Practice owner guide
Label AI-Generated Content and Preserve Output Provenance in ABA
Label AI involvement in ABA work and preserve input, sources, model, prompt, output, human edits, approval, downstream action, export, and correction evidence.
Practice Owner Resources
Practical guidance for starting, operating, and growing a high-quality ABA practice.
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Practice owner guide
Validate Speech-to-Text and AI Transcription for ABA Operations
Validate ABA AI transcription with consent boundaries, representative speakers, speaker labels, material concepts, timestamps, review, deletion, and monitoring.
Practice owner guide
Validate AI Document Extraction and OCR for ABA Intake and Payer Work
Validate ABA AI document extraction and OCR with representative formats, source coordinates, abstention, privacy, human correction, monitoring, and version control.
Practice owner guide
Reduce Automation Bias and Overreliance in ABA AI Workflows
Reduce ABA AI automation bias with independent source review, usable evidence, decision ownership, interface and workload controls, seeded tests, and monitoring.
Practice owner guide
Test ABA AI for Fairness Across Languages, Disabilities, and User Groups
Test ABA AI fairness through meaningful language, disability, access, and user strata, representative evidence, cause analysis, safeguards, and monitoring.
Practice owner guide
Set AI Confidence, Abstention, and Escalation Thresholds for ABA Work
Set ABA AI confidence, abstention, and escalation thresholds using calibrated evidence, error severity, human authority, workload, validation, and monitoring.
Practice owner guide
Protect PHI in ABA AI Prompts, Logs, and Feedback
Protect PHI across ABA AI prompts, context, outputs, logs, feedback, vendor support, training, retention, access, incidents, and tested deletion.
Practice owner guide
Respond to AI Errors, Data Exposure, and Unsafe Actions in ABA Practices
Respond to ABA AI incidents with safety-first containment, exposure reconstruction, privacy review, record correction, communication, testing, and monitoring.
Practice owner guide
Secure AI Agents and Autonomous Actions in ABA Operations
Secure ABA AI agents with dedicated identity, least privilege, plan-execute separation, approval, tool controls, limits, idempotency, rollback, and monitoring.
Practice owner guide
Govern AI Model, Prompt, and Retrieval Changes in ABA Systems
Govern ABA AI changes with configuration baselines, impact analysis, vendor evidence, locked regression tests, staged release, rollback, provenance, and monitoring.
Practice owner guide
Monitor ABA AI Quality, Drift, and Emerging Failures
Monitor ABA AI with locked cohorts, quality and drift measures, human feedback, security signals, response thresholds, stop decisions, and revalidation.
Practice owner guide
Design Human Approval, Override, and Stop Controls for ABA AI
Design ABA AI human controls with qualified authority, source evidence, action-specific approval, override, stop rules, workload capacity, audit logs, and recovery.
