Running pattern detector against the corpus
The dataset shows circular money flows between charities — reciprocal pairs, triangular cycles, and longer chains. Most loops are structurally normal; the signal is the deviation from norm.
Aggregated from the matches below. Severity bands are calibrated per pattern; counts and dollar totals reflect this snapshot only.
Glassbox surfaces correlations and observations, not findings of misconduct. Severity is a calibrated read on how strongly the dataset matches the pattern definition — a starting point for review, not a verdict.
The match meets the pattern threshold but the signal is the lower band. Normal review queue.
The match exceeds the routine threshold. Worth a closer look — pull the source rows, walk the citation.
The match is in the highest band of the calibrated scale. Recommend: prioritise for active review.
Severity is computed from the detection signal · cra.loop_universe score ≥ 12 (TRACE attention threshold). Sub-categorised reciprocal · triangular · chain.
The dataset shows CANADA GIVES (BN 833062144RR0001) participating in 321 circular money flows totalling $4,101,722; 318 chains of length ≥ 4; pattern score 23/23 per Alberta TRACE methodology.
The dataset shows FONDATION BEATI (BN 137156360RR0001) participating in 6 circular money flows totalling $225,000; 4 chains of length ≥ 4; pattern score 22/23 per Alberta TRACE methodology.
The dataset shows My Charity Fund (BN 741413892RR0001) participating in 340 circular money flows totalling $2,258,665; 329 chains of length ≥ 4; pattern score 21/23 per Alberta TRACE methodology.
The dataset shows TORONTO FOUNDATION (BN 136491875RR0001) participating in 257 circular money flows totalling $2,015,515; 252 chains of length ≥ 4; pattern score 21/23 per Alberta TRACE methodology.
The dataset shows VANCOUVER FOUNDATION (BN 119281640RR0001) participating in 185 circular money flows totalling $1,804,335; 180 chains of length ≥ 4; pattern score 21/23 per Alberta TRACE methodology.
The dataset shows UNITED WAY OF GREATER TORONTO (BN 119278216RR0001) participating in 192 circular money flows totalling $1,617,286; 186 chains of length ≥ 4; pattern score 21/23 per Alberta TRACE methodology.
The dataset shows Indigenous Reconciliation Fund (BN 739290906RR0001) participating in 74 circular money flows totalling $1,142,487; 66 chains of length ≥ 4; pattern score 21/23 per Alberta TRACE methodology.
The dataset shows MAKEWAY FOUNDATION (BN 868947797RR0001) participating in 83 circular money flows totalling $1,074,386; 73 chains of length ≥ 4; pattern score 21/23 per Alberta TRACE methodology.
The dataset shows UNITED JEWISH APPEAL OF GREATER TORONTO (BN 119276723RR0001) participating in 86 circular money flows totalling $565,335; 86 chains of length ≥ 4; pattern score 21/23 per Alberta TRACE methodology.
The dataset shows THE EDMONTON COMMUNITY FOUNDATION PRIV ACT (BN 122437072RR0001) participating in 33 circular money flows totalling $230,727; 29 chains of length ≥ 4; pattern score 21/23 per Alberta TRACE methodology.
The dataset shows Ottawa Community Foundation / Fondation Communautaire d'Ottawa (BN 119227981RR0001) participating in 25 circular money flows totalling $217,464; 20 chains of length ≥ 4; pattern score 21/23 per Alberta TRACE methodology.
The dataset shows THE CALGARY FOUNDATION (BN 108074436RR0001) participating in 155 circular money flows totalling $1,067,287; 150 chains of length ≥ 4; pattern score 20/23 per Alberta TRACE methodology.
The dataset shows The Veritas Foundation (BN 732323126RR0001) participating in 66 circular money flows totalling $752,085; 65 chains of length ≥ 4; pattern score 20/23 per Alberta TRACE methodology.
The dataset shows COMMUNITY FOUNDATIONS OF CANADA (BN 136535226RR0001) participating in 22 circular money flows totalling $291,055; 20 chains of length ≥ 4; pattern score 20/23 per Alberta TRACE methodology.
The dataset shows CANADAHELPS CANADON (BN 896568417RR0001) participating in 1473 circular money flows totalling $10,670,302; 1432 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows Charitable Gift Funds Canada Foundation / Fonds de Bienfaisance Canada (BN 896713500RR0001) participating in 544 circular money flows totalling $5,246,211; 532 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows Charité Tzedakah Montréal Charity Tzedakah Montreal (BN 703227322RR0001) participating in 749 circular money flows totalling $4,912,130; 735 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows Jewish Community Foundation of Montreal / La Fondation Communautaire Juive de Montréal (BN 118974179RR0001) participating in 637 circular money flows totalling $4,724,089; 627 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows CHIMP: Charitable Impact Foundation (Canada) (BN 845528827RR0001) participating in 467 circular money flows totalling $4,635,805; 455 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows Communauté Détenteurs Religieux Belza / CDRB / Kehal Machzikei Hadas Belz / KMHB (BN 748023538RR0001) participating in 530 circular money flows totalling $4,229,484; 516 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows MORAL ARC FOUNDATION (BN 118974294RR0001) participating in 537 circular money flows totalling $3,888,599; 520 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows BenefAction Foundation (BN 804213759RR0001) participating in 267 circular money flows totalling $3,779,566; 264 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows CHEVRAH MSAMCHEI LEV (BN 890241375RR0001) participating in 327 circular money flows totalling $2,786,887; 322 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows CONGRÉGATION BELZ (BN 118874080RR0001) participating in 358 circular money flows totalling $2,682,361; 353 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows ISLAMIC RELIEF - IR CANADA (BN 821896875RR0001) participating in 307 circular money flows totalling $2,368,319; 296 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows CHARITIES AID FOUNDATION CANADA (BN 801966334RR0001) participating in 138 circular money flows totalling $1,086,149; 135 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows ABUNDANCE CANADA (BN 129253308RR0001) participating in 95 circular money flows totalling $889,416; 90 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows CharityEx Foundation (BN 714945482RR0001) participating in 74 circular money flows totalling $632,132; 70 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows Mekor Chayeiny (BN 715123808RR0001) participating in 18 circular money flows totalling $569,160; 15 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows LONDON COMMUNITY FOUNDATION (BN 107641953RR0001) participating in 50 circular money flows totalling $331,245; 47 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows THE WINNIPEG FOUNDATION (BN 119300960RR0001) participating in 40 circular money flows totalling $281,749; 38 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows THE UNITED CHURCH OF CANADA (BN 108102435RR0003) participating in 20 circular money flows totalling $252,247; 13 reciprocal pairs; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows RAYJO CHARITABLE TRUST (BN 836671065RR0001) participating in 28 circular money flows totalling $192,818; 25 chains of length ≥ 4; pattern score 19/23 per Alberta TRACE methodology.
The dataset shows Kehilas Belz / Regroupement communautaire Belz (BN 801960303RR0001) participating in 335 circular money flows totalling $2,688,373; 328 chains of length ≥ 4; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows MIFALEI CHAIM BECHESED (MCB) (BN 854949864RR0001) participating in 309 circular money flows totalling $2,036,916; 305 chains of length ≥ 4; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows TORONTO CHESED FOUNDATION (BN 724266317RR0001) participating in 252 circular money flows totalling $1,809,105; 242 chains of length ≥ 4; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows Satmar Van Horne Jewish Education Centre (BN 701362600RR0001) participating in 58 circular money flows totalling $1,140,566; 53 chains of length ≥ 4; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows RAYMOND JAMES CANADA FOUNDATION (BN 832173900RR0001) participating in 168 circular money flows totalling $1,049,278; 166 chains of length ≥ 4; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows Ohel Torah Congregation (BN 731214110RR0001) participating in 72 circular money flows totalling $915,923; 68 chains of length ≥ 4; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows AGUDAT CHASIDEI CHABAD-ONTARIO (BN 868959263RR0001) participating in 77 circular money flows totalling $571,623; 75 chains of length ≥ 4; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows HAMILTON COMMUNITY FOUNDATION (BN 130527427RR0001) participating in 38 circular money flows totalling $347,772; 37 chains of length ≥ 4; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows JACK AND DORIS BISTRICER CHARITABLE FOUNDATION (BN 896069689RR0001) participating in 45 circular money flows totalling $299,995; 43 chains of length ≥ 4; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows WESTERN ONTARIO DISTRICT OF THE PENTECOSTAL ASSEMBLIES OF CANADA (BN 119293447RR0002) participating in 8 circular money flows totalling $177,749; 7 reciprocal pairs; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows Aide de santé/ Help to Health/Ezer L'Refuah (BN 820475895RR0001) participating in 20 circular money flows totalling $144,750; 20 chains of length ≥ 4; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows THE CHAIM MOSHE FRIEDMAN MEMORIAL FUND (BN 838274215RR0001) participating in 19 circular money flows totalling $117,362; 19 chains of length ≥ 4; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows THE PENTECOSTAL ASSEMBLIES OF CANADA BRITISH COLUMBIA AND YUKON DISTRICT SOCIETY (BN 888671500RR0001) participating in 8 circular money flows totalling $91,601; 4 triangular cycles; pattern score 18/23 per Alberta TRACE methodology.
The dataset shows VMM Zichron Chaim Charity (BN 735511925RR0001) participating in 719 circular money flows totalling $4,677,290; 713 chains of length ≥ 4; pattern score 17/23 per Alberta TRACE methodology.
The dataset shows Kav Shalom KHM (BN 817735541RR0001) participating in 400 circular money flows totalling $2,612,112; 391 chains of length ≥ 4; pattern score 17/23 per Alberta TRACE methodology.
The dataset shows THE GOVERNING COUNCIL OF THE SALVATION ARMY IN CANADA/CONSEIL DE DIRECTION DE L'ARMÉE DU SALUT DU CANADA (BN 107951618RR0307) participating in 69 circular money flows totalling $1,357,593; 57 chains of length ≥ 4; pattern score 17/23 per Alberta TRACE methodology.
The dataset shows GIFTPACT FOUNDATION INC. (BN 839545803RR0001) participating in 151 circular money flows totalling $1,125,549; 148 chains of length ≥ 4; pattern score 17/23 per Alberta TRACE methodology.
Once a match is identified, the dataset suggests these review actions. Glassbox does not prescribe outcomes — these are calibrated options for funders, auditors, and program officers, framed as correlations to investigate.
For each entity in the cycle, examine reciprocal gifts, board overlap, and program-vs-overhead ratios. The cycle may reflect denominational hierarchy or federated structure (normal) or reciprocal-revenue inflation (review-worthy).
Glassbox is not yet hard-coded with denominational hierarchy or federated-charity exclusion lists. Before flagging externally, confirm the loop is not an explainable structural pattern.
If the same entities also receive federal grants for similar program purposes, the loop becomes a duplicative-funding signal as well — see /follow/duplicative-funding once that detector ships.
If the loop persists across review cycles, escalate to the relevant audit body. If it resolves (entity exits, program ends, structure clarified), close with reasoning recorded.
These are calibrated suggestions, not directives. The dataset shows the pattern; the funder decides the response.