What Is a Deployment Profile?
A deployment profile documents how an AI system behaves inside an organization - not how it performs in isolation.
It defines:
- Decision authority - who decides
- Escalation thresholds - when humans intervene
- Uncertainty handling - how confidence is surfaced
- Audit evidence - what is logged and retained
- Deployment boundaries - what the system is not allowed to do
Why General Counsel and CROs Care
- Regulators evaluate process, not intent
- "Responsible AI policies" fail without enforcement
- Liability follows decision ownership, not model accuracy
- Missing uncertainty and escalation paths increase exposure
"If you cannot explain who owns an AI decision, the organization owns the failure."
Common Deployment Profiles
TeraSystemsAI categorizes solutions into three deployment profiles based on decision authority, regulatory exposure, and audit requirements.
Human-in-the-Loop Required
- AI provides recommendations only
- Human review required before action
- Uncertainty explicitly surfaced
- Full audit logs retained
Typical users: Healthcare, legal review, compliance workflows
Audit status: Eligible for regulated deployment
Applicable: Healthcare AI Diagnostics, Research Tools Suite
Human-on-the-Loop
- AI executes limited actions
- Human approval gates enforced
- Escalation for low-confidence outputs
- Usage and overrides logged
Typical users: Enterprise operations, content workflows
Audit status: Requires formal risk review
Applicable: Enterprise NLP Engine, Generative AI Studio
Limited or No Human Oversight
- AI initiates actions without review
- Limited or no uncertainty reporting
- Weak override mechanisms
Typical users: Rarely acceptable in regulated environments
Audit status: High likelihood of rejection
TeraSystemsAI does not deploy systems at this profile level. Web Intelligence Suite and TrustPDF operate at Profile A/B.
How We Use Deployment Profiles
Deployment profiles are the foundation of our independent AI risk audits.
We assess whether:
- The profile matches the regulatory context
- Human authority is preserved
- Uncertainty is operationalized
- Audit evidence is sufficient
When a Deployment Profile Is Required
- Approaching first production deployment
- Preparing for regulator or investor review
- Entering enterprise contracts
- Scaling AI usage across teams
- Responding to audit or incident questions
Solution-Specific Deployment Profiles
Each TeraSystemsAI solution is assigned a deployment profile based on its decision authority, regulatory exposure, and human oversight requirements.
Clinical decision support system designed for advisory use only. All diagnostic outputs include uncertainty quantification. Low-confidence predictions are flagged for escalation. Final diagnostic authority rests with licensed clinicians.
- Human-in-the-loop required for all clinical decisions
- Explicit uncertainty estimates on every prediction
- Escalation workflow for ambiguous cases
- Full audit trail retained for regulatory review
- HIPAA-aligned architecture with access controls
This system is not intended for autonomous diagnosis.
<- View solution detailsTrustPDF - Document Integrity & Forensics
Document authenticity verification system for forensic and compliance-critical workflows. Combines pixel-level artifact analysis, metadata inspection, and semantic consistency checks. Every verification produces a traceable decision record.
- Evidence chain with reproducible feature signals
- Decision rationale logged for every verification
- Final determinations reviewable and overrideable by compliance staff
- Legal-ready output reports
- End-to-end audit trail
Enterprise NLP Engine
Domain-specific language models with explicit confidence reporting and traceable reasoning outputs. Optimized for legal, medical, and financial text understanding. All outputs include uncertainty estimates and can be traced back to source context.
- Confidence scores on all outputs
- Traceable reasoning chains linked to source documents
- Privacy-first architecture with enterprise-grade controls
- Source attribution on every inference
- Domain calibration for regulatory text
Outputs are unsuitable for direct legal or medical action without review.
<- View solution detailsWeb Intelligence Platform
OSINT and web analytics platform designed for decision support, not autonomous action. Transforms unstructured internet data into structured intelligence with explainable, traceable outputs.
- Alerts configurable for human escalation
- Graph-based entity resolution with clear evidence chains
- Confidence levels and source attribution on all findings
- No autonomous actions - surfaces intelligence for human review
- Configurable alert thresholds
Findings are advisory and must be corroborated before operational use.
<- View solution detailsGenerative AI Studio
Deployment-limited system for assisted content generation within controlled enterprise workflows. Guardrails, approval checkpoints, and usage logging are mandatory. No autonomous content publication permitted.
- Mandatory approval checkpoints before output deployment
- Usage logging enforced enterprise-wide
- Brand-safe constraints and output filtering
- Full audit trail of generation requests, parameters, and approvals
- Human approval required for all published outputs
Research Intelligence Suite
AI-powered literature analysis, citation network mapping, and hypothesis generation. All outputs are reproducible, citation-linked, and suitable for systematic reviews and regulatory documentation.
- Reproducible outputs with transparent methodology
- Citation-linked to primary sources
- Full source attribution on every insight
- Research conclusions require human expert review
- Suitable for systematic reviews and regulatory documentation
Not intended for automated regulatory submission without expert review.
<- View solution details