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CAIBots Agent Library — Enterprise Edition
Every workflow.
Every governance layer.
One AI workforce.
40+ purpose-built execution agents across Financial Services, Capital Markets, and Healthcare — each shipping with a five-layer execution trace, pre-configured governance matrix, and system-of-record integration map. Deploy in days, not months.
🧠 Horizontal Platform
🏦 Financial Services
📈 Capital Markets
🏥 Healthcare
⚡ Revenue & Growth
SR 11-7
Model Risk Compliance
Five-Layer Architecture
Built on a governed execution foundation.
Every CAIBots agent runs on the same enterprise stack — ingestion, cognition, governance, action, and audit — with domain intelligence adapters per vertical. Full architecture →
Layer 01–02
Horizontal Platform Core
Reusable AI capabilities — orchestration, RAG retrieval, model governance, identity, and observability. The foundation every vertical agent builds on.
12 platform agents
Layer 03–04
Domain Intelligence Agents
Vertical-specific execution agents with pre-configured governance matrices for Financial Services, Capital Markets, and Healthcare regulatory environments.
18 domain agents
Layer 05
Governance & Audit Layer
Every inference is logged with prompt, output, model version, confidence score, and retrieval source. Immutable audit trails ready for OCC, Fed, and FINRA examination within 24 hours.
100% audit coverage
Execution Steps
1 Intent classification and sub-agent routing decision
2 Shared memory and context window management
3 Prompt orchestration with CoT and retrieval injection
4 Policy guardrail enforcement at every handoff hop
5 Graceful fallback, result aggregation, response delivery
All Verticals Enterprise Core L2 Orchestration
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Execution Steps
1 Query vectorization and multi-source index search
2 Multi-source relevance ranking and context assembly
3 Hallucination filter and source authority scoring
4 Grounded context injected into LLM prompt chain
5 Source attribution logged, retrieval audit trail filed
All Verticals RAG Core Anti-Hallucination
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Execution Steps
1 Task complexity, latency, and cost ceiling assessed
2 Compliance jurisdiction and data residency checked
3 Optimal LLM selected (GPT, Claude, Llama, fine-tuned)
4 Request routed; automated failover on model degradation
5 Model risk score logged, performance telemetry updated
SR 11-7 Model Ops Multi-LLM
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Execution Steps
1 Every inference logged: prompt, output, model, confidence
2 Model risk scored; anomaly patterns flagged automatically
3 Hallucination rate and drift detection thresholds checked
4 Immutable audit log written to tamper-evident store
5 SR 11-7 / OCC / FINRA export generated on demand
SR 11-7 OCC FINRA Audit Log
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Execution Steps
1 SAML/OIDC/OAuth 2.0 federation validated on request
2 Per-client namespace isolation applied; scope verified
3 RBAC enforced per agent, data source, and model class
4 Token quota and API rate-limit policies enforced
5 Access event logged to audit trail with user and scope
SAML 2.0 OIDC RBAC Okta / Azure AD
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Execution Steps
1 Cost-per-token metering collected per agent and client
2 Inference latency p50/p95/p99 tracked in real time
3 Output quality scored; anomaly patterns surface
4 Budget threshold alert dispatched to platform team
5 Executive dashboard and cross-client analytics updated
FinOps MLOps Cost Metering All Verticals
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Execution Steps
1 Ingests ownership registry, OFAC, PEP, and adverse media feeds
2 Cognition classifies risk delta and determines re-score requirement
3 Governance checks compliance matrix — auto vs. escalate
4 Writes risk update to Core KYC, opens Salesforce case
5 SAR pre-file generated, CCO notified, full audit logged
SR 11-7 BSA/AML Core KYC Salesforce FinCEN
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Execution Steps
1 Retrieves lead data from CRM, enriches with external data sources
2 Cognition scores: AUM tier, product fit, geographic coverage
3 Compliance check: suitability screening, accredited investor status
4 Routes to advisor queue in Salesforce, creates opportunity record
5 Meeting prep package assembled and shared with advisor
FINRA Suitability Salesforce FSC Outlook
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Execution Steps
1 Document verification: ID, proof of address, income documentation
2 KYC/AML check against sanctions lists, PEP databases
3 Governance: auto-approve within policy, complex cases → manual
4 Core banking account creation, product assignment, CRM record
5 Welcome email dispatched, documentation filed, audit complete
BSA/AML GDPR Core Banking Salesforce DocuSign
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Execution Steps
1 Intake validation: policy number, coverage verification, completeness
2 Fraud scoring and policy exclusion analysis applied
3 Adjudication rules engine — approve, deny, or escalate
4 Claims system updated, payment instruction or denial letter generated
5 Customer notified, full decision rationale logged for audit
Fair Claims GDPR Claims Platform Salesforce
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Execution Steps
1 Ingests regulatory feeds across FRB, OCC, FINRA, SEC, CFPB
2 Cognition classifies: applicability, impact level, deadline
3 Routes to relevant compliance team with impact summary
4 Creates tracking record in compliance system with deadline
5 Calendar events set, escalation timeline enforced automatically
SR 11-7 FINRA Compliance System ServiceNow
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Execution Steps
1 Portfolio batch retrieval — utilization rates and delinquency signals
2 Cognition: risk-based limit adjustment recommendation per account
3 Governance: auto-execute ±$5K, senior approval above threshold
4 Core banking limit update, notification to customer
5 Portfolio dashboard updated, change log archived for audit
Fair Lending ECOA Core Banking CRM
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Execution Steps
1 Retrieves all T-day trades from OMS, data warehouse, Bloomberg
2 Normalizes to RTS 22 schema, enriches with LEI codes
3 Validates all fields — flags exceptions with specific error codes
4 Submits to ARM platform — retrieves confirmation reference
5 Exception emails dispatched, compliance system updated, log archived
MiFID II RTS 22 DORA ARM Platform Bloomberg SAP
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Execution Steps
1 Retrieves financials from LOS, pulls D&B, credit bureau, industry data
2 Spreads statements, calculates DSCR, leverage, coverage ratios
3 Cognition generates credit memo with recommendation and covenants
4 Governance routes to credit officer for approval (tier-based)
5 Post-approval: offer letter, SAP facility creation, Salesforce update
Fair Lending Basel III LOS SAP DocuSign
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Execution Steps
1 Real-time exposure data ingested from risk and trading systems
2 Threshold monitoring: credit limits, concentration, covenant triggers
3 Cognition: breach classification, remediation recommendation
4 Governance: auto-alert below threshold, risk officer above
5 Risk system updated, remediation plan executed or routed
Dodd-Frank Basel III Risk System Bloomberg
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Execution Steps
1 Ingests trade, order, and communications data streams
2 Cognition applies market abuse detection algorithms and patterns
3 Suspicious activity classified by alert type and severity
4 Alert created in compliance system, case documentation assembled
5 Compliance officer notified, SLA tracking initiated
MAR MiFID II SEC Surveillance Platform
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Execution Steps
1 Retrieves live client positions, market data, and mandates
2 Portfolio analytics, rebalancing scenarios, risk metrics computed
3 Suitability and fiduciary compliance check executed per client
4 Client-ready proposal or report generated in advisor's voice
5 Regulatory change monitoring alert filed if mandate impacted
MiFID II SEC Portfolio System CRM
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Execution Steps
1 ICT incident detected via monitoring feed or manual trigger
2 Severity classified against DORA Art. 19 classification framework
3 Governance: auto-report minor, escalate major incidents to team
4 Regulator portal report drafted and filed within DORA timeline
5 Incident log finalized, post-incident review workflow triggered
DORA Art. 19 EBA ITSM ServiceNow
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Execution Steps
1 Retrieves clinical record, diagnosis, procedure from Epic EMR
2 Payer eligibility check and criteria matching against payer policy
3 Governance: auto-submit (criteria met) vs. physician review (complex)
4 Electronic submission to payer API, confirmation retrieved
5 EMR updated, physician notified, PHI access logged per HIPAA
HIPAA CMS PA Rule Epic EMR Payer APIs Cerner
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Execution Steps
1 Reads clinical notes, labs, vitals from EMR in real time
2 Identifies documentation gaps, conflicting diagnoses, missing codes
3 Generates CDI query or inline suggestion for physician review
4 Physician approves, EMR updated, DRG recalculation triggered
5 Revenue impact logged, quality metric updated, audit trail filed
HIPAA ONC Epic EMR Payer APIs
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Execution Steps
1 Clinical record reviewed: diagnosis, functional status, payer, support
2 Post-acute care options ranked by clinical fit and payer coverage
3 Discharge plan drafted, care team notified for approval
4 Referral orders placed in EMR, transitions coordinator alerted
5 Patient and family communication sent, follow-up schedule set
HIPAA CMS Epic EMR CarePort
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Execution Steps
1 Retrieves patient clinical record — diagnosis, labs, treatment history
2 Matches against trial registry eligibility criteria
3 Governance: physician approval required before patient contact
4 Coordinator notified with patient eligibility summary
5 Trial management system updated, HIPAA access log filed
FDA 21 CFR HIPAA Trial Mgmt System ClinicalTrials.gov
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Execution Steps
1 Monitors EMR for adverse event signal patterns in notes, labs, vitals
2 Cognition classifies: event type, severity, causality assessment
3 Governance: physician review required for all adverse event decisions
4 Clinical alert in EMR, care team notification, safety officer flagged
5 FDA MedWatch pre-file generated if reportable threshold met
FDA MedWatch ICH E2A HIPAA Epic EMR
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Execution Steps
1 Aggregates denial data by payer, code, and denial reason
2 Cognition identifies systemic denial patterns and root causes
3 Correction playbook generated per payer and denial category
4 Rework queue populated with corrected claims for resubmission
5 Revenue cycle dashboard updated with denial trend metrics
CMS HIPAA 835 Revenue Cycle Platform Epic
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Execution Steps
1 Lead form or inbound inquiry captured across all channels
2 Enrichment: company data, contact verification, intent scoring
3 Personalized outreach drafted and sent within 90 seconds
4 CRM record created, lead assigned to rep queue
5 Follow-up sequence initiated, engagement signals tracked
All Industries CRM Integration Salesforce HubSpot
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Execution Steps
1 Prospect list pulled from CRM by ICP criteria
2 Personalized outreach sequence deployed across channels
3 Positive response detected; calendar availability matched
4 Meeting booked, calendar invite sent, CRM opportunity created
5 Pre-meeting brief assembled for sales rep, reminders dispatched
Salesforce Outlook 365 Calendly Outbound
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Execution Steps
1 Multi-source ingestion: news, filings, competitor feeds, social signals
2 Competitive signals classified by relevance and urgency
3 Executive briefing synthesized with source attribution
4 Delivered to inbox, Slack, or dashboard on defined cadence
5 Natural language Q&A layer activated for follow-up queries
C-Suite Strategy Slack Outlook
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Execution Steps
1 Health scores computed from product usage, support tickets, NPS
2 Churn risk flagged; renewal timeline and value gap identified
3 Personalized retention outreach drafted and queued
4 CS rep briefed with account context and recommended next action
5 Outcome tracked, engagement model updated continuously
Salesforce Gainsight Slack All SaaS
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