Workflow
TW
Tom Wilson
Strategic Partner
Step 1 — Ingestion Portal
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Complete Step 1 to load your dataset and Step 2 to run the BOFAF pipeline. Your Bias Heatmap results will appear here.
Connect Your Dataset or Model Weights
CSV, Parquet, JSON, and PyTorch tensors supported.
Direct API integrations available for AWS S3, GCP, and Azure Blob.
CSVPARQUETJSON S3GCPAZURE
Validating schema 0%
lending_sample_24831.csv
24,831 records · 18 features · Validated · Ready for pipeline
Industry Profile & Threshold Configuration
Lending
Hiring
Healthcare
Criminal Justice
Insurance
A
Diagnostic Engine
IBM AIF360 · 70+ metrics
B
BOFAF Vault
Blind mitigation layer
C
t3ai Ledger
Immutable audit log
Active Filter Protocols
PROPRIETARY-V4
Proxy Neutralization
Identifies and decouples zip code, education, and vocabulary patterns from protected classes without accessing PII.
Disparate Impact Rebalancing
Adjusts model weights to ensure proportional representation across demographic groups in outcome distribution.
Adversarial Debiasing
Internal model correction loop verified and logged through the t3ai ledger at each iteration.
Threshold Optimization
Equalized odds post-processing applied to decision outputs — extended compute required.
Ready to remediate 4 high-impact bias breaches
All interventions are logged to the immutable t3ai ledger with a unique transaction hash.
t3ai Audit Vault
The immutable governance spine of the BOFAF Platform
0
Entries
0
Mitigated
—
Trust Score
Tx ID Event User Timestamp SHA-256 Hash
No entries — run the BOFAF pipeline to populate the ledger
Chain status: idle
Demo Role
JWT: ROLE_FIRM_ADMIN
Overview
5
Active Clients
+2 this quarter
3
Certified Models
1 in progress
1
Pending Audits
Remediation required
12
Sub-Clients
Across all orgs
Client Accounts + Provision New Client
OrganizationIndustryModel Status Trust ScoreSub-ClientsLast Audit
Acme Financial
CLT-0041
 Lending Active
94%
 3 2026-04-14
Metro Health Systems
CLT-0042
 Healthcare Building
72%
 2 2026-04-02
Northeast Hiring Co.
CLT-0043
 Hiring Needs Audit
61%
 4 Never
Pacific Insurance Group
CLT-0044
 Insurance Active
88%
 2 2026-03-28
City Justice Initiative
CLT-0045
 Criminal Justice Active
79%
 1 2026-04-10
Provision New Client Account
New Client Onboarding
Create a new client account, assign an administrator, and initialize their dedicated BOFAF model instance.
Hierarchy Preview
F
1Call West LLC
Firm Admin — Full platform access
Super Admin
C
New Client Org
Client Admin — Org-scoped access
Provisioning
S
Sub-Client Entities
Entity-scoped access — own data only
Pending Setup
3
Active Models
1
In Training
1
Audit Required
Model Instances
Acme Financial
MDL-AF-001 · Llama 3 8B
Active
94%Trust Score
Last Trained
2026-04-14
t3ai Entries
247
Version
v4.2.1
Sub-Clients
3 entities
Metro Health Systems
MDL-MH-001 · Mistral 7B
Building
72%Trust Score
Training Run
In progress
t3ai Entries
89
Version
v1.4.0-rc
Sub-Clients
2 entities
Pacific Insurance Group
MDL-PI-001 · Llama 3 8B
Active
88%Trust Score
Last Trained
2026-03-28
t3ai Entries
183
Version
v3.1.0
Sub-Clients
2 entities
Northeast Hiring Co.
MDL-NH-001 · Llama 3 8B
Needs Audit
61%Trust Score
Last Trained
Never
t3ai Entries
0
Version
v0.1.0
Sub-Clients
4 entities
Platform Users + Invite User
UserRoleOrganizationLast ActiveStatus
Admin
admin@1callwest.com
Firm Admin1Call West LLCNowActive
Sarah Chen
s.chen@acmefinancial.com
Client AdminAcme Financial2026-04-14Active
James Porter
j.porter@acme-ne.com
Sub-ClientAcme — NE Division2026-04-13Active
Dr. Maria Reyes
m.reyes@metrohealthsys.org
Client AdminMetro Health Systems2026-04-10Active
Kevin Walsh
k.walsh@nehiringco.com
Client AdminNortheast Hiring Co.2026-03-22Inactive
94%
My Trust Score
t3ai Certified
3
Sub-Clients
All active
2
Training Pending
Staff not yet enrolled
My Sub-Clients
Division / EntityTypeModel AccessTrainingLast Report
Acme — Northeast Division
SUB-0011
 Regional Read-Only
80%
 2026-04-13
Acme — Southeast Division
SUB-0012
 Regional Read-Only
55%
 2026-04-08
Acme — Commercial Lending
SUB-0013
 Department Read-Only
100%
 2026-04-14
My BOFAF Model
94% Trust Score
MDL-AF-001 · Llama 3 8B · Version 4.2.1
t3ai Certified
Model Details
247
t3ai Entries
6/6
Metrics Passing
4
Bias Fixes Applied
3
Protocols Active
Access Scope
Your organization has read-only access to your dedicated model instance. Model training, configuration changes, and protocol adjustments are managed exclusively by 1Call West LLC to maintain the integrity of the BOFAF governance layer. Contact your account manager to request changes.
Organization Training Completion — Acme Financial
Name
Track
Progress
Pct
Status
Acme — Northeast Division
Sub-Client Account · SUB-0011 · Acme Financial
Your access level
Read-Only
80%
Training Complete
4 of 5 modules done
3
Reports Available
Your division only
1
Module Remaining
Due 2026-04-30
My Reports
ReportTypeGeneratedAccess
Q1 2026 Fairness Summary
RPT-NE-0031
Division Report2026-04-13Accessible
Training Completion Certificate
RPT-NE-0028
Compliance2026-03-31Accessible
NIST Alignment Summary
RPT-NE-0024
Regulatory2026-03-15Accessible
My Training — Northeast Division
Access Restricted
This section is not available at your access level. Sub-Client accounts have read-only access to their own division data only. Contact your Client Administrator for elevated access.
Viewing Scope
Workflow
SC
Sarah Chen
Acme Financial
Client Admin
Step 1 — Ingestion Portal
All Divisions
Bias Distribution Map
Fairness metrics across demographic dimensions — hover cells for values
Breach
Warning
Pass
Mitigated
DIsparity threshold < 0.10 · Ratio threshold > 0.80
Trust Score History
94% Current — t3ai Certified
+36pts since Nov 2025
Nov 25Dec 25Jan 26Feb 26Mar 26Apr 26
Connect Dataset or Model Output
Upload directly or connect via cloud storage. All data is routed through end-to-end encryption into the BOFAF vault.
CSVPARQUETJSON PYTORCHONNX
Validating0%
lending_sample_24831.csv
24,831 records · 18 features · Validated
Cloud Connectors
S3
AWS S3
acme-bofaf-data
Connected
GCP
Google Cloud
Not configured
Connect
AZ
Azure Blob
Not configured
Connect
Recent Ingestions
File / SourceRecordsDivisionDateStatus
lending_q1_2026.csv
Manual upload
31,204All Divisions2026-04-14Processed
acme-bofaf-data / Q4_outputs
AWS S3
28,500NE Division2026-04-01Processed
model_outputs_mar26.parquet
Manual upload
22,817SE Division2026-03-15Processed
A
Diagnostic Engine
IBM AIF360 · 70+ metrics
B
BOFAF Vault
Blind mitigation
C
t3ai Ledger
Immutable log
Active Mitigation Protocols
PROPRIETARY-V4
Proxy Neutralization
Decouples zip code, education, and vocabulary patterns from protected classes without accessing PII.
Disparate Impact Rebalancing
Adjusts model weights for proportional demographic representation in outcome distribution.
Adversarial Debiasing
Internal correction loop — each pass verified and logged to the t3ai ledger.
Threshold Optimization
Equalized odds post-processing on model outputs. Extended compute required.
All interventions logged to the immutable t3ai ledger with a unique transaction hash.
Previous Mitigation Runs
Run IDDateProtocolsMetrics FixedTrust ScoreStatus
BOFAF-RUN-00412026-04-143 active4 fixed94%Certified
BOFAF-RUN-00382026-03-283 active3 fixed82%Complete
BOFAF-RUN-00312026-02-142 active2 fixed71%Complete
247
Total Ledger Entries
Chain intact · 0 gaps
94%
Current Trust Score
t3ai Certified
3
Certified Runs
Since 2025-11-01
t3ai Intervention History
Tx IDEventUserScoreHashTimestamp
Chain integrity: verified — 247 entries — SHA-256 validated Last verified: 2026-04-14 10:00:00Z