D",
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"R-C5-INSPECTIONS"
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],
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"atRiskGates": [
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"R-B2-LOCAL",
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"R-C1-VALUES",
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"R-A2"
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],
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"narrative": "Lowest price in the field at $541,280 and DISQUALIFIED regardless, on two missing mandatory health documents. This is the case that proves absence must be representable — a ranking that scores it on price alone puts a disqualified bid at the top."
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},
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"answers": [
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{
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"requirementId": "R-A1",
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"coverage": "answered",
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"evidence": "Cover block present"
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},
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{
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"requirementId": "R-A2",
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"coverage": "not_answered",
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"evidence": null,
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"$comment": "No checklist is reproduced anywhere."
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},
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{
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"requirementId": "R-B6D",
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"coverage": "not_answered",
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"evidence": null,
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"isGateFailure": true,
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"$comment": "THE PRIMARY OMISSION. A current state or local health certificate is never mentioned. Not refused, not deferred — simply absent. The response lists many enclosures, which makes the absence easy for a human to miss and is exactly why coverage must be computed per requirement rather than eyeballed."
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},
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{
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"requirementId": "R-C5-INSPECTIONS",
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"coverage": "not_answered",
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"evidence": null,
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"isGateFailure": true,
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"$comment": "Two most recent health inspections never mentioned. The response DOES discuss pest management at the same facility, which is topically adjacent and will tempt a weak extractor into a false positive."
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},
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{
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"requirementId": "R-B2-LOCAL",
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"coverage": "indeterminate",
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"evidence": "'Chesapeake buys from the Maryland and Delmarva growing region in season... We would expect a meaningful proportion of produce delivered between June and October to originate within the region.'",
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"$comment": "Addresses the TOPIC warmly and satisfies none of the OBLIGATION — no percentage, no certification, no acceptance of the audit right. This is KM-2's requirement meeting a response that gestures at it. The hardest coverage call in the corpus."
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},
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{
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"requirementId": "R-C1-VALUES",
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"coverage": "indeterminate",
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"evidence": "'We are committed to student nutrition and to the communities we serve' — one clause in the Executive Summary, under no heading.",
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"$comment": "Exercises KM-3 from the response side. Whether this constitutes a 'response to values statement' is a judgement, not a lookup."
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},
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{
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"requirementId": "R-B6C",
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"coverage": "not_answered",
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"evidence": null
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},
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{
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"requirementId": "R-B7-FORMAT",
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"coverage": "answered",
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"evidence": "Four sections present",
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"$comment": "Section three is titled 'Method of Approach and Implementation', dropping 'Plan'. Near-miss on a required section title — a strict matcher fails, a fuzzy one passes."
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},
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{
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"requirementId": "R-B8-QUEST",
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"coverage": "answered",
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"evidence": "'Three references are provided in the questionnaire' — implies completion, never states it"
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},
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{
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"requirementId": "R-B8-LICENSE",
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"coverage": "answered",
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"evidence": "'Our business license and certificate of occupancy are enclosed'"
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},
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{
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"requirementId": "R-B8-OCCUPANCY",
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"coverage": "answered",
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"evidence": "Same sentence as the business license"
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},
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{
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"requirementId": "R-B8-FINANCIALS",
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"coverage": "answered",
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"evidence": "Two years audited, Hanlon & Reeve LLP"
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},
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{
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"requirementId": "R-D6-INSURANCE",
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"coverage": "answered",
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"evidence": "$2M per occurrence / $4M aggregate, FPCS as additional insured"
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},
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{
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"requirementId": "R-ATT-B",
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"coverage": "answered",
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"evidence": "'debarment, price determination and lobbying certifications are signed and enclosed'"
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},
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{
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"requirementId": "R-ATT-C",
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"coverage": "answered",
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"evidence": "Same sentence"
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},
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{
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"requirementId": "R-ATT-D",
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"coverage": "answered",
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"evidence": "Same sentence",
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"$comment": "THREE separate certification requirements satisfied by ONE sentence naming all three. A per-requirement extractor must split one span three ways."
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},
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{
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"requirementId": "R-E1-EEO",
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"coverage": "answered",
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"evidence": "'as are the equal opportunity and clean air and water certifications'"
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},
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{
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"requirementId": "R-E3-CLEANAIR",
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"coverage": "answered",
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"evidence": "Same sentence"
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},
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{
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"requirementId": "R-SCHED-C",
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"coverage": "answered",
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"evidence": "'submitted separately on the Excel schedule provided'"
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},
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{
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"requirementId": "R-USDA-FOODS",
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"coverage": "answered",
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"evidence": "'We participate in the USDA Foods programme in Maryland... our processing relationships are stronger in the protein categories than in fruit and vegetable.'",
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"$comment": "ANSWERED but WEAK. Coverage and quality are orthogonal — a correct extraction marks this answered and a correct score marks it low. Conflating them is a defect."
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},
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{
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"requirementId": "R-CN-LABELS",
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"coverage": "answered",
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"evidence": "'category managers hold CN labels and formulation statements... typically within two business days of a request'"
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},
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{
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"requirementId": "R-C6-PEST",
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"coverage": "answered",
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"evidence": "'licensed applicator, serviced monthly'"
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},
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{
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"requirementId": "R-D1-DELIVERY",
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"coverage": "answered",
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"evidence": "Site survey of all eight locations; delivery window confirmed with authorised designee"
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},
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{
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"requirementId": "R-B5-PRICING-TERMS",
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"coverage": "answered",
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"evidence": "'Prices are held firm through the base year'"
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},
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{
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"requirementId": "R-D8-EPA",
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"coverage": "answered",
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"evidence": "'relief... in the event of a commodity movement exceeding eight percent'"
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},
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{
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"requirementId": "R-C5-FOODSAFETY",
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"coverage": "indeterminate",
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"evidence": "Pest management is described; no GFSI, SQF or equivalent certification is claimed.",
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"$comment": "Partial. The requirement asks for a food safety programme and the response supplies one component of one."
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},
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{
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"requirementId": "R-ATT-A",
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"coverage": "indeterminate",
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"evidence": "'the District's Healthy Schools Act obligations' named in passing, no compliance detail"
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},
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{
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"requirementId": "R-C7-QA",
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"coverage": "not_answered",
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"evidence": null
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},
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{
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"requirementId": "R-C8-FARM2SCHOOL",
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"coverage": "not_answered",
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"evidence": null
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},
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{
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"requirementId": "R-C4-MENUS",
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"coverage": "not_answered",
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"evidence": null
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},
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{
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"requirementId": "R-D3-RECORDS",
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"coverage": "not_answered",
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"evidence": null
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}
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],
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"priceQuote": {
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"rateStructure": {
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"kind": "flat_unit_plus_frequency_surcharge",
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"$comment": "Exercises #29 differently from Potomac. Cost depends on a variable the SFA controls per site and may change mid-term with two weeks' notice — so derived_cost is only defined against a declared frequency assumption, and the response states one.",
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"unit": "case",
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"flatUnitPrice": null,
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"$note": "Unit case price lives only in the external Excel sheet — the KM-1 shape again, this time making the vendor's own stated total unverifiable from the document alone.",
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"perStopCharge": [
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{
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"deliveriesPerWeek": 2,
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"chargePerStop": 34.0
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},
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{
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"deliveriesPerWeek": 3,
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"chargePerStop": 28.5
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},
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{
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"deliveriesPerWeek": 4,
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"chargePerStop": 24.0
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}
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],
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"frequencyChangeableWithNotice": "2 weeks"
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},
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"statedBaseYearTotal": 541280,
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"statedAssumptions": {
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"deliveriesPerWeek": 3,
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"sites": 8,
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"calendarDays": 180
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},
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"$verify": "UNVERIFIABLE from this document. The case price is absent, so no computed total can be produced — only the vendor's stated figure exists. Contrast Potomac, where the arithmetic can be checked and fails."
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},
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"exceptions": [
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{
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"id": "IMPLICIT-1",
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"labelled": false,
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"requirementId": "R-B5-PRICING-TERMS",
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"text": "We would ask only for relief under the economic price adjustment provision in the event of a commodity movement exceeding eight percent",
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"$comment": "AN UNLABELLED EXCEPTION. It is phrased as a polite request inside the Pricing section, carries no heading, no price delta and no 'exception' wording. Compare Anacostia, which labels three exceptions explicitly with deltas. #22 called exceptions the thing evaluators care most about and the thing an invented corpus always forgets — this is the version that is present but hidden."
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}
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],
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"extractionDifficulty": {
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"expectRecall": "low",
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"$comment": "No anchors of any kind. Expect false positives on R-C5-INSPECTIONS from adjacent pest-management prose, and expect the three-certifications-in-one-sentence span to be split incorrectly or attributed to only one requirement."
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||||
}
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}
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@@ -0,0 +1,90 @@
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{
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||||
"$comment": "Ground truth for source/potomac-provisions.md. Answers key to rfp.truth.json requirement ids.",
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"vendor": { "id": "POTOMAC", "name": "Potomac Provisions LLC", "location": "Landover, MD" },
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"bindingMechanism": {
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"level": "tabbed_restatement",
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"$comment": "#22's most reliable tier. A compliance matrix restates each RFP reference explicitly, giving a near-guaranteed 1:1 join key. This is the easy end of the gradient and should extract almost perfectly."
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},
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|
||||
"expectedOutcome": {
|
||||
"gatesPassed": true,
|
||||
"narrative": "Complete and responsive. Strongest on USDA Foods and dependability, weakest on geographic preference at 18%. Should win on completeness rather than on any single criterion."
|
||||
},
|
||||
|
||||
"answers": [
|
||||
{ "requirementId": "R-A1", "coverage": "answered", "evidence": "Compliance matrix row A.1 — Complete, signed" },
|
||||
{ "requirementId": "R-A2", "coverage": "answered", "evidence": "Compliance matrix row A.2" },
|
||||
{ "requirementId": "R-B2-LOCAL", "coverage": "answered", "evidence": "18% certified; audit right accepted", "value": { "localPercent": 18 } },
|
||||
{ "requirementId": "R-B6C", "coverage": "answered", "evidence": "Two bid copies provided" },
|
||||
{ "requirementId": "R-B6D", "coverage": "answered", "evidence": "Prince George's County health certificate, exp. 2022-03-31" },
|
||||
{ "requirementId": "R-B7-FORMAT", "coverage": "answered", "evidence": "Four titled sections present" },
|
||||
{ "requirementId": "R-B8-QUEST", "coverage": "answered", "evidence": "Pre-Qualification Questionnaire complete" },
|
||||
{ "requirementId": "R-B8-LICENSE", "coverage": "answered", "evidence": "MD SDAT D14882910" },
|
||||
{ "requirementId": "R-B8-OCCUPANCY", "coverage": "answered", "evidence": "Attached" },
|
||||
{ "requirementId": "R-B8-FINANCIALS", "coverage": "answered", "evidence": "FY2019 and FY2020 audited" },
|
||||
{ "requirementId": "R-C1-VALUES", "coverage": "answered", "evidence": "Section Four, 'Response to values statement' — explicit heading" },
|
||||
{ "requirementId": "R-C5-INSPECTIONS", "coverage": "answered", "evidence": "2020-11-04 and 2021-02-17, both passed" },
|
||||
{ "requirementId": "R-D6-INSURANCE", "coverage": "answered", "evidence": "$2M per occurrence / $4M aggregate" },
|
||||
{ "requirementId": "R-SCHED-C", "coverage": "answered", "evidence": "Submitted in Excel as instructed; structure summarised in Section Two",
|
||||
"$comment": "The RESPONSE references pricing correctly, but the actual price sheet is outside this document — the same KM-1 shape on the response side." },
|
||||
{ "requirementId": "R-ATT-A", "coverage": "answered", "evidence": "HSA acknowledged, Section Three" },
|
||||
{ "requirementId": "R-ATT-B", "coverage": "answered", "evidence": "Signed" },
|
||||
{ "requirementId": "R-ATT-C", "coverage": "answered", "evidence": "Signed" },
|
||||
{ "requirementId": "R-ATT-D", "coverage": "answered", "evidence": "Signed" },
|
||||
{ "requirementId": "R-E1-EEO", "coverage": "answered", "evidence": "Signed" },
|
||||
{ "requirementId": "R-E3-CLEANAIR", "coverage": "answered", "evidence": "Signed" },
|
||||
{ "requirementId": "R-C5-FOODSAFETY", "coverage": "answered", "evidence": "GFSI-certified under SQF Level 2" },
|
||||
{ "requirementId": "R-C6-PEST", "coverage": "answered", "evidence": "Licensed applicator, monthly service, quarterly third-party audit" },
|
||||
{ "requirementId": "R-C7-QA", "coverage": "answered", "evidence": "USDA No. 1 or better; driver authorised to credit at receipt" },
|
||||
{ "requirementId": "R-C8-FARM2SCHOOL", "coverage": "indeterminate", "evidence": "Local sourcing addressed at 18%, but Farm to School participation as such is never mentioned",
|
||||
"$comment": "The topic is adjacent and the requirement is not squarely answered. This is the coverage state that most needs a human." },
|
||||
{ "requirementId": "R-USDA-FOODS", "coverage": "answered", "evidence": "Approved processor-distributor MD and DC; 340,000 lbs processed SY2020-21" },
|
||||
{ "requirementId": "R-CN-LABELS", "coverage": "answered", "evidence": "Portal per-item document library; bulk PDF per menu cycle" },
|
||||
{ "requirementId": "R-D1-DELIVERY", "coverage": "answered", "evidence": "Freight to all eight sites within Schedule A windows" },
|
||||
{ "requirementId": "R-D8-EPA", "coverage": "answered", "evidence": "PPI-based, at contract anniversary only" },
|
||||
{ "requirementId": "R-B5-PRICING-TERMS", "coverage": "answered", "evidence": "Prices firm for base year" },
|
||||
{ "requirementId": "R-D3-RECORDS", "coverage": "not_answered", "evidence": null,
|
||||
"$comment": "Narrative requirement, not a gate — no disqualification, but it is a real gap in an otherwise complete response." },
|
||||
{ "requirementId": "R-C4-MENUS", "coverage": "not_answered", "evidence": null }
|
||||
],
|
||||
|
||||
"priceQuote": {
|
||||
"rateStructure": {
|
||||
"kind": "volume_banded",
|
||||
"$comment": "Exercises #29. Retroactive year-end rebate — the applicable band is not knowable at order time, only at year end, which means derived_cost must be computed against the DECLARED scenario volume rather than observed.",
|
||||
"unit": "case",
|
||||
"listPrice": 28.40,
|
||||
"bands": [
|
||||
{ "minCases": 0, "maxCases": 11999, "discountPercent": 0.0, "effectiveUnitPrice": 28.40 },
|
||||
{ "minCases": 12000, "maxCases": 23999, "discountPercent": 3.0, "effectiveUnitPrice": 27.55 },
|
||||
{ "minCases": 24000, "maxCases": 35999, "discountPercent": 5.5, "effectiveUnitPrice": 26.84 },
|
||||
{ "minCases": 36000, "maxCases": null, "discountPercent": 7.5, "effectiveUnitPrice": 26.27 }
|
||||
],
|
||||
"freightIncluded": true,
|
||||
"fuelSurcharge": false,
|
||||
"minimumOrderCharge": false
|
||||
},
|
||||
"statedBaseYearTotal": 589970,
|
||||
"statedAtScenarioVolume": 21400,
|
||||
"$verify": "21400 cases falls in band 2 (12000-23999) at 27.55 -> 21400 * 27.55 = 589,570. The document states 589,970. DELIBERATE 400 DISCREPANCY — see arithmeticTraps."
|
||||
},
|
||||
|
||||
"exceptions": [],
|
||||
|
||||
"arithmeticTraps": [
|
||||
{
|
||||
"id": "AT-1",
|
||||
"where": "Section Two, base year total",
|
||||
"$comment": "The stated total ($589,970) does not equal band price x scenario volume ($589,570). A $400 gap. Planted deliberately: #15 decision 2 puts all price arithmetic in code precisely so a stated total is never trusted over a computed one. An extractor that lifts the vendor's stated figure reports the wrong number and nothing catches it.",
|
||||
"statedTotal": 589970,
|
||||
"computedTotal": 589570,
|
||||
"delta": 400
|
||||
}
|
||||
],
|
||||
|
||||
"extractionDifficulty": {
|
||||
"expectRecall": "very high",
|
||||
"$comment": "The compliance matrix gives explicit RFP references. Failure here indicates a table-parsing defect rather than a binding problem."
|
||||
}
|
||||
}
|
||||
@@ -0,0 +1,184 @@
|
||||
# ANACOSTIA FARM COLLECTIVE
|
||||
## Response to RFP — Supply and Delivery of Food Items
|
||||
### Friendship Public Charter School, SY 2021–2022
|
||||
|
||||
2214 Martin Luther King Jr Ave SE, Washington, DC 20020
|
||||
Yolanda Reyes, Managing Director — (202) 555-0173
|
||||
|
||||
---
|
||||
|
||||
## Section One — Executive Summary
|
||||
|
||||
Anacostia Farm Collective is a District-based food hub aggregating from
|
||||
thirty-four farms within the Chesapeake foodshed. We were formed in 2014
|
||||
specifically to make regionally grown food available to institutions that
|
||||
want it and cannot reach it through conventional broadline distribution.
|
||||
We currently supply eleven institutional accounts including four DC public
|
||||
charter schools.
|
||||
|
||||
We are the smallest bidder Friendship is likely to consider, and we want to
|
||||
be direct about what that means. We will not be the cheapest bid. What we
|
||||
offer is the highest local content available in this market and a supply
|
||||
relationship that is legible all the way back to the farm.
|
||||
|
||||
**Enclosures.** Business license (DC BBL 410203000891); Certificate of
|
||||
Occupancy; audited financial statements FY2019 and FY2020, prepared by
|
||||
Mercer Group CPAs; current DC Department of Health food establishment
|
||||
certificate, expiring 2022-06-30; our two most recent health inspections,
|
||||
dated 2020-09-22 and 2021-01-14, both passed; certificate of insurance;
|
||||
Attachments B, C and D signed; equal opportunity and clean air and water
|
||||
certifications signed; certification of local percentage under B.2.
|
||||
|
||||
**Exceptions.** We take three exceptions to the solicitation as issued.
|
||||
They are set out in full at the end of this response with the price effect
|
||||
of each. We would rather state them plainly now than discover them at
|
||||
contract execution.
|
||||
|
||||
---
|
||||
|
||||
## Section Two — Pricing
|
||||
|
||||
Submitted on Schedule C in the Excel workbook provided.
|
||||
|
||||
**Rate structure: seasonal piecewise unit pricing.** Because our supply is
|
||||
regional and genuinely seasonal, a single annual unit price would require
|
||||
us to carry the winter cost of out-of-region sourcing across the whole
|
||||
year. Instead we price produce in three seasonal bands. Non-produce
|
||||
categories — grocery, dairy, protein — are priced flat.
|
||||
|
||||
| Band | Months | Produce index | Basis |
|
||||
|---|---|---|---|
|
||||
| Peak regional | June – October | 0.88 × base | in-region supply at volume |
|
||||
| Shoulder | April – May, November | 1.00 × base | mixed regional and contracted |
|
||||
| Out-of-region | December – March | 1.19 × base | sourced outside foodshed |
|
||||
|
||||
Base delivered produce case price, mixed: $31.20. Grocery, dairy and
|
||||
protein are quoted flat on Schedule C.
|
||||
|
||||
Applying the band weighting across the 180-day school calendar — which
|
||||
falls disproportionately in the shoulder and out-of-region bands — our
|
||||
**base year total bid cost is $624,315.**
|
||||
|
||||
We recognise this is materially above the likely low bid, and roughly six
|
||||
percent above what we would guess the middle of this field looks like. We
|
||||
believe the local content justifies it against the Geographic Preference
|
||||
criterion and against the Healthy Schools Act local provisions, and we
|
||||
would rather present an honest seasonal structure than a flat price that
|
||||
conceals the same economics.
|
||||
|
||||
Prices firm for the base year within the stated bands.
|
||||
|
||||
---
|
||||
|
||||
## Section Three — Method of Approach and Implementation Plan
|
||||
|
||||
### Food and packaging
|
||||
|
||||
Produce is packed to USDA No. 1. Because we aggregate from multiple farms,
|
||||
pack configuration varies more than a broadline distributor's would, and we
|
||||
would agree standard configurations with the SFA during onboarding rather
|
||||
than assume them. Every case is labelled with the originating farm.
|
||||
|
||||
Quality assurance is farm-level: each member farm carries GAP certification
|
||||
and we audit annually. Any item rejected at receipt is credited on the
|
||||
delivery ticket.
|
||||
|
||||
CN labels and formulation statements are held for all processed and grocery
|
||||
items and are provided through our shared drive per account. Whole produce
|
||||
does not carry CN labels; for those items we supply the crediting
|
||||
documentation the meal pattern requires.
|
||||
|
||||
### Utilization of USDA Foods
|
||||
|
||||
This is our weakest area and we will not overstate it. We are not currently
|
||||
an approved USDA Foods processor. We would work alongside a processor
|
||||
designated by the SFA, or support the SFA in managing entitlement directly,
|
||||
but we cannot manage drawdown and diversion in-house today.
|
||||
|
||||
### Geographic preference
|
||||
|
||||
**Sixty-one percent (61%)** of the product value we propose to supply will
|
||||
be locally grown or raised within 250 miles of Washington, DC, measured
|
||||
across the full contract year. In the peak regional band that figure
|
||||
exceeds eighty percent. Certification of the percentage is enclosed under
|
||||
B.2 and we accept the SFA's audit right.
|
||||
|
||||
All thirty-four member farms are within the Chesapeake foodshed; nineteen
|
||||
are in Maryland, nine in Virginia, four in Delaware and two within the
|
||||
District itself.
|
||||
|
||||
### Healthy Schools Act
|
||||
|
||||
We supply four DC charter SFAs under HSA requirements today and our
|
||||
certification of local percentage is designed to support the SFA's local
|
||||
sourcing subsidy claim directly.
|
||||
|
||||
---
|
||||
|
||||
## Section Four — Bidder's Experience, Expertise and Reliability
|
||||
|
||||
**Knowledge of USDA and District requirements.** Our operations lead spent
|
||||
six years in DC OSSE child nutrition administration. We are fluent in the
|
||||
HSA and in the meal pattern; we are less fluent in USDA Foods entitlement
|
||||
mechanics, as stated above.
|
||||
|
||||
**Dependability.** On-time delivery for SY2020–21 was 96.1% against
|
||||
contracted windows, and order fill accuracy 97.4% by line. Both are below
|
||||
what a broadline distributor will quote. The gap is almost entirely
|
||||
weather-driven crop shortfall in the peak band, where we substitute within
|
||||
category rather than fail the line.
|
||||
|
||||
**Warehouse and facilities.** Our aggregation facility on Martin Luther
|
||||
King Jr Avenue is DC Department of Health certified. Two most recent
|
||||
inspections enclosed, both passed. Pest management is contracted monthly
|
||||
with a licensed applicator and audited semi-annually.
|
||||
|
||||
**Customer service.** Named account lead, orders by phone, email or shared
|
||||
order sheet until 3:00 PM for next-day. The managing director is reachable
|
||||
directly and is on the escalation path for every account.
|
||||
|
||||
**Proven organizational capacity.** Seven years in operation, eleven
|
||||
institutional accounts, thirty-four member farms. Our largest current
|
||||
account is three sites. **Friendship's eight sites would be the largest
|
||||
network we have served**, and we would staff a dedicated route and a
|
||||
second driver for it, funded within the pricing above.
|
||||
|
||||
**Response to values statement (C.1).** Friendship's values statement
|
||||
speaks to educational outcomes and to the community the school sits in. We
|
||||
are based in Ward 8, we employ from Ward 8, and two of our member farms are
|
||||
inside the District. When Friendship spends with us, a measurable share of
|
||||
that spend stays within the same community the students come from. That is
|
||||
the whole reason the Collective exists, and it is why we are bidding
|
||||
despite being the highest price on the table.
|
||||
|
||||
**References.** Three DC institutional accounts, provided in the
|
||||
questionnaire.
|
||||
|
||||
---
|
||||
|
||||
## Exceptions and Qualifications
|
||||
|
||||
We take the following three exceptions to the solicitation as issued.
|
||||
|
||||
**Exception 1 — D.1 Delivery Requirements, delivery windows.**
|
||||
Schedule A specifies delivery windows at several sites beginning at 5:30
|
||||
AM. Our aggregation model consolidates farm deliveries overnight and we
|
||||
cannot reliably load before 5:00 AM. We request windows beginning no
|
||||
earlier than 6:30 AM at all sites.
|
||||
*Price effect if not granted: +$18,400 (second overnight shift).*
|
||||
|
||||
**Exception 2 — B.5, price firmness across the full term.**
|
||||
We request that the out-of-region band (December–March) be subject to
|
||||
renegotiation if the published PPI for fresh vegetables moves more than
|
||||
twelve percent between award and 1 December. Our regional supply cannot
|
||||
absorb that movement the way a national distributor's can.
|
||||
*Price effect if not granted: +$9,750 (risk premium carried in base).*
|
||||
|
||||
**Exception 3 — C.3 Specifications, pack configuration.**
|
||||
We request that pack configuration be agreed jointly during onboarding
|
||||
rather than fixed at award, for produce categories only. Aggregated supply
|
||||
cannot guarantee a single fixed pack across thirty-four farms.
|
||||
*Price effect if not granted: we would be unable to bid produce categories.*
|
||||
|
||||
Total price effect of exceptions 1 and 2 if declined: **+$28,150**, giving
|
||||
an adjusted base year total bid cost of **$652,465**.
|
||||
@@ -0,0 +1,118 @@
|
||||
# Chesapeake Food Service, Inc.
|
||||
## Proposal to Friendship Public Charter School — Food Items, 2021–2022
|
||||
|
||||
1120 Ridgely Street, Baltimore, MD 21230
|
||||
Marcus Bell, Vice President — (410) 555-0188
|
||||
|
||||
---
|
||||
|
||||
### Executive Summary
|
||||
|
||||
Chesapeake Food Service is a family-owned broadline distributor operating
|
||||
out of Baltimore since 1978. We serve roughly two hundred accounts across
|
||||
Maryland and the District, of which about thirty are schools, and we are
|
||||
pleased to offer Friendship Public Charter School the most competitive
|
||||
delivered pricing in this market.
|
||||
|
||||
Our proposition is straightforward. We buy well, we run lean, and we pass
|
||||
that through. Where other distributors in this bid will layer on portal
|
||||
technology and account management structures that ultimately appear in the
|
||||
case price, we have chosen to compete on the number that matters. Over an
|
||||
eight-site network across a full school year, the difference is
|
||||
substantial, and it is money that returns directly to the meal programme.
|
||||
|
||||
Our business license and certificate of occupancy are enclosed, along with
|
||||
two years of audited financial statements prepared by Hanlon & Reeve LLP.
|
||||
The debarment, price determination and lobbying certifications are signed
|
||||
and enclosed, as are the equal opportunity and clean air and water
|
||||
certifications. Insurance is carried at two million per occurrence and four
|
||||
million aggregate and a certificate naming Friendship Public Charter School
|
||||
as additional insured is enclosed.
|
||||
|
||||
We are committed to student nutrition and to the communities we serve, and
|
||||
we believe strongly that a school food programme succeeds or fails on
|
||||
consistency of supply rather than on marketing. That is the value we bring.
|
||||
|
||||
### Pricing
|
||||
|
||||
Our pricing is submitted separately on the Excel schedule provided.
|
||||
|
||||
We price at a flat delivered unit cost per case with no volume tiers and no
|
||||
rebate mechanism, because we have found that banded pricing chiefly serves
|
||||
to make comparison difficult and to defer benefit to year end. Our number
|
||||
is our number from day one.
|
||||
|
||||
Delivered case pricing is applied as quoted plus a per-stop delivery charge
|
||||
which varies with the frequency requested. At two deliveries per week per
|
||||
site, the charge is $34.00 per stop. At three per week it falls to $28.50
|
||||
per stop, and at four or more it falls to $24.00 per stop. Sites may elect
|
||||
different frequencies and may change frequency with two weeks' notice.
|
||||
|
||||
At the estimated volume stated in the solicitation and assuming three
|
||||
deliveries weekly to each of the eight sites across a one hundred and
|
||||
eighty day calendar, our base year total bid cost is five hundred and
|
||||
forty-one thousand, two hundred and eighty dollars ($541,280).
|
||||
|
||||
Prices are held firm through the base year. We would ask only for relief
|
||||
under the economic price adjustment provision in the event of a commodity
|
||||
movement exceeding eight percent, on the same published index basis
|
||||
contemplated in the solicitation.
|
||||
|
||||
### Method of Approach and Implementation
|
||||
|
||||
We would begin with a site survey of all eight locations in the two weeks
|
||||
following award, walking each receiving area with the site's authorised
|
||||
designee to confirm the delivery window, the receiving point and the
|
||||
storage capacity. Our experience is that most transition problems are
|
||||
receiving problems rather than supply problems, and they are best solved
|
||||
before the first delivery rather than after.
|
||||
|
||||
Product is packed to USDA standards throughout. We have not historically
|
||||
found that schools require pack size changes from our standard
|
||||
configurations, but we would accommodate reasonable requests where our
|
||||
suppliers can support them.
|
||||
|
||||
On nutritional documentation, our category managers hold CN labels and
|
||||
formulation statements for the school product range and provide these on
|
||||
request. We can supply these for any item in the proposed catalogue,
|
||||
typically within two business days of a request.
|
||||
|
||||
We participate in the USDA Foods programme in Maryland and would work with
|
||||
the SFA to make appropriate use of entitlement, though we would note that
|
||||
our processing relationships are stronger in the protein categories than
|
||||
in fruit and vegetable. We think it right to be plain about that rather
|
||||
than to overstate it.
|
||||
|
||||
As to local sourcing, Chesapeake buys from the Maryland and Delmarva
|
||||
growing region in season and has done so throughout its history. We are
|
||||
proud of those relationships. We would expect a meaningful proportion of
|
||||
produce delivered between June and October to originate within the region.
|
||||
|
||||
We maintain a pest management programme at our Baltimore facility under
|
||||
contract with a licensed applicator, serviced monthly.
|
||||
|
||||
### Bidder's Experience, Expertise and Reliability
|
||||
|
||||
Forty-three years in continuous operation under the same family ownership
|
||||
is, we would suggest, its own evidence of dependability. We have never
|
||||
failed to complete work awarded to us and we have never been terminated for
|
||||
cause.
|
||||
|
||||
We deliver on time. Our internal measurement for the last school year was
|
||||
in the high nineties by percentage, and we are comfortable being held to
|
||||
that standard contractually.
|
||||
|
||||
Our staff know the USDA meal pattern requirements and the District's
|
||||
Healthy Schools Act obligations, and several of our account team have
|
||||
worked with DC schools for more than a decade.
|
||||
|
||||
We would provide a single point of contact for the network with escalation
|
||||
directly to the undersigned. We do not operate an ordering portal; orders
|
||||
are placed by telephone or email to a named person, which our customers
|
||||
tell us they prefer.
|
||||
|
||||
Three references are provided in the questionnaire, all Maryland school
|
||||
accounts.
|
||||
|
||||
We appreciate the opportunity and would welcome the chance to discuss any
|
||||
element of this proposal with the committee.
|
||||
170
corpus/friendship-pcs/responses/source/potomac-provisions.md
Normal file
170
corpus/friendship-pcs/responses/source/potomac-provisions.md
Normal file
@@ -0,0 +1,170 @@
|
||||
# POTOMAC PROVISIONS LLC
|
||||
### Response to Friendship Public Charter School
|
||||
### RFP for the Supply and Delivery of Food Items, SY 2021–2022
|
||||
|
||||
8600 Ardwick-Ardmore Road, Landover, MD 20785 · (301) 555-0142
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Contact: Denise Whitaker, Director of Education Accounts
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---
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## SECTION ONE — EXECUTIVE SUMMARY
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Potomac Provisions has distributed to School Food Authorities in the
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Washington metropolitan area since 1994. We currently serve 41 SFAs across
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DC, Maryland and Northern Virginia, including 11 public charter networks,
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and deliver approximately 2.3 million cases annually from a single
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GFSI-certified warehouse in Landover.
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### Compliance Matrix
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Per Section A.2, every required item is enumerated below with the page of
|
||||
this response on which it appears.
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| RFP Ref | Requirement | Status | Page |
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|---|---|---|---|
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| A.1 | Cover Page | Complete, signed | 1 |
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| A.2 | Bidder Checklist | Complete | 2 |
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| B.2 | Certification of percentage of local foods | Complete — 18% certified | 3 |
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| B.6(c) | Two bid copies | Provided | — |
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| B.6(d) | Current state or local health certificate | Attached, Prince George's County, exp. 2022-03-31 | A-1 |
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| B.7 | Four-section format | This document | — |
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| B.8 | Distributor Pre-Qualification Questionnaire | Complete | 4 |
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| B.8 | Business license | Attached, MD SDAT D14882910 | A-2 |
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| B.8 | Certificate of Occupancy | Attached | A-3 |
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| B.8 | Two years audited financial statements | Attached, FY2019 & FY2020 | A-4 |
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| C.1 | Response to values statement | Section Four | 7 |
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| C.5 | Two most recent health inspections | Attached, 2020-11-04 and 2021-02-17, both passed | A-5 |
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| D.6 | Insurance amounts | Certificate attached, $2M/$4M | A-6 |
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| Schedule C | Pricing Sheet | Submitted in Excel as instructed | — |
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| Att. A | Healthy Schools Act requirements | Acknowledged, Section Three | 5 |
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||||
| Att. B | Debarment & Suspension | Signed | A-7 |
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||||
| Att. C | Independent Price Determination | Signed | A-8 |
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||||
| Att. D | Certification Regarding Lobbying | Signed | A-9 |
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||||
| E.1 | Equal Opportunity | Signed | A-10 |
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||||
| E.3 | Clean Air and Water Certification | Signed | A-11 |
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||||
|
||||
No exceptions are taken to any term or condition of this solicitation.
|
||||
|
||||
---
|
||||
|
||||
## SECTION TWO — PRICING
|
||||
|
||||
Pricing is submitted on Schedule C in the Excel workbook provided, as
|
||||
instructed. The structure is summarised here for the evaluation committee.
|
||||
|
||||
**Rate structure: volume-banded unit pricing.** Unit price per case falls as
|
||||
aggregate annual volume across all eight sites rises. Bands are measured on
|
||||
total cases invoiced in the contract year and applied retroactively at
|
||||
year end as a rebate.
|
||||
|
||||
| Annual case volume | Discount from list | Illustrative delivered case price, mixed produce |
|
||||
|---|---|---|
|
||||
| 0 – 11,999 cases | list | $28.40 |
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||||
| 12,000 – 23,999 cases | 3.0% | $27.55 |
|
||||
| 24,000 – 35,999 cases | 5.5% | $26.84 |
|
||||
| 36,000+ cases | 7.5% | $26.27 |
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||||
|
||||
Delivered price includes freight to all eight sites within the delivery
|
||||
windows in Schedule A. There is no separate fuel surcharge and no minimum
|
||||
order charge.
|
||||
|
||||
**Base year total bid cost, at FPCS's stated estimated volume of 21,400
|
||||
cases: $589,970.**
|
||||
|
||||
Prices are firm for the base year. Economic price adjustment is requested
|
||||
only as permitted under D.8, on the published PPI for the relevant
|
||||
commodity group, and only at contract anniversary.
|
||||
|
||||
---
|
||||
|
||||
## SECTION THREE — METHOD OF APPROACH AND IMPLEMENTATION PLAN
|
||||
|
||||
### Food and packaging
|
||||
|
||||
All produce is packed to USDA No. 1 or better. Case configurations follow
|
||||
the SFA's existing pack sizes so that no menu re-costing is required at
|
||||
transition. Product acceptance issues are credited on the delivery ticket
|
||||
at the point of receipt; the driver is authorised to credit without a
|
||||
return authorisation.
|
||||
|
||||
CN labels and product formulation statements are supplied through our
|
||||
online portal, which exposes a per-item document library. Every catalogue
|
||||
item carries its CN label, nutrient analysis and allergen statement, and
|
||||
these are downloadable in bulk as a single PDF per menu cycle. This is how
|
||||
we make nutritional information available to the SFA as required in B.7.
|
||||
|
||||
### Utilization of USDA Foods
|
||||
|
||||
We are an approved processor-distributor for USDA Foods in both Maryland
|
||||
and the District. We manage entitlement drawdown, diversion and pass-through
|
||||
value directly, and provide a monthly entitlement position statement.
|
||||
For SY2020–21 we processed 340,000 lbs of USDA-donated commodity on behalf
|
||||
of DC-area SFAs.
|
||||
|
||||
### Geographic preference
|
||||
|
||||
Eighteen percent (18%) of the product value we propose to supply to FPCS
|
||||
will be locally grown or raised, defined as originating within 250 miles
|
||||
of Washington, DC. Certification of this percentage is provided under B.2.
|
||||
We accept the SFA's right to audit the actual percentage once awarded.
|
||||
|
||||
We are candid that 18% is a function of our scale and our year-round
|
||||
service commitment: we will not substitute a local item where continuity
|
||||
of supply cannot be guaranteed across the full school year.
|
||||
|
||||
### Healthy Schools Act
|
||||
|
||||
We have supplied DC SFAs under HSA requirements since 2010 and are familiar
|
||||
with the local meal reimbursement conditions in Attachment A, including the
|
||||
whole-grain-rich and local-sourcing provisions.
|
||||
|
||||
---
|
||||
|
||||
## SECTION FOUR — BIDDER'S EXPERIENCE, EXPERTISE AND RELIABILITY
|
||||
|
||||
### Knowledge of USDA and District requirements
|
||||
|
||||
Our education accounts team includes two staff who previously worked in
|
||||
SFA operations. We complete DC OSSE reporting alongside our SFA customers
|
||||
each year.
|
||||
|
||||
### Dependability
|
||||
|
||||
Our on-time delivery rate across all SFA accounts for SY2020–21 was 98.6%,
|
||||
measured against contracted delivery windows. Order fill accuracy was
|
||||
99.2% by line. Both figures are drawn from our WMS and can be audited.
|
||||
|
||||
### Warehouse and facilities
|
||||
|
||||
Our Landover facility is GFSI-certified under SQF Level 2. The two most
|
||||
recent health inspections, both passed with no critical violations, are
|
||||
attached under C.5. Our stored products pest management programme is
|
||||
operated under contract by a licensed applicator with monthly service and
|
||||
quarterly third-party audit, per C.6.
|
||||
|
||||
### Customer service
|
||||
|
||||
Each SFA has a named account manager and a named backup. Orders may be
|
||||
placed through the portal or by phone until 2:00 PM for next-day delivery.
|
||||
Credits are issued within one business day.
|
||||
|
||||
### Proven organizational capacity
|
||||
|
||||
Twenty-seven years in operation. 2.3 million cases annually. We have run
|
||||
eight-site or larger charter networks continuously since 2011, and our
|
||||
audited financials for FY2019 and FY2020 are attached.
|
||||
|
||||
### Response to values statement (C.1)
|
||||
|
||||
FPCS's stated commitment to student nutrition as a driver of educational
|
||||
outcomes matches how we run our education accounts. We staff them
|
||||
separately from our commercial business precisely because the buying
|
||||
calendar, the compliance burden and the tolerance for substitution are
|
||||
different. We are interested in this business because eight sites under one
|
||||
authority is the scale at which menu consistency actually becomes
|
||||
achievable.
|
||||
|
||||
### References
|
||||
|
||||
Three SFA references are provided in the Pre-Qualification Questionnaire,
|
||||
all DC or Prince George's County charter networks of comparable size.
|
||||
Reference in New Issue
Block a user